[2025-09-26T11:00:04.080383] [WARN ] [STATE ] State set to: RUNNING [2025-09-26T11:00:04.080804] [INFO ] [CACHE ] Starting cache update [2025-09-26T11:00:04.080891] [DEBUG] [REMOTE ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'. [2025-09-26T11:00:04.366511] [DEBUG] [REMOTE ] Fetched 2043 unique symbols from directory listing. [2025-09-26T11:00:04.370972] [DEBUG] [LOCAL ] Cached 2043 symbols [2025-09-26T11:00:04.371120] [DEBUG] [REMOTE ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'. [2025-09-26T11:00:04.377865] [DEBUG] [REMOTE ] Fetched 1 unscheduled blackout dates. [2025-09-26T11:00:04.378601] [DEBUG] [LOCAL ] Cached 1 unscheduled blackout dates [2025-09-26T11:00:04.378721] [INFO ] [CACHE ] Cache update completed successfully [2025-09-26T11:00:04.379789] [INFO ] [sig ] Resuming configuration (only processing symbols without existing configuration) [2025-09-26T11:00:04.380589] [INFO ] [CACHE ] Retrieved 2043 active symbols from cache [2025-09-26T11:00:04.383211] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-09-26T11:00:04.385700] [INFO ] [sig ] Skipping 2043 symbols with existing configuration [2025-09-26T11:00:04.385800] [INFO ] [sig ] All symbols already have configuration. Nothing to process. [2025-09-26T11:00:04.386047] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-09-26T11:00:04.386383] [INFO ] [STATE ] Last completion updated: 2025-09-26T11:00:04.386145 [2025-09-26T11:06:52.595566] [WARN ] [STATE ] State set to: RUNNING [2025-09-26T11:06:52.595712] [INFO ] [sig ] Generating forecasts for all active symbols [2025-09-26T11:06:52.595804] [INFO ] [LOCAL ] Clearing forecasts directory: ./output/forecasts [2025-09-26T11:06:52.603837] [INFO ] [LOCAL ] Forecasts directory cleared and recreated [2025-09-26T11:06:52.605271] [INFO ] [CACHE ] Retrieved 2043 active symbols from cache [2025-09-26T11:06:52.607614] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-09-26T11:06:52.607728] [INFO ] [sig ] Found 2043 active symbols to forecast [2025-09-26T11:06:52.608182] [INFO ] [sig ] [1/2043] Forecasting A... [2025-09-26T11:06:52.608264] [INFO ] [sig ] Generating forecast for: A [2025-09-26T11:06:52.608346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-09-26T11:06:52.818907] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'A'. [2025-09-26T11:06:52.819352] [INFO ] [FORECASTER] Starting predict_future for A [2025-09-26T11:06:52.851593] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:52.852571] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-09-26T11:06:52.852697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:52.852796] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:52.852890] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:52.853030] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:52.872224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:52.873335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:52.873492] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:52.873583] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:52.928847] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:52.929142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:52.929221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:52.929284] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:52.934995] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=13.74%) [2025-09-26T11:06:52.935560] [INFO ] [FORECASTER] Completed predict_future for A [2025-09-26T11:06:52.936013] [INFO ] [sig ] A: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:53.099700] [INFO ] [LOCAL ] Saved forecast: A 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/A.txt [2025-09-26T11:06:53.100055] [INFO ] [sig ] [1/2043] Completed A in 0.5s | 2.03 sym/s | Total: 0.5s | ETA: 16.7m [2025-09-26T11:06:53.100165] [INFO ] [sig ] [2/2043] Forecasting AA... [2025-09-26T11:06:53.100243] [INFO ] [sig ] Generating forecast for: AA [2025-09-26T11:06:53.100322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-09-26T11:06:53.112768] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AA'. [2025-09-26T11:06:53.113143] [INFO ] [FORECASTER] Starting predict_future for AA [2025-09-26T11:06:53.140328] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:53.141230] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-09-26T11:06:53.141312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:53.141391] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:53.141463] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:53.141569] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:53.160850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:53.161551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:53.161743] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:53.161823] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:53.201415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:53.201577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:53.201625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:53.201703] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:53.205370] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=55.02%) [2025-09-26T11:06:53.205714] [INFO ] [FORECASTER] Completed predict_future for AA [2025-09-26T11:06:53.205898] [INFO ] [sig ] AA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:53.358398] [INFO ] [LOCAL ] Saved forecast: AA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AA.txt [2025-09-26T11:06:53.358674] [INFO ] [sig ] [2/2043] Completed AA in 0.3s | 2.67 sym/s | Total: 0.8s | ETA: 12.8m [2025-09-26T11:06:53.358757] [INFO ] [sig ] [3/2043] Forecasting AAP... [2025-09-26T11:06:53.358829] [INFO ] [sig ] Generating forecast for: AAP [2025-09-26T11:06:53.358900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-09-26T11:06:53.373900] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AAP'. [2025-09-26T11:06:53.374421] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-09-26T11:06:53.400834] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:53.401676] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-09-26T11:06:53.401756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:53.401831] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:53.401903] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:53.402008] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:53.420194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:53.420916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:53.421027] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:53.421101] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:53.453385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:53.453563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:53.453612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:53.453675] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:53.457873] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=70.70%) [2025-09-26T11:06:53.458188] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-09-26T11:06:53.458415] [INFO ] [sig ] AAP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:53.608864] [INFO ] [LOCAL ] Saved forecast: AAP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AAP.txt [2025-09-26T11:06:53.609108] [INFO ] [sig ] [3/2043] Completed AAP in 0.3s | 3.00 sym/s | Total: 1.0s | ETA: 11.3m [2025-09-26T11:06:53.609213] [INFO ] [sig ] [4/2043] Forecasting AAT... [2025-09-26T11:06:53.609310] [INFO ] [sig ] Generating forecast for: AAT [2025-09-26T11:06:53.609406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-09-26T11:06:53.620413] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AAT'. [2025-09-26T11:06:53.620835] [INFO ] [FORECASTER] Starting predict_future for AAT [2025-09-26T11:06:53.647761] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:53.648604] [DEBUG] [LOCAL ] No optimal features file found for AAT: ./output/feature-sets/AAT.txt [2025-09-26T11:06:53.648734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:53.648814] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:53.648884] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:53.648987] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:53.667616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:53.668603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:53.668789] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:53.668865] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:53.707596] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:53.707903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:53.707994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:53.708060] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:53.713033] [DEBUG] [FORECASTER] AAT: Forecast T+1@11:T+2@11: UP (p=71.83%) [2025-09-26T11:06:53.713476] [INFO ] [FORECASTER] Completed predict_future for AAT [2025-09-26T11:06:53.713703] [INFO ] [sig ] AAT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:53.864306] [INFO ] [LOCAL ] Saved forecast: AAT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AAT.txt [2025-09-26T11:06:53.864623] [INFO ] [sig ] [4/2043] Completed AAT in 0.3s | 3.18 sym/s | Total: 1.3s | ETA: 10.7m [2025-09-26T11:06:53.864753] [INFO ] [sig ] [5/2043] Forecasting ABBV... [2025-09-26T11:06:53.864855] [INFO ] [sig ] Generating forecast for: ABBV [2025-09-26T11:06:53.864967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'. [2025-09-26T11:06:53.877872] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABBV'. [2025-09-26T11:06:53.878315] [INFO ] [FORECASTER] Starting predict_future for ABBV [2025-09-26T11:06:53.904598] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:53.905753] [DEBUG] [LOCAL ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt [2025-09-26T11:06:53.905868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:53.905976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:53.906065] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:53.906195] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:53.925390] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:53.926377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:53.926525] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:53.926613] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:53.960958] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:53.961162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:53.961217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:53.961255] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:53.965735] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: UP (p=65.21%) [2025-09-26T11:06:53.966074] [INFO ] [FORECASTER] Completed predict_future for ABBV [2025-09-26T11:06:53.966229] [INFO ] [sig ] ABBV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:54.130810] [INFO ] [LOCAL ] Saved forecast: ABBV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ABBV.txt [2025-09-26T11:06:54.131082] [INFO ] [sig ] [5/2043] Completed ABBV in 0.3s | 3.28 sym/s | Total: 1.5s | ETA: 10.3m [2025-09-26T11:06:54.131199] [INFO ] [sig ] [6/2043] Forecasting ABEV... [2025-09-26T11:06:54.131300] [INFO ] [sig ] Generating forecast for: ABEV [2025-09-26T11:06:54.131437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-09-26T11:06:54.143385] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABEV'. [2025-09-26T11:06:54.143838] [INFO ] [FORECASTER] Starting predict_future for ABEV [2025-09-26T11:06:54.177107] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:54.178048] [DEBUG] [LOCAL ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt [2025-09-26T11:06:54.178147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:54.178222] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:54.178292] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:54.178422] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:54.199532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:54.200309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:54.200434] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:54.200516] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:54.232061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:54.232223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:54.232308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:54.232384] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:54.236568] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: UP (p=87.08%) [2025-09-26T11:06:54.236960] [INFO ] [FORECASTER] Completed predict_future for ABEV [2025-09-26T11:06:54.237122] [INFO ] [sig ] ABEV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:54.393438] [INFO ] [LOCAL ] Saved forecast: ABEV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ABEV.txt [2025-09-26T11:06:54.393748] [INFO ] [sig ] [6/2043] Completed ABEV in 0.3s | 3.36 sym/s | Total: 1.8s | ETA: 10.1m [2025-09-26T11:06:54.393839] [INFO ] [sig ] [7/2043] Forecasting ABG... [2025-09-26T11:06:54.393911] [INFO ] [sig ] Generating forecast for: ABG [2025-09-26T11:06:54.393968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-09-26T11:06:54.405735] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABG'. [2025-09-26T11:06:54.406221] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-09-26T11:06:54.434339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:54.435355] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-09-26T11:06:54.435437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:54.435510] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:54.435578] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:54.435708] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:54.454031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:54.454831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:54.454946] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:54.455017] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:54.484226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:54.484417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:54.484472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:54.484509] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:54.488137] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=97.65%) [2025-09-26T11:06:54.488439] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-09-26T11:06:54.488585] [INFO ] [sig ] ABG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:54.641423] [INFO ] [LOCAL ] Saved forecast: ABG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ABG.txt [2025-09-26T11:06:54.641705] [INFO ] [sig ] [7/2043] Completed ABG in 0.2s | 3.44 sym/s | Total: 2.0s | ETA: 9.9m [2025-09-26T11:06:54.641787] [INFO ] [sig ] [8/2043] Forecasting ABM... [2025-09-26T11:06:54.641861] [INFO ] [sig ] Generating forecast for: ABM [2025-09-26T11:06:54.641933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-09-26T11:06:54.659303] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABM'. [2025-09-26T11:06:54.659968] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-09-26T11:06:54.690093] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:54.691069] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-09-26T11:06:54.691148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:54.691220] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:54.691288] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:54.691387] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:54.710714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:54.711518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:54.711667] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:54.711740] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:54.740942] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:54.741081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:54.741125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:54.741160] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:54.744690] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=11.83%) [2025-09-26T11:06:54.744994] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-09-26T11:06:54.745151] [INFO ] [sig ] ABM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:54.897699] [INFO ] [LOCAL ] Saved forecast: ABM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ABM.txt [2025-09-26T11:06:54.898014] [INFO ] [sig ] [8/2043] Completed ABM in 0.3s | 3.49 sym/s | Total: 2.3s | ETA: 9.7m [2025-09-26T11:06:54.898096] [INFO ] [sig ] [9/2043] Forecasting ABR... [2025-09-26T11:06:54.898167] [INFO ] [sig ] Generating forecast for: ABR [2025-09-26T11:06:54.898282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-09-26T11:06:54.910275] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ABR'. [2025-09-26T11:06:54.910788] [INFO ] [FORECASTER] Starting predict_future for ABR [2025-09-26T11:06:54.937432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:54.938386] [DEBUG] [LOCAL ] No optimal features file found for ABR: ./output/feature-sets/ABR.txt [2025-09-26T11:06:54.938481] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:54.938582] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:54.938706] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:54.938852] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:54.957499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:54.958344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:54.958482] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:54.958579] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:54.991465] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:54.991702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:54.991779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:54.991822] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:54.996121] [DEBUG] [FORECASTER] ABR: Forecast T+1@11:T+2@11: DOWN (p=43.57%) [2025-09-26T11:06:54.996447] [INFO ] [FORECASTER] Completed predict_future for ABR [2025-09-26T11:06:54.996602] [INFO ] [sig ] ABR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:55.150987] [INFO ] [LOCAL ] Saved forecast: ABR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ABR.txt [2025-09-26T11:06:55.151256] [INFO ] [sig ] [9/2043] Completed ABR in 0.3s | 3.54 sym/s | Total: 2.5s | ETA: 9.6m [2025-09-26T11:06:55.151342] [INFO ] [sig ] [10/2043] Forecasting ACEL... [2025-09-26T11:06:55.151420] [INFO ] [sig ] Generating forecast for: ACEL [2025-09-26T11:06:55.151493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-09-26T11:06:55.162379] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACEL'. [2025-09-26T11:06:55.162757] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-09-26T11:06:55.190064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:55.191040] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-09-26T11:06:55.191120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:55.191205] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:55.191285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:55.191392] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:55.210128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:55.210819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:55.210926] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:55.210997] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:55.247828] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:55.248055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:55.248118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:55.248156] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:55.251847] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=54.12%) [2025-09-26T11:06:55.252145] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-09-26T11:06:55.252290] [INFO ] [sig ] ACEL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:55.403150] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ACEL.txt [2025-09-26T11:06:55.403448] [INFO ] [sig ] [10/2043] Completed ACEL in 0.3s | 3.58 sym/s | Total: 2.8s | ETA: 9.5m [2025-09-26T11:06:55.403530] [INFO ] [sig ] [11/2043] Forecasting ACHR... [2025-09-26T11:06:55.403604] [INFO ] [sig ] Generating forecast for: ACHR [2025-09-26T11:06:55.403703] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-09-26T11:06:55.414230] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACHR'. [2025-09-26T11:06:55.414631] [INFO ] [FORECASTER] Starting predict_future for ACHR [2025-09-26T11:06:55.441741] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:55.442636] [DEBUG] [LOCAL ] No optimal features file found for ACHR: ./output/feature-sets/ACHR.txt [2025-09-26T11:06:55.442747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:55.442823] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:55.442895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:55.442999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:55.461419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:55.462258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:55.462372] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:55.462446] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:55.509353] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:55.509620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:55.509734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:55.509804] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:55.514200] [DEBUG] [FORECASTER] ACHR: Forecast T+1@11:T+2@11: DOWN (p=15.47%) [2025-09-26T11:06:55.514554] [INFO ] [FORECASTER] Completed predict_future for ACHR [2025-09-26T11:06:55.514749] [INFO ] [sig ] ACHR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:55.742814] [INFO ] [LOCAL ] Saved forecast: ACHR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ACHR.txt [2025-09-26T11:06:55.743112] [INFO ] [sig ] [11/2043] Completed ACHR in 0.3s | 3.51 sym/s | Total: 3.1s | ETA: 9.7m [2025-09-26T11:06:55.743207] [INFO ] [sig ] [12/2043] Forecasting ACI... [2025-09-26T11:06:55.743285] [INFO ] [sig ] Generating forecast for: ACI [2025-09-26T11:06:55.743361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-09-26T11:06:55.756551] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACI'. [2025-09-26T11:06:55.757124] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-09-26T11:06:55.786600] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:55.787549] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-09-26T11:06:55.787630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:55.787749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:55.787820] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:55.787922] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:55.807395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:55.808260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:55.808379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:55.808450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:55.846612] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:55.846904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:55.847023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:55.847065] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:55.851022] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=6.44%) [2025-09-26T11:06:55.851366] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-09-26T11:06:55.851517] [INFO ] [sig ] ACI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:56.004786] [INFO ] [LOCAL ] Saved forecast: ACI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ACI.txt [2025-09-26T11:06:56.005054] [INFO ] [sig ] [12/2043] Completed ACI in 0.3s | 3.53 sym/s | Total: 3.4s | ETA: 9.6m [2025-09-26T11:06:56.005133] [INFO ] [sig ] [13/2043] Forecasting ACP... [2025-09-26T11:06:56.005183] [INFO ] [sig ] Generating forecast for: ACP [2025-09-26T11:06:56.005248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-09-26T11:06:56.016591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACP'. [2025-09-26T11:06:56.016977] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-09-26T11:06:56.043149] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:56.044022] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-09-26T11:06:56.044105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:56.044181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:56.044251] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:56.044354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:56.062958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:56.063638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:56.063777] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:56.063849] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:56.098701] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:56.098851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:56.098894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:56.098928] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:56.102394] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=47.15%) [2025-09-26T11:06:56.102718] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-09-26T11:06:56.102886] [INFO ] [sig ] ACP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:56.255954] [INFO ] [LOCAL ] Saved forecast: ACP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ACP.txt [2025-09-26T11:06:56.256196] [INFO ] [sig ] [13/2043] Completed ACP in 0.3s | 3.56 sym/s | Total: 3.6s | ETA: 9.5m [2025-09-26T11:06:56.256275] [INFO ] [sig ] [14/2043] Forecasting ACR... [2025-09-26T11:06:56.256346] [INFO ] [sig ] Generating forecast for: ACR [2025-09-26T11:06:56.256418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-09-26T11:06:56.266503] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACR'. [2025-09-26T11:06:56.266858] [INFO ] [FORECASTER] Starting predict_future for ACR [2025-09-26T11:06:56.293144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:56.293941] [DEBUG] [LOCAL ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt [2025-09-26T11:06:56.294020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:56.294093] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:56.294162] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:56.294262] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:56.312979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:56.313630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:56.313757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:56.313828] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:56.354078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:56.354288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:56.354337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:56.354382] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:56.358583] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: UP (p=81.10%) [2025-09-26T11:06:56.359036] [INFO ] [FORECASTER] Completed predict_future for ACR [2025-09-26T11:06:56.359212] [INFO ] [sig ] ACR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:56.509169] [INFO ] [LOCAL ] Saved forecast: ACR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ACR.txt [2025-09-26T11:06:56.509413] [INFO ] [sig ] [14/2043] Completed ACR in 0.3s | 3.59 sym/s | Total: 3.9s | ETA: 9.4m [2025-09-26T11:06:56.509492] [INFO ] [sig ] [15/2043] Forecasting ACV... [2025-09-26T11:06:56.509563] [INFO ] [sig ] Generating forecast for: ACV [2025-09-26T11:06:56.509636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-09-26T11:06:56.519772] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ACV'. [2025-09-26T11:06:56.520097] [INFO ] [FORECASTER] Starting predict_future for ACV [2025-09-26T11:06:56.546598] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:56.547470] [DEBUG] [LOCAL ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt [2025-09-26T11:06:56.547553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:56.547627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:56.547719] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:56.547822] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:56.567157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:56.567893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:56.568008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:56.568081] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:56.608226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:56.608418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:56.608481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:56.608519] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:56.612974] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: DOWN (p=10.45%) [2025-09-26T11:06:56.613303] [INFO ] [FORECASTER] Completed predict_future for ACV [2025-09-26T11:06:56.613476] [INFO ] [sig ] ACV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:56.766543] [INFO ] [LOCAL ] Saved forecast: ACV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ACV.txt [2025-09-26T11:06:56.766901] [INFO ] [sig ] [15/2043] Completed ACV in 0.3s | 3.61 sym/s | Total: 4.2s | ETA: 9.4m [2025-09-26T11:06:56.766997] [INFO ] [sig ] [16/2043] Forecasting ADCT... [2025-09-26T11:06:56.767080] [INFO ] [sig ] Generating forecast for: ADCT [2025-09-26T11:06:56.767155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'. [2025-09-26T11:06:56.779633] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADCT'. [2025-09-26T11:06:56.780114] [INFO ] [FORECASTER] Starting predict_future for ADCT [2025-09-26T11:06:56.809566] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:56.810547] [DEBUG] [LOCAL ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt [2025-09-26T11:06:56.810629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:56.810728] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:56.810782] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:56.810882] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:56.830479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:56.831292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:56.831407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:56.831485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:56.869937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:56.870134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:56.870186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:56.870229] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:56.874106] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: UP (p=97.37%) [2025-09-26T11:06:56.874416] [INFO ] [FORECASTER] Completed predict_future for ADCT [2025-09-26T11:06:56.874612] [INFO ] [sig ] ADCT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:57.038217] [INFO ] [LOCAL ] Saved forecast: ADCT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ADCT.txt [2025-09-26T11:06:57.038514] [INFO ] [sig ] [16/2043] Completed ADCT in 0.3s | 3.61 sym/s | Total: 4.4s | ETA: 9.4m [2025-09-26T11:06:57.038596] [INFO ] [sig ] [17/2043] Forecasting ADNT... [2025-09-26T11:06:57.038698] [INFO ] [sig ] Generating forecast for: ADNT [2025-09-26T11:06:57.038773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-09-26T11:06:57.050519] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADNT'. [2025-09-26T11:06:57.050982] [INFO ] [FORECASTER] Starting predict_future for ADNT [2025-09-26T11:06:57.079734] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:57.080591] [DEBUG] [LOCAL ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt [2025-09-26T11:06:57.080710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:57.080789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:57.080861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:57.080965] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:57.100531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:57.101328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:57.101441] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:57.101514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:57.141759] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:57.142007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:57.142075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:57.142115] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:57.146041] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: UP (p=97.70%) [2025-09-26T11:06:57.146395] [INFO ] [FORECASTER] Completed predict_future for ADNT [2025-09-26T11:06:57.146563] [INFO ] [sig ] ADNT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:57.303621] [INFO ] [LOCAL ] Saved forecast: ADNT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ADNT.txt [2025-09-26T11:06:57.303971] [INFO ] [sig ] [17/2043] Completed ADNT in 0.3s | 3.62 sym/s | Total: 4.7s | ETA: 9.3m [2025-09-26T11:06:57.304102] [INFO ] [sig ] [18/2043] Forecasting ADT... [2025-09-26T11:06:57.304199] [INFO ] [sig ] Generating forecast for: ADT [2025-09-26T11:06:57.304280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-09-26T11:06:57.315428] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADT'. [2025-09-26T11:06:57.315856] [INFO ] [FORECASTER] Starting predict_future for ADT [2025-09-26T11:06:57.344078] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:57.344910] [DEBUG] [LOCAL ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt [2025-09-26T11:06:57.345003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:57.345077] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:57.345149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:57.345252] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:57.365320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:57.366031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:57.366149] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:57.366223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:57.406370] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:57.406481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:57.406523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:57.406557] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:57.409968] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=35.69%) [2025-09-26T11:06:57.410246] [INFO ] [FORECASTER] Completed predict_future for ADT [2025-09-26T11:06:57.410391] [INFO ] [sig ] ADT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:57.599221] [INFO ] [LOCAL ] Saved forecast: ADT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ADT.txt [2025-09-26T11:06:57.599533] [INFO ] [sig ] [18/2043] Completed ADT in 0.3s | 3.61 sym/s | Total: 5.0s | ETA: 9.4m [2025-09-26T11:06:57.599627] [INFO ] [sig ] [19/2043] Forecasting ADX... [2025-09-26T11:06:57.599738] [INFO ] [sig ] Generating forecast for: ADX [2025-09-26T11:06:57.599824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-09-26T11:06:57.612423] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ADX'. [2025-09-26T11:06:57.612988] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-09-26T11:06:57.646546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:57.647744] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-09-26T11:06:57.647835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:57.647914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:57.648013] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:57.648127] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:57.667148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:57.668175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:57.668300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:57.668378] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:57.705903] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:57.706145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:57.706222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:57.706277] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:57.710398] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=50.16%) [2025-09-26T11:06:57.710823] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-09-26T11:06:57.711002] [INFO ] [sig ] ADX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:57.871834] [INFO ] [LOCAL ] Saved forecast: ADX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ADX.txt [2025-09-26T11:06:57.872128] [INFO ] [sig ] [19/2043] Completed ADX in 0.3s | 3.61 sym/s | Total: 5.3s | ETA: 9.3m [2025-09-26T11:06:57.872243] [INFO ] [sig ] [20/2043] Forecasting AEE... [2025-09-26T11:06:57.872313] [INFO ] [sig ] Generating forecast for: AEE [2025-09-26T11:06:57.872411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-09-26T11:06:57.883736] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEE'. [2025-09-26T11:06:57.884108] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-09-26T11:06:57.916186] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:57.917120] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-09-26T11:06:57.917201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:57.917275] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:57.917347] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:57.917450] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:57.938029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:57.939041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:57.939163] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:57.939236] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:57.977960] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:57.978163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:57.978212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:57.978249] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:57.982466] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=0.33%) [2025-09-26T11:06:57.982892] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-09-26T11:06:57.983070] [INFO ] [sig ] AEE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:58.142234] [INFO ] [LOCAL ] Saved forecast: AEE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AEE.txt [2025-09-26T11:06:58.142480] [INFO ] [sig ] [20/2043] Completed AEE in 0.3s | 3.61 sym/s | Total: 5.5s | ETA: 9.3m [2025-09-26T11:06:58.142560] [INFO ] [sig ] [21/2043] Forecasting AEO... [2025-09-26T11:06:58.142630] [INFO ] [sig ] Generating forecast for: AEO [2025-09-26T11:06:58.142731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-09-26T11:06:58.154484] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AEO'. [2025-09-26T11:06:58.154957] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-09-26T11:06:58.181501] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:58.182513] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-09-26T11:06:58.182595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:58.182696] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:58.182770] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:58.182879] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:58.201038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:58.202034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:58.202155] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:58.202227] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:58.241704] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:58.241917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:58.241968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:58.242004] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:58.245950] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=82.93%) [2025-09-26T11:06:58.246272] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-09-26T11:06:58.246431] [INFO ] [sig ] AEO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:58.397696] [INFO ] [LOCAL ] Saved forecast: AEO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AEO.txt [2025-09-26T11:06:58.397985] [INFO ] [sig ] [21/2043] Completed AEO in 0.3s | 3.63 sym/s | Total: 5.8s | ETA: 9.3m [2025-09-26T11:06:58.398066] [INFO ] [sig ] [22/2043] Forecasting AES... [2025-09-26T11:06:58.398137] [INFO ] [sig ] Generating forecast for: AES [2025-09-26T11:06:58.398212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-09-26T11:06:58.409460] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AES'. [2025-09-26T11:06:58.409945] [INFO ] [FORECASTER] Starting predict_future for AES [2025-09-26T11:06:58.439678] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:58.440565] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-09-26T11:06:58.440671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:58.440747] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:58.440818] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:58.440923] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:58.458767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:58.459531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:58.459672] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:58.459747] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:58.499796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:58.500002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:58.500061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:58.500098] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:58.503776] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=95.48%) [2025-09-26T11:06:58.504088] [INFO ] [FORECASTER] Completed predict_future for AES [2025-09-26T11:06:58.504244] [INFO ] [sig ] AES: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:58.652942] [INFO ] [LOCAL ] Saved forecast: AES 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AES.txt [2025-09-26T11:06:58.653240] [INFO ] [sig ] [22/2043] Completed AES in 0.3s | 3.64 sym/s | Total: 6.0s | ETA: 9.3m [2025-09-26T11:06:58.653321] [INFO ] [sig ] [23/2043] Forecasting AESI... [2025-09-26T11:06:58.653394] [INFO ] [sig ] Generating forecast for: AESI [2025-09-26T11:06:58.653467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-09-26T11:06:58.664769] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AESI'. [2025-09-26T11:06:58.665134] [INFO ] [FORECASTER] Starting predict_future for AESI [2025-09-26T11:06:58.691084] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:58.691944] [DEBUG] [LOCAL ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt [2025-09-26T11:06:58.692023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:58.692097] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:58.692166] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:58.692265] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:58.710631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:58.711613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:58.711803] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:58.711881] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:58.752128] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:58.752343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:58.752402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:58.752446] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:58.756332] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=33.05%) [2025-09-26T11:06:58.756697] [INFO ] [FORECASTER] Completed predict_future for AESI [2025-09-26T11:06:58.756912] [INFO ] [sig ] AESI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:58.932303] [INFO ] [LOCAL ] Saved forecast: AESI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AESI.txt [2025-09-26T11:06:58.932600] [INFO ] [sig ] [23/2043] Completed AESI in 0.3s | 3.64 sym/s | Total: 6.3s | ETA: 9.3m [2025-09-26T11:06:58.932705] [INFO ] [sig ] [24/2043] Forecasting AFB... [2025-09-26T11:06:58.932777] [INFO ] [sig ] Generating forecast for: AFB [2025-09-26T11:06:58.932851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-09-26T11:06:58.943919] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFB'. [2025-09-26T11:06:58.944459] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-09-26T11:06:58.973785] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:58.974704] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-09-26T11:06:58.974799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:58.974885] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:58.974956] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:58.975058] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:58.994567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:58.995450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:58.995567] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:58.995668] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:59.036528] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:59.036748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:59.036857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:59.036919] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:59.040765] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=15.42%) [2025-09-26T11:06:59.041077] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-09-26T11:06:59.041234] [INFO ] [sig ] AFB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:59.202299] [INFO ] [LOCAL ] Saved forecast: AFB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AFB.txt [2025-09-26T11:06:59.202590] [INFO ] [sig ] [24/2043] Completed AFB in 0.3s | 3.64 sym/s | Total: 6.6s | ETA: 9.2m [2025-09-26T11:06:59.202724] [INFO ] [sig ] [25/2043] Forecasting AFG... [2025-09-26T11:06:59.202802] [INFO ] [sig ] Generating forecast for: AFG [2025-09-26T11:06:59.202884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-09-26T11:06:59.214835] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFG'. [2025-09-26T11:06:59.215354] [INFO ] [FORECASTER] Starting predict_future for AFG [2025-09-26T11:06:59.243355] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:59.244342] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-09-26T11:06:59.244426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:59.244500] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:59.244572] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:59.244700] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:59.265094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:59.266069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:59.266185] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:59.266257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:59.308126] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:59.308385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:59.308440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:59.308476] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:59.312458] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=86.73%) [2025-09-26T11:06:59.312811] [INFO ] [FORECASTER] Completed predict_future for AFG [2025-09-26T11:06:59.312974] [INFO ] [sig ] AFG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:59.470680] [INFO ] [LOCAL ] Saved forecast: AFG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AFG.txt [2025-09-26T11:06:59.470976] [INFO ] [sig ] [25/2043] Completed AFG in 0.3s | 3.64 sym/s | Total: 6.9s | ETA: 9.2m [2025-09-26T11:06:59.471057] [INFO ] [sig ] [26/2043] Forecasting AFGB... [2025-09-26T11:06:59.471131] [INFO ] [sig ] Generating forecast for: AFGB [2025-09-26T11:06:59.471206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'. [2025-09-26T11:06:59.482416] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFGB'. [2025-09-26T11:06:59.482971] [INFO ] [FORECASTER] Starting predict_future for AFGB [2025-09-26T11:06:59.510052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:59.510958] [DEBUG] [LOCAL ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt [2025-09-26T11:06:59.511039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:59.511112] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:59.511183] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:59.511302] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:59.529186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:59.530058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:59.530175] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:59.530254] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:59.567200] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:59.567395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:59.567444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:59.567479] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:59.571267] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: UP (p=82.27%) [2025-09-26T11:06:59.571584] [INFO ] [FORECASTER] Completed predict_future for AFGB [2025-09-26T11:06:59.571774] [INFO ] [sig ] AFGB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:06:59.724818] [INFO ] [LOCAL ] Saved forecast: AFGB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AFGB.txt [2025-09-26T11:06:59.725117] [INFO ] [sig ] [26/2043] Completed AFGB in 0.3s | 3.65 sym/s | Total: 7.1s | ETA: 9.2m [2025-09-26T11:06:59.725200] [INFO ] [sig ] [27/2043] Forecasting AFGC... [2025-09-26T11:06:59.725273] [INFO ] [sig ] Generating forecast for: AFGC [2025-09-26T11:06:59.725347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-09-26T11:06:59.736171] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'AFGC'. [2025-09-26T11:06:59.736583] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-09-26T11:06:59.764104] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:06:59.765060] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-09-26T11:06:59.765143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:06:59.765217] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:06:59.765289] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:06:59.765391] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:06:59.784325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:06:59.785203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:06:59.785320] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:06:59.785394] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:06:59.822730] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:06:59.822940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:06:59.823001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:06:59.823045] [INFO ] [FORECASTER] Training complete [2025-09-26T11:06:59.826845] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=35.23%) [2025-09-26T11:06:59.827162] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-09-26T11:06:59.827314] [INFO ] [sig ] AFGC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:06:59.980519] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AFGC.txt [2025-09-26T11:06:59.980831] [INFO ] [sig ] [27/2043] Completed AFGC in 0.3s | 3.66 sym/s | Total: 7.4s | ETA: 9.2m [2025-09-26T11:06:59.980914] [INFO ] [sig ] [28/2043] Forecasting AFGD... [2025-09-26T11:06:59.980985] [INFO ] [sig ] Generating forecast for: AFGD [2025-09-26T11:06:59.981076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'. [2025-09-26T11:06:59.993168] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'AFGD'. [2025-09-26T11:06:59.993817] [INFO ] [FORECASTER] Starting predict_future for AFGD [2025-09-26T11:07:00.026232] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:00.027433] [DEBUG] [LOCAL ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt [2025-09-26T11:07:00.027519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:00.027594] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:00.027690] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:00.027794] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:00.049751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:00.050671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:00.050792] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:00.050967] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:00.098055] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:00.098373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:00.098439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:00.098476] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:00.102775] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=79.48%) [2025-09-26T11:07:00.103173] [INFO ] [FORECASTER] Completed predict_future for AFGD [2025-09-26T11:07:00.103344] [INFO ] [sig ] AFGD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:00.261395] [INFO ] [LOCAL ] Saved forecast: AFGD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AFGD.txt [2025-09-26T11:07:00.261743] [INFO ] [sig ] [28/2043] Completed AFGD in 0.3s | 3.66 sym/s | Total: 7.7s | ETA: 9.2m [2025-09-26T11:07:00.261857] [INFO ] [sig ] [29/2043] Forecasting AFGE... [2025-09-26T11:07:00.261957] [INFO ] [sig ] Generating forecast for: AFGE [2025-09-26T11:07:00.262034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'. [2025-09-26T11:07:00.273750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFGE'. [2025-09-26T11:07:00.274166] [INFO ] [FORECASTER] Starting predict_future for AFGE [2025-09-26T11:07:00.310409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:00.311371] [DEBUG] [LOCAL ] No optimal features file found for AFGE: ./output/feature-sets/AFGE.txt [2025-09-26T11:07:00.311455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:00.311530] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:00.311601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:00.311728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:00.330694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:00.331361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:00.331472] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:00.331544] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:00.369115] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:00.369240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:00.369284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:00.369320] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:00.372698] [DEBUG] [FORECASTER] AFGE: Forecast T+1@11:T+2@11: UP (p=99.66%) [2025-09-26T11:07:00.372991] [INFO ] [FORECASTER] Completed predict_future for AFGE [2025-09-26T11:07:00.373144] [INFO ] [sig ] AFGE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:00.523506] [INFO ] [LOCAL ] Saved forecast: AFGE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AFGE.txt [2025-09-26T11:07:00.523818] [INFO ] [sig ] [29/2043] Completed AFGE in 0.3s | 3.66 sym/s | Total: 7.9s | ETA: 9.2m [2025-09-26T11:07:00.523904] [INFO ] [sig ] [30/2043] Forecasting AFL... [2025-09-26T11:07:00.523978] [INFO ] [sig ] Generating forecast for: AFL [2025-09-26T11:07:00.524052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-09-26T11:07:00.535899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AFL'. [2025-09-26T11:07:00.536439] [INFO ] [FORECASTER] Starting predict_future for AFL [2025-09-26T11:07:00.565626] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:00.566621] [DEBUG] [LOCAL ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt [2025-09-26T11:07:00.566734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:00.566810] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:00.566914] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:00.567019] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:00.586404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:00.587503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:00.587632] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:00.587731] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:00.626168] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:00.626379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:00.626430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:00.626465] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:00.630730] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=18.84%) [2025-09-26T11:07:00.631170] [INFO ] [FORECASTER] Completed predict_future for AFL [2025-09-26T11:07:00.631352] [INFO ] [sig ] AFL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:00.803949] [INFO ] [LOCAL ] Saved forecast: AFL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AFL.txt [2025-09-26T11:07:00.804347] [INFO ] [sig ] [30/2043] Completed AFL in 0.3s | 3.66 sym/s | Total: 8.2s | ETA: 9.2m [2025-09-26T11:07:00.804437] [INFO ] [sig ] [31/2043] Forecasting AG... [2025-09-26T11:07:00.804529] [INFO ] [sig ] Generating forecast for: AG [2025-09-26T11:07:00.804610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-09-26T11:07:00.815243] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AG'. [2025-09-26T11:07:00.815686] [INFO ] [FORECASTER] Starting predict_future for AG [2025-09-26T11:07:00.845848] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:00.846854] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-09-26T11:07:00.846945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:00.847040] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:00.847117] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:00.847247] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:00.868516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:00.869317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:00.869430] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:00.869509] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:00.912195] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:00.912392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:00.912442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:00.912497] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:00.916618] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=1.79%) [2025-09-26T11:07:00.917088] [INFO ] [FORECASTER] Completed predict_future for AG [2025-09-26T11:07:00.917297] [INFO ] [sig ] AG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:01.084325] [INFO ] [LOCAL ] Saved forecast: AG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AG.txt [2025-09-26T11:07:01.084699] [INFO ] [sig ] [31/2043] Completed AG in 0.3s | 3.66 sym/s | Total: 8.5s | ETA: 9.2m [2025-09-26T11:07:01.084783] [INFO ] [sig ] [32/2043] Forecasting AGCO... [2025-09-26T11:07:01.084853] [INFO ] [sig ] Generating forecast for: AGCO [2025-09-26T11:07:01.084956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-09-26T11:07:01.097026] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGCO'. [2025-09-26T11:07:01.097588] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-09-26T11:07:01.126251] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:01.127229] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-09-26T11:07:01.127311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:01.127388] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:01.127436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:01.127531] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:01.148363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:01.149279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:01.149459] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:01.149538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:01.191145] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:01.191382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:01.191456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:01.191497] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:01.196359] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=58.22%) [2025-09-26T11:07:01.196904] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-09-26T11:07:01.197097] [INFO ] [sig ] AGCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:01.390617] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AGCO.txt [2025-09-26T11:07:01.390941] [INFO ] [sig ] [32/2043] Completed AGCO in 0.3s | 3.64 sym/s | Total: 8.8s | ETA: 9.2m [2025-09-26T11:07:01.391026] [INFO ] [sig ] [33/2043] Forecasting AGD... [2025-09-26T11:07:01.391098] [INFO ] [sig ] Generating forecast for: AGD [2025-09-26T11:07:01.391173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-09-26T11:07:01.402819] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGD'. [2025-09-26T11:07:01.403312] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-09-26T11:07:01.439962] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:01.441109] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-09-26T11:07:01.441234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:01.441349] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:01.441473] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:01.441725] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:01.465947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:01.466908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:01.467027] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:01.467100] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:01.507465] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:01.507683] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:01.507758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:01.507797] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:01.511867] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=62.62%) [2025-09-26T11:07:01.512184] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-09-26T11:07:01.512338] [INFO ] [sig ] AGD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:01.687037] [INFO ] [LOCAL ] Saved forecast: AGD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AGD.txt [2025-09-26T11:07:01.687381] [INFO ] [sig ] [33/2043] Completed AGD in 0.3s | 3.63 sym/s | Total: 9.1s | ETA: 9.2m [2025-09-26T11:07:01.687487] [INFO ] [sig ] [34/2043] Forecasting AGI... [2025-09-26T11:07:01.687582] [INFO ] [sig ] Generating forecast for: AGI [2025-09-26T11:07:01.687717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-09-26T11:07:01.698458] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGI'. [2025-09-26T11:07:01.698866] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-09-26T11:07:01.726629] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:01.727604] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-09-26T11:07:01.727706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:01.727779] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:01.727847] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:01.727946] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:01.747463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:01.748283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:01.748415] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:01.748509] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:01.792019] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:01.792256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:01.792313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:01.792352] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:01.797855] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=9.37%) [2025-09-26T11:07:01.798200] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-09-26T11:07:01.798564] [INFO ] [sig ] AGI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:01.961872] [INFO ] [LOCAL ] Saved forecast: AGI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AGI.txt [2025-09-26T11:07:01.962311] [INFO ] [sig ] [34/2043] Completed AGI in 0.3s | 3.63 sym/s | Total: 9.4s | ETA: 9.2m [2025-09-26T11:07:01.962410] [INFO ] [sig ] [35/2043] Forecasting AGL... [2025-09-26T11:07:01.962486] [INFO ] [sig ] Generating forecast for: AGL [2025-09-26T11:07:01.962563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'. [2025-09-26T11:07:01.974424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGL'. [2025-09-26T11:07:01.974964] [INFO ] [FORECASTER] Starting predict_future for AGL [2025-09-26T11:07:02.013977] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:02.015255] [DEBUG] [LOCAL ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt [2025-09-26T11:07:02.015366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:02.015458] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:02.015548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:02.015704] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:02.047862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:02.049968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:02.050127] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:02.050221] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:02.091903] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:02.092133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:02.092207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:02.092256] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:02.096957] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=58.73%) [2025-09-26T11:07:02.097321] [INFO ] [FORECASTER] Completed predict_future for AGL [2025-09-26T11:07:02.097484] [INFO ] [sig ] AGL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:02.251405] [INFO ] [LOCAL ] Saved forecast: AGL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AGL.txt [2025-09-26T11:07:02.251751] [INFO ] [sig ] [35/2043] Completed AGL in 0.3s | 3.63 sym/s | Total: 9.6s | ETA: 9.2m [2025-09-26T11:07:02.251835] [INFO ] [sig ] [36/2043] Forecasting AGM... [2025-09-26T11:07:02.251885] [INFO ] [sig ] Generating forecast for: AGM [2025-09-26T11:07:02.251956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-09-26T11:07:02.263684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGM'. [2025-09-26T11:07:02.264052] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-09-26T11:07:02.297877] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:02.299158] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-09-26T11:07:02.299259] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:02.299352] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:02.299437] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:02.299570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:02.327795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:02.328926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:02.329063] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:02.329145] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:02.360838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:02.360998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:02.361066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:02.361134] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:02.365234] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-09-26T11:07:02.365593] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-09-26T11:07:02.365803] [INFO ] [sig ] AGM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:02.519544] [INFO ] [LOCAL ] Saved forecast: AGM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AGM.txt [2025-09-26T11:07:02.519871] [INFO ] [sig ] [36/2043] Completed AGM in 0.3s | 3.63 sym/s | Total: 9.9s | ETA: 9.2m [2025-09-26T11:07:02.519983] [INFO ] [sig ] [37/2043] Forecasting AGO... [2025-09-26T11:07:02.520066] [INFO ] [sig ] Generating forecast for: AGO [2025-09-26T11:07:02.520149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-09-26T11:07:02.530165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGO'. [2025-09-26T11:07:02.530563] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-09-26T11:07:02.556980] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:02.557877] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-09-26T11:07:02.557973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:02.558066] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:02.558153] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:02.558283] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:02.577264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:02.578002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:02.578128] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:02.578216] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:02.623286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:02.623503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:02.623577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:02.623620] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:02.628212] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=7.89%) [2025-09-26T11:07:02.628549] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-09-26T11:07:02.628759] [INFO ] [sig ] AGO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:02.789329] [INFO ] [LOCAL ] Saved forecast: AGO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AGO.txt [2025-09-26T11:07:02.789668] [INFO ] [sig ] [37/2043] Completed AGO in 0.3s | 3.63 sym/s | Total: 10.2s | ETA: 9.2m [2025-09-26T11:07:02.789769] [INFO ] [sig ] [38/2043] Forecasting AGRO... [2025-09-26T11:07:02.789859] [INFO ] [sig ] Generating forecast for: AGRO [2025-09-26T11:07:02.789953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-09-26T11:07:02.799998] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGRO'. [2025-09-26T11:07:02.800387] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-09-26T11:07:02.828359] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:02.829290] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-09-26T11:07:02.829374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:02.829449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:02.829520] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:02.829622] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:02.848896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:02.849579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:02.849738] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:02.849810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:02.887183] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:02.887342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:02.887386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:02.887492] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:02.891158] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: UP (p=91.55%) [2025-09-26T11:07:02.891456] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-09-26T11:07:02.891602] [INFO ] [sig ] AGRO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:03.042905] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AGRO.txt [2025-09-26T11:07:03.043329] [INFO ] [sig ] [38/2043] Completed AGRO in 0.3s | 3.64 sym/s | Total: 10.4s | ETA: 9.2m [2025-09-26T11:07:03.043416] [INFO ] [sig ] [39/2043] Forecasting AGX... [2025-09-26T11:07:03.043488] [INFO ] [sig ] Generating forecast for: AGX [2025-09-26T11:07:03.043560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-09-26T11:07:03.053237] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AGX'. [2025-09-26T11:07:03.053580] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-09-26T11:07:03.081998] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:03.082938] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-09-26T11:07:03.083020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:03.083095] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:03.083167] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:03.083267] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:03.103034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:03.103929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:03.104052] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:03.104129] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:03.146443] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:03.147218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:03.147327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:03.147392] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:03.153275] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=91.88%) [2025-09-26T11:07:03.153746] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-09-26T11:07:03.153947] [INFO ] [sig ] AGX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:03.309746] [INFO ] [LOCAL ] Saved forecast: AGX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AGX.txt [2025-09-26T11:07:03.310103] [INFO ] [sig ] [39/2043] Completed AGX in 0.3s | 3.64 sym/s | Total: 10.7s | ETA: 9.2m [2025-09-26T11:07:03.310189] [INFO ] [sig ] [40/2043] Forecasting AHH... [2025-09-26T11:07:03.310263] [INFO ] [sig ] Generating forecast for: AHH [2025-09-26T11:07:03.310348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-09-26T11:07:03.323515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AHH'. [2025-09-26T11:07:03.323993] [INFO ] [FORECASTER] Starting predict_future for AHH [2025-09-26T11:07:03.352322] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:03.353237] [DEBUG] [LOCAL ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt [2025-09-26T11:07:03.353317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:03.353390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:03.353466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:03.353571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:03.371927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:03.372826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:03.372936] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:03.373012] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:03.412038] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:03.412225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:03.412276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:03.412312] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:03.416317] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=97.69%) [2025-09-26T11:07:03.416625] [INFO ] [FORECASTER] Completed predict_future for AHH [2025-09-26T11:07:03.416844] [INFO ] [sig ] AHH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:03.574789] [INFO ] [LOCAL ] Saved forecast: AHH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AHH.txt [2025-09-26T11:07:03.575071] [INFO ] [sig ] [40/2043] Completed AHH in 0.3s | 3.65 sym/s | Total: 11.0s | ETA: 9.2m [2025-09-26T11:07:03.575151] [INFO ] [sig ] [41/2043] Forecasting AHR... [2025-09-26T11:07:03.575230] [INFO ] [sig ] Generating forecast for: AHR [2025-09-26T11:07:03.575303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'. [2025-09-26T11:07:03.585364] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AHR'. [2025-09-26T11:07:03.585768] [INFO ] [FORECASTER] Starting predict_future for AHR [2025-09-26T11:07:03.612330] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:03.613212] [DEBUG] [LOCAL ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt [2025-09-26T11:07:03.613295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:03.613369] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:03.613441] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:03.613543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:03.633078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:03.633914] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:03.634028] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:03.634101] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:03.673442] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:03.673604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:03.673688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:03.673746] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:03.677351] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: DOWN (p=3.41%) [2025-09-26T11:07:03.677687] [INFO ] [FORECASTER] Completed predict_future for AHR [2025-09-26T11:07:03.677863] [INFO ] [sig ] AHR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:03.838603] [INFO ] [LOCAL ] Saved forecast: AHR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AHR.txt [2025-09-26T11:07:03.838933] [INFO ] [sig ] [41/2043] Completed AHR in 0.3s | 3.65 sym/s | Total: 11.2s | ETA: 9.1m [2025-09-26T11:07:03.839015] [INFO ] [sig ] [42/2043] Forecasting AHT... [2025-09-26T11:07:03.839088] [INFO ] [sig ] Generating forecast for: AHT [2025-09-26T11:07:03.839163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'. [2025-09-26T11:07:03.848848] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AHT'. [2025-09-26T11:07:03.849220] [INFO ] [FORECASTER] Starting predict_future for AHT [2025-09-26T11:07:03.875718] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:03.876602] [DEBUG] [LOCAL ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt [2025-09-26T11:07:03.876707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:03.876783] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:03.876885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:03.876987] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:03.895300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:03.896244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:03.896387] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:03.896461] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:03.934681] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:03.934885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:03.934934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:03.934971] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:03.938915] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: UP (p=75.15%) [2025-09-26T11:07:03.939243] [INFO ] [FORECASTER] Completed predict_future for AHT [2025-09-26T11:07:03.939394] [INFO ] [sig ] AHT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:04.108774] [INFO ] [LOCAL ] Saved forecast: AHT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AHT.txt [2025-09-26T11:07:04.109535] [INFO ] [sig ] [42/2043] Completed AHT in 0.3s | 3.65 sym/s | Total: 11.5s | ETA: 9.1m [2025-09-26T11:07:04.109636] [INFO ] [sig ] [43/2043] Forecasting AI... [2025-09-26T11:07:04.109732] [INFO ] [sig ] Generating forecast for: AI [2025-09-26T11:07:04.109804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-09-26T11:07:04.126525] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AI'. [2025-09-26T11:07:04.127241] [INFO ] [FORECASTER] Starting predict_future for AI [2025-09-26T11:07:04.155270] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:04.156133] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-09-26T11:07:04.156214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:04.156287] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:04.156357] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:04.156457] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:04.175581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:04.176417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:04.176528] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:04.176600] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:04.216231] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:04.216356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:04.216399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:04.216435] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:04.220024] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=93.04%) [2025-09-26T11:07:04.220325] [INFO ] [FORECASTER] Completed predict_future for AI [2025-09-26T11:07:04.220468] [INFO ] [sig ] AI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:04.374146] [INFO ] [LOCAL ] Saved forecast: AI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AI.txt [2025-09-26T11:07:04.374453] [INFO ] [sig ] [43/2043] Completed AI in 0.3s | 3.65 sym/s | Total: 11.8s | ETA: 9.1m [2025-09-26T11:07:04.374542] [INFO ] [sig ] [44/2043] Forecasting AIG... [2025-09-26T11:07:04.374614] [INFO ] [sig ] Generating forecast for: AIG [2025-09-26T11:07:04.374709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-09-26T11:07:04.385594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIG'. [2025-09-26T11:07:04.386058] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-09-26T11:07:04.417299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:04.418285] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-09-26T11:07:04.418379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:04.418672] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:04.418742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:04.418844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:04.438936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:04.439583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:04.439718] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:04.439789] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:04.478863] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:04.479029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:04.479077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:04.479112] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:04.482884] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=17.82%) [2025-09-26T11:07:04.483183] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-09-26T11:07:04.483331] [INFO ] [sig ] AIG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:04.641007] [INFO ] [LOCAL ] Saved forecast: AIG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AIG.txt [2025-09-26T11:07:04.641313] [INFO ] [sig ] [44/2043] Completed AIG in 0.3s | 3.66 sym/s | Total: 12.0s | ETA: 9.1m [2025-09-26T11:07:04.641399] [INFO ] [sig ] [45/2043] Forecasting AIN... [2025-09-26T11:07:04.641471] [INFO ] [sig ] Generating forecast for: AIN [2025-09-26T11:07:04.641546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-09-26T11:07:04.651534] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIN'. [2025-09-26T11:07:04.651927] [INFO ] [FORECASTER] Starting predict_future for AIN [2025-09-26T11:07:04.679777] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:04.680589] [DEBUG] [LOCAL ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt [2025-09-26T11:07:04.680694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:04.680771] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:04.680847] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:04.680948] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:04.700553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:04.701196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:04.701322] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:04.701414] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:04.741264] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:04.741450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:04.741505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:04.741542] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:04.745190] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=33.16%) [2025-09-26T11:07:04.745483] [INFO ] [FORECASTER] Completed predict_future for AIN [2025-09-26T11:07:04.745676] [INFO ] [sig ] AIN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:04.916021] [INFO ] [LOCAL ] Saved forecast: AIN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AIN.txt [2025-09-26T11:07:04.916330] [INFO ] [sig ] [45/2043] Completed AIN in 0.3s | 3.66 sym/s | Total: 12.3s | ETA: 9.1m [2025-09-26T11:07:04.916414] [INFO ] [sig ] [46/2043] Forecasting AIO... [2025-09-26T11:07:04.916488] [INFO ] [sig ] Generating forecast for: AIO [2025-09-26T11:07:04.916563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-09-26T11:07:04.927320] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIO'. [2025-09-26T11:07:04.927775] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-09-26T11:07:04.956065] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:04.957015] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-09-26T11:07:04.957096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:04.957285] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:04.957355] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:04.957455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:04.977372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:04.978160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:04.978269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:04.978339] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:05.018053] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:05.018253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:05.018301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:05.018337] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:05.022106] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=54.08%) [2025-09-26T11:07:05.022419] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-09-26T11:07:05.022571] [INFO ] [sig ] AIO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:05.179301] [INFO ] [LOCAL ] Saved forecast: AIO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AIO.txt [2025-09-26T11:07:05.179596] [INFO ] [sig ] [46/2043] Completed AIO in 0.3s | 3.66 sym/s | Total: 12.6s | ETA: 9.1m [2025-09-26T11:07:05.179700] [INFO ] [sig ] [47/2043] Forecasting AIT... [2025-09-26T11:07:05.179775] [INFO ] [sig ] Generating forecast for: AIT [2025-09-26T11:07:05.179827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'. [2025-09-26T11:07:05.190487] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIT'. [2025-09-26T11:07:05.190961] [INFO ] [FORECASTER] Starting predict_future for AIT [2025-09-26T11:07:05.219219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:05.220177] [DEBUG] [LOCAL ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt [2025-09-26T11:07:05.220277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:05.220381] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:05.220476] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:05.220591] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:05.242151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:05.243076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:05.243194] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:05.243265] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:05.282986] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:05.283191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:05.283241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:05.283275] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:05.289904] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=93.21%) [2025-09-26T11:07:05.290267] [INFO ] [FORECASTER] Completed predict_future for AIT [2025-09-26T11:07:05.290435] [INFO ] [sig ] AIT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:05.440680] [INFO ] [LOCAL ] Saved forecast: AIT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AIT.txt [2025-09-26T11:07:05.440988] [INFO ] [sig ] [47/2043] Completed AIT in 0.3s | 3.66 sym/s | Total: 12.8s | ETA: 9.1m [2025-09-26T11:07:05.441073] [INFO ] [sig ] [48/2043] Forecasting AIV... [2025-09-26T11:07:05.441143] [INFO ] [sig ] Generating forecast for: AIV [2025-09-26T11:07:05.441215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-09-26T11:07:05.453353] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIV'. [2025-09-26T11:07:05.453807] [INFO ] [FORECASTER] Starting predict_future for AIV [2025-09-26T11:07:05.483122] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:05.484099] [DEBUG] [LOCAL ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt [2025-09-26T11:07:05.484182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:05.484258] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:05.484329] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:05.484429] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:05.505232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:05.506152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:05.506269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:05.506342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:05.546123] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:05.546297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:05.546343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:05.546377] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:05.550074] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: DOWN (p=26.92%) [2025-09-26T11:07:05.550389] [INFO ] [FORECASTER] Completed predict_future for AIV [2025-09-26T11:07:05.550545] [INFO ] [sig ] AIV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:05.706010] [INFO ] [LOCAL ] Saved forecast: AIV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AIV.txt [2025-09-26T11:07:05.706313] [INFO ] [sig ] [48/2043] Completed AIV in 0.3s | 3.66 sym/s | Total: 13.1s | ETA: 9.1m [2025-09-26T11:07:05.706394] [INFO ] [sig ] [49/2043] Forecasting AIZ... [2025-09-26T11:07:05.706465] [INFO ] [sig ] Generating forecast for: AIZ [2025-09-26T11:07:05.706539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'. [2025-09-26T11:07:05.717274] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIZ'. [2025-09-26T11:07:05.717725] [INFO ] [FORECASTER] Starting predict_future for AIZ [2025-09-26T11:07:05.744849] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:05.745747] [DEBUG] [LOCAL ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt [2025-09-26T11:07:05.745882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:05.745959] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:05.746031] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:05.746135] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:05.764589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:05.765560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:05.765729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:05.765803] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:05.804309] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:05.804514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:05.804563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:05.804599] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:05.808269] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: DOWN (p=12.82%) [2025-09-26T11:07:05.808577] [INFO ] [FORECASTER] Completed predict_future for AIZ [2025-09-26T11:07:05.808759] [INFO ] [sig ] AIZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:05.956197] [INFO ] [LOCAL ] Saved forecast: AIZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AIZ.txt [2025-09-26T11:07:05.956493] [INFO ] [sig ] [49/2043] Completed AIZ in 0.3s | 3.67 sym/s | Total: 13.3s | ETA: 9.1m [2025-09-26T11:07:05.956573] [INFO ] [sig ] [50/2043] Forecasting AIZN... [2025-09-26T11:07:05.956665] [INFO ] [sig ] Generating forecast for: AIZN [2025-09-26T11:07:05.956740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-09-26T11:07:05.970279] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AIZN'. [2025-09-26T11:07:05.970769] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-09-26T11:07:06.001839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:06.003401] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-09-26T11:07:06.003527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:06.003602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:06.003704] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:06.003810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:06.026966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:06.027717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:06.027835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:06.027913] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:06.066419] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:06.066601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:06.066677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:06.066746] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:06.071177] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: UP (p=71.20%) [2025-09-26T11:07:06.071523] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-09-26T11:07:06.071717] [INFO ] [sig ] AIZN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:06.238404] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AIZN.txt [2025-09-26T11:07:06.238725] [INFO ] [sig ] [50/2043] Completed AIZN in 0.3s | 3.67 sym/s | Total: 13.6s | ETA: 9.1m [2025-09-26T11:07:06.238807] [INFO ] [sig ] [51/2043] Forecasting AJG... [2025-09-26T11:07:06.238883] [INFO ] [sig ] Generating forecast for: AJG [2025-09-26T11:07:06.238956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-09-26T11:07:06.250214] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AJG'. [2025-09-26T11:07:06.250683] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-09-26T11:07:06.278202] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:06.279305] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-09-26T11:07:06.279433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:06.279525] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:06.279608] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:06.279758] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:06.301904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:06.302962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:06.303138] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:06.303219] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:06.343545] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:06.343763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:06.343829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:06.343868] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:06.347731] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=11.93%) [2025-09-26T11:07:06.348044] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-09-26T11:07:06.348203] [INFO ] [sig ] AJG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:06.506116] [INFO ] [LOCAL ] Saved forecast: AJG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AJG.txt [2025-09-26T11:07:06.506564] [INFO ] [sig ] [51/2043] Completed AJG in 0.3s | 3.67 sym/s | Total: 13.9s | ETA: 9.0m [2025-09-26T11:07:06.506676] [INFO ] [sig ] [52/2043] Forecasting AKR... [2025-09-26T11:07:06.506752] [INFO ] [sig ] Generating forecast for: AKR [2025-09-26T11:07:06.506850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'. [2025-09-26T11:07:06.519291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AKR'. [2025-09-26T11:07:06.520051] [INFO ] [FORECASTER] Starting predict_future for AKR [2025-09-26T11:07:06.550222] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:06.551198] [DEBUG] [LOCAL ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt [2025-09-26T11:07:06.551282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:06.551359] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:06.551430] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:06.551534] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:06.571667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:06.572717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:06.572851] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:06.572924] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:06.619930] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:06.620144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:06.620198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:06.620232] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:06.624370] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: DOWN (p=33.32%) [2025-09-26T11:07:06.624812] [INFO ] [FORECASTER] Completed predict_future for AKR [2025-09-26T11:07:06.625003] [INFO ] [sig ] AKR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:06.778709] [INFO ] [LOCAL ] Saved forecast: AKR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AKR.txt [2025-09-26T11:07:06.778981] [INFO ] [sig ] [52/2043] Completed AKR in 0.3s | 3.67 sym/s | Total: 14.2s | ETA: 9.0m [2025-09-26T11:07:06.779070] [INFO ] [sig ] [53/2043] Forecasting AL... [2025-09-26T11:07:06.779141] [INFO ] [sig ] Generating forecast for: AL [2025-09-26T11:07:06.779228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-09-26T11:07:06.789681] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AL'. [2025-09-26T11:07:06.790010] [INFO ] [FORECASTER] Starting predict_future for AL [2025-09-26T11:07:06.816234] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:06.817218] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-09-26T11:07:06.817301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:06.817378] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:06.817449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:06.817551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:06.835895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:06.836498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:06.836607] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:06.836703] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:06.883452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:06.883579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:06.883622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:06.883694] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:06.887177] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=4.13%) [2025-09-26T11:07:06.887462] [INFO ] [FORECASTER] Completed predict_future for AL [2025-09-26T11:07:06.887621] [INFO ] [sig ] AL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:07.035509] [INFO ] [LOCAL ] Saved forecast: AL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AL.txt [2025-09-26T11:07:07.035815] [INFO ] [sig ] [53/2043] Completed AL in 0.3s | 3.67 sym/s | Total: 14.4s | ETA: 9.0m [2025-09-26T11:07:07.035895] [INFO ] [sig ] [54/2043] Forecasting ALB... [2025-09-26T11:07:07.035966] [INFO ] [sig ] Generating forecast for: ALB [2025-09-26T11:07:07.036042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-09-26T11:07:07.049220] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALB'. [2025-09-26T11:07:07.050027] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-09-26T11:07:07.083878] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:07.084954] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-09-26T11:07:07.085065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:07.085159] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:07.085259] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:07.085383] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:07.104351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:07.105086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:07.105273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:07.105354] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:07.145253] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:07.145505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:07.145556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:07.145593] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:07.149600] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=8.44%) [2025-09-26T11:07:07.149952] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-09-26T11:07:07.150125] [INFO ] [sig ] ALB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:07.310101] [INFO ] [LOCAL ] Saved forecast: ALB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ALB.txt [2025-09-26T11:07:07.310487] [INFO ] [sig ] [54/2043] Completed ALB in 0.3s | 3.67 sym/s | Total: 14.7s | ETA: 9.0m [2025-09-26T11:07:07.310576] [INFO ] [sig ] [55/2043] Forecasting ALE... [2025-09-26T11:07:07.310676] [INFO ] [sig ] Generating forecast for: ALE [2025-09-26T11:07:07.310744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-09-26T11:07:07.323263] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALE'. [2025-09-26T11:07:07.323845] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-09-26T11:07:07.351984] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:07.352949] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-09-26T11:07:07.353033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:07.353113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:07.353186] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:07.353304] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:07.372190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:07.372899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:07.373019] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:07.373097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:07.417468] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:07.417711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:07.417785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:07.417821] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:07.421957] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=6.30%) [2025-09-26T11:07:07.422288] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-09-26T11:07:07.422458] [INFO ] [sig ] ALE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:07.574388] [INFO ] [LOCAL ] Saved forecast: ALE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ALE.txt [2025-09-26T11:07:07.574787] [INFO ] [sig ] [55/2043] Completed ALE in 0.3s | 3.67 sym/s | Total: 15.0s | ETA: 9.0m [2025-09-26T11:07:07.574873] [INFO ] [sig ] [56/2043] Forecasting ALEX... [2025-09-26T11:07:07.574945] [INFO ] [sig ] Generating forecast for: ALEX [2025-09-26T11:07:07.575016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-09-26T11:07:07.585755] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALEX'. [2025-09-26T11:07:07.586128] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-09-26T11:07:07.613462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:07.614461] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-09-26T11:07:07.614581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:07.614688] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:07.614772] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:07.614892] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:07.633934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:07.634613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:07.634752] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:07.634821] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:07.680633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:07.680858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:07.680909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:07.680945] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:07.685236] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-09-26T11:07:07.685540] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-09-26T11:07:07.685720] [INFO ] [sig ] ALEX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:07.854476] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ALEX.txt [2025-09-26T11:07:07.854890] [INFO ] [sig ] [56/2043] Completed ALEX in 0.3s | 3.67 sym/s | Total: 15.2s | ETA: 9.0m [2025-09-26T11:07:07.854988] [INFO ] [sig ] [57/2043] Forecasting ALIT... [2025-09-26T11:07:07.855061] [INFO ] [sig ] Generating forecast for: ALIT [2025-09-26T11:07:07.855152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-09-26T11:07:07.865998] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALIT'. [2025-09-26T11:07:07.866480] [INFO ] [FORECASTER] Starting predict_future for ALIT [2025-09-26T11:07:07.893798] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:07.894694] [DEBUG] [LOCAL ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt [2025-09-26T11:07:07.894775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:07.894859] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:07.894939] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:07.895052] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:07.914121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:07.914850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:07.914963] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:07.915032] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:07.953258] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:07.953448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:07.953495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:07.953529] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:07.957782] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: UP (p=54.85%) [2025-09-26T11:07:07.958134] [INFO ] [FORECASTER] Completed predict_future for ALIT [2025-09-26T11:07:07.958327] [INFO ] [sig ] ALIT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:08.112466] [INFO ] [LOCAL ] Saved forecast: ALIT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALIT.txt [2025-09-26T11:07:08.112836] [INFO ] [sig ] [57/2043] Completed ALIT in 0.3s | 3.68 sym/s | Total: 15.5s | ETA: 9.0m [2025-09-26T11:07:08.112919] [INFO ] [sig ] [58/2043] Forecasting ALK... [2025-09-26T11:07:08.112991] [INFO ] [sig ] Generating forecast for: ALK [2025-09-26T11:07:08.113072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-09-26T11:07:08.123520] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALK'. [2025-09-26T11:07:08.124117] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-09-26T11:07:08.151632] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:08.152488] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-09-26T11:07:08.152576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:08.152677] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:08.152754] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:08.152857] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:08.171470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:08.172362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:08.172483] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:08.172563] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:08.210692] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:08.210901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:08.210950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:08.210983] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:08.214696] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=94.45%) [2025-09-26T11:07:08.215019] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-09-26T11:07:08.215173] [INFO ] [sig ] ALK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:08.375982] [INFO ] [LOCAL ] Saved forecast: ALK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALK.txt [2025-09-26T11:07:08.376296] [INFO ] [sig ] [58/2043] Completed ALK in 0.3s | 3.68 sym/s | Total: 15.8s | ETA: 9.0m [2025-09-26T11:07:08.376379] [INFO ] [sig ] [59/2043] Forecasting ALL... [2025-09-26T11:07:08.376452] [INFO ] [sig ] Generating forecast for: ALL [2025-09-26T11:07:08.376528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-09-26T11:07:08.387263] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALL'. [2025-09-26T11:07:08.387677] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-09-26T11:07:08.414618] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:08.415468] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-09-26T11:07:08.415548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:08.415621] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:08.415714] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:08.415814] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:08.434490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:08.435284] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:08.435400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:08.435473] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:08.476551] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:08.476797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:08.476901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:08.477017] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:08.480923] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-09-26T11:07:08.481274] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-09-26T11:07:08.481451] [INFO ] [sig ] ALL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:08.638233] [INFO ] [LOCAL ] Saved forecast: ALL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ALL.txt [2025-09-26T11:07:08.638590] [INFO ] [sig ] [59/2043] Completed ALL in 0.3s | 3.68 sym/s | Total: 16.0s | ETA: 9.0m [2025-09-26T11:07:08.638698] [INFO ] [sig ] [60/2043] Forecasting ALLE... [2025-09-26T11:07:08.638775] [INFO ] [sig ] Generating forecast for: ALLE [2025-09-26T11:07:08.638848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-09-26T11:07:08.649714] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALLE'. [2025-09-26T11:07:08.650120] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-09-26T11:07:08.677833] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:08.678831] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-09-26T11:07:08.678913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:08.678989] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:08.679060] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:08.679161] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:08.698547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:08.699546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:08.699688] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:08.699766] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:08.741177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:08.741393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:08.741447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:08.741490] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:08.745497] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=3.96%) [2025-09-26T11:07:08.745901] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-09-26T11:07:08.746079] [INFO ] [sig ] ALLE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:08.908458] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ALLE.txt [2025-09-26T11:07:08.908793] [INFO ] [sig ] [60/2043] Completed ALLE in 0.3s | 3.68 sym/s | Total: 16.3s | ETA: 9.0m [2025-09-26T11:07:08.908878] [INFO ] [sig ] [61/2043] Forecasting ALLY... [2025-09-26T11:07:08.908950] [INFO ] [sig ] Generating forecast for: ALLY [2025-09-26T11:07:08.909025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-09-26T11:07:08.920932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALLY'. [2025-09-26T11:07:08.921437] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-09-26T11:07:08.953270] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:08.954196] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-09-26T11:07:08.954308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:08.954407] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:08.954491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:08.954603] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:08.976411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:08.977533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:08.977678] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:08.977820] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:09.016051] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:09.016240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:09.016288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:09.016325] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:09.020293] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: UP (p=84.01%) [2025-09-26T11:07:09.020788] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-09-26T11:07:09.021017] [INFO ] [sig ] ALLY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:09.193541] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALLY.txt [2025-09-26T11:07:09.193898] [INFO ] [sig ] [61/2043] Completed ALLY in 0.3s | 3.68 sym/s | Total: 16.6s | ETA: 9.0m [2025-09-26T11:07:09.193986] [INFO ] [sig ] [62/2043] Forecasting ALSN... [2025-09-26T11:07:09.194056] [INFO ] [sig ] Generating forecast for: ALSN [2025-09-26T11:07:09.194129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-09-26T11:07:09.203899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALSN'. [2025-09-26T11:07:09.204249] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-09-26T11:07:09.231008] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:09.232052] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-09-26T11:07:09.232138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:09.232211] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:09.232278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:09.232427] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:09.254614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:09.255289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:09.255399] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:09.255470] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:09.296424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:09.296690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:09.296768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:09.296806] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:09.300816] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=97.06%) [2025-09-26T11:07:09.301175] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-09-26T11:07:09.301340] [INFO ] [sig ] ALSN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:09.458078] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALSN.txt [2025-09-26T11:07:09.458384] [INFO ] [sig ] [62/2043] Completed ALSN in 0.3s | 3.68 sym/s | Total: 16.9s | ETA: 9.0m [2025-09-26T11:07:09.458468] [INFO ] [sig ] [63/2043] Forecasting ALTG... [2025-09-26T11:07:09.458539] [INFO ] [sig ] Generating forecast for: ALTG [2025-09-26T11:07:09.458614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-09-26T11:07:09.469359] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALTG'. [2025-09-26T11:07:09.469764] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-09-26T11:07:09.499806] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:09.500740] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-09-26T11:07:09.500836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:09.500908] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:09.500975] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:09.501078] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:09.519423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:09.520089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:09.520197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:09.520266] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:09.551334] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:09.551472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:09.551515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:09.551548] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:09.555049] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=76.83%) [2025-09-26T11:07:09.555336] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-09-26T11:07:09.555481] [INFO ] [sig ] ALTG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:09.711012] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALTG.txt [2025-09-26T11:07:09.711319] [INFO ] [sig ] [63/2043] Completed ALTG in 0.3s | 3.68 sym/s | Total: 17.1s | ETA: 9.0m [2025-09-26T11:07:09.711398] [INFO ] [sig ] [64/2043] Forecasting ALUR... [2025-09-26T11:07:09.711468] [INFO ] [sig ] Generating forecast for: ALUR [2025-09-26T11:07:09.711540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'. [2025-09-26T11:07:09.722040] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALUR'. [2025-09-26T11:07:09.722451] [INFO ] [FORECASTER] Starting predict_future for ALUR [2025-09-26T11:07:09.751824] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:09.752831] [DEBUG] [LOCAL ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt [2025-09-26T11:07:09.752913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:09.752987] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:09.753068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:09.753182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:09.772708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:09.773671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:09.773791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:09.773879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:09.812822] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:09.812963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:09.813007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:09.813042] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:09.816516] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: UP (p=79.57%) [2025-09-26T11:07:09.816898] [INFO ] [FORECASTER] Completed predict_future for ALUR [2025-09-26T11:07:09.817106] [INFO ] [sig ] ALUR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:09.972842] [INFO ] [LOCAL ] Saved forecast: ALUR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALUR.txt [2025-09-26T11:07:09.973151] [INFO ] [sig ] [64/2043] Completed ALUR in 0.3s | 3.69 sym/s | Total: 17.4s | ETA: 8.9m [2025-09-26T11:07:09.973232] [INFO ] [sig ] [65/2043] Forecasting ALV... [2025-09-26T11:07:09.973305] [INFO ] [sig ] Generating forecast for: ALV [2025-09-26T11:07:09.973387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-09-26T11:07:09.984105] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALV'. [2025-09-26T11:07:09.984549] [INFO ] [FORECASTER] Starting predict_future for ALV [2025-09-26T11:07:10.013058] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:10.013971] [DEBUG] [LOCAL ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt [2025-09-26T11:07:10.014052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:10.014127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:10.014194] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:10.014297] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:10.033626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:10.034403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:10.034516] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:10.034587] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:10.076681] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:10.076922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:10.076983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:10.077020] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:10.080955] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: UP (p=66.62%) [2025-09-26T11:07:10.081280] [INFO ] [FORECASTER] Completed predict_future for ALV [2025-09-26T11:07:10.081440] [INFO ] [sig ] ALV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:10.236229] [INFO ] [LOCAL ] Saved forecast: ALV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALV.txt [2025-09-26T11:07:10.236528] [INFO ] [sig ] [65/2043] Completed ALV in 0.3s | 3.69 sym/s | Total: 17.6s | ETA: 8.9m [2025-09-26T11:07:10.236611] [INFO ] [sig ] [66/2043] Forecasting ALX... [2025-09-26T11:07:10.236706] [INFO ] [sig ] Generating forecast for: ALX [2025-09-26T11:07:10.236781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-09-26T11:07:10.248498] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ALX'. [2025-09-26T11:07:10.248921] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-09-26T11:07:10.275514] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:10.276398] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-09-26T11:07:10.276479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:10.276552] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:10.276620] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:10.276740] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:10.295525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:10.296313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:10.296429] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:10.296499] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:10.330141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:10.330356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:10.330408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:10.330447] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:10.334689] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-09-26T11:07:10.335012] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-09-26T11:07:10.335194] [INFO ] [sig ] ALX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:10.496159] [INFO ] [LOCAL ] Saved forecast: ALX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ALX.txt [2025-09-26T11:07:10.496455] [INFO ] [sig ] [66/2043] Completed ALX in 0.3s | 3.69 sym/s | Total: 17.9s | ETA: 8.9m [2025-09-26T11:07:10.496534] [INFO ] [sig ] [67/2043] Forecasting AM... [2025-09-26T11:07:10.496604] [INFO ] [sig ] Generating forecast for: AM [2025-09-26T11:07:10.496858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-09-26T11:07:10.508433] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AM'. [2025-09-26T11:07:10.509014] [INFO ] [FORECASTER] Starting predict_future for AM [2025-09-26T11:07:10.537113] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:10.538174] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-09-26T11:07:10.538263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:10.538341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:10.538414] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:10.538529] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:10.557820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:10.558826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:10.558947] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:10.559074] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:10.604318] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:10.604526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:10.604576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:10.604611] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:10.608735] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-09-26T11:07:10.609090] [INFO ] [FORECASTER] Completed predict_future for AM [2025-09-26T11:07:10.609256] [INFO ] [sig ] AM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:10.766239] [INFO ] [LOCAL ] Saved forecast: AM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AM.txt [2025-09-26T11:07:10.766574] [INFO ] [sig ] [67/2043] Completed AM in 0.3s | 3.69 sym/s | Total: 18.2s | ETA: 8.9m [2025-09-26T11:07:10.766681] [INFO ] [sig ] [68/2043] Forecasting AMBC... [2025-09-26T11:07:10.766758] [INFO ] [sig ] Generating forecast for: AMBC [2025-09-26T11:07:10.766994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'. [2025-09-26T11:07:10.778276] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMBC'. [2025-09-26T11:07:10.778826] [INFO ] [FORECASTER] Starting predict_future for AMBC [2025-09-26T11:07:10.808156] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:10.809183] [DEBUG] [LOCAL ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt [2025-09-26T11:07:10.809280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:10.809368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:10.809452] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:10.809593] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:10.829307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:10.830267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:10.830384] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:10.830456] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:10.871612] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:10.871837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:10.871890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:10.871925] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:10.875802] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: UP (p=87.33%) [2025-09-26T11:07:10.876141] [INFO ] [FORECASTER] Completed predict_future for AMBC [2025-09-26T11:07:10.876304] [INFO ] [sig ] AMBC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:11.029596] [INFO ] [LOCAL ] Saved forecast: AMBC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMBC.txt [2025-09-26T11:07:11.029955] [INFO ] [sig ] [68/2043] Completed AMBC in 0.3s | 3.69 sym/s | Total: 18.4s | ETA: 8.9m [2025-09-26T11:07:11.030038] [INFO ] [sig ] [69/2043] Forecasting AMBP... [2025-09-26T11:07:11.030111] [INFO ] [sig ] Generating forecast for: AMBP [2025-09-26T11:07:11.030184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-09-26T11:07:11.042990] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMBP'. [2025-09-26T11:07:11.043448] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-09-26T11:07:11.070885] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:11.071944] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-09-26T11:07:11.072034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:11.072131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:11.072220] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:11.072367] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:11.092099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:11.093143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:11.093293] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:11.093383] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:11.127320] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:11.127531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:11.127584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:11.127622] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:11.132339] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=59.34%) [2025-09-26T11:07:11.132712] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-09-26T11:07:11.132888] [INFO ] [sig ] AMBP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:11.310602] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMBP.txt [2025-09-26T11:07:11.310984] [INFO ] [sig ] [69/2043] Completed AMBP in 0.3s | 3.69 sym/s | Total: 18.7s | ETA: 8.9m [2025-09-26T11:07:11.311087] [INFO ] [sig ] [70/2043] Forecasting AMCR... [2025-09-26T11:07:11.311176] [INFO ] [sig ] Generating forecast for: AMCR [2025-09-26T11:07:11.311268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'. [2025-09-26T11:07:11.324195] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMCR'. [2025-09-26T11:07:11.324920] [INFO ] [FORECASTER] Starting predict_future for AMCR [2025-09-26T11:07:11.354173] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:11.355210] [DEBUG] [LOCAL ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt [2025-09-26T11:07:11.355317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:11.355503] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:11.355576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:11.355698] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:11.375054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:11.376178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:11.376325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:11.376400] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:11.409921] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:11.410171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:11.410235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:11.410272] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:11.414459] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=2.14%) [2025-09-26T11:07:11.414867] [INFO ] [FORECASTER] Completed predict_future for AMCR [2025-09-26T11:07:11.415032] [INFO ] [sig ] AMCR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:11.636457] [INFO ] [LOCAL ] Saved forecast: AMCR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AMCR.txt [2025-09-26T11:07:11.636969] [INFO ] [sig ] [70/2043] Completed AMCR in 0.3s | 3.68 sym/s | Total: 19.0s | ETA: 8.9m [2025-09-26T11:07:11.637074] [INFO ] [sig ] [71/2043] Forecasting AME... [2025-09-26T11:07:11.637169] [INFO ] [sig ] Generating forecast for: AME [2025-09-26T11:07:11.637299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-09-26T11:07:11.654670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AME'. [2025-09-26T11:07:11.655242] [INFO ] [FORECASTER] Starting predict_future for AME [2025-09-26T11:07:11.689428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:11.691009] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-09-26T11:07:11.691130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:11.691222] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:11.691311] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:11.691447] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:11.722093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:11.723559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:11.723784] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:11.723902] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:11.838046] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:11.838265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:11.838317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:11.838354] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:11.843730] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: UP (p=52.86%) [2025-09-26T11:07:11.844253] [INFO ] [FORECASTER] Completed predict_future for AME [2025-09-26T11:07:11.844446] [INFO ] [sig ] AME: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:12.063753] [INFO ] [LOCAL ] Saved forecast: AME 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AME.txt [2025-09-26T11:07:12.064118] [INFO ] [sig ] [71/2043] Completed AME in 0.4s | 3.65 sym/s | Total: 19.5s | ETA: 9.0m [2025-09-26T11:07:12.064206] [INFO ] [sig ] [72/2043] Forecasting AMG... [2025-09-26T11:07:12.064278] [INFO ] [sig ] Generating forecast for: AMG [2025-09-26T11:07:12.064329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-09-26T11:07:12.079333] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMG'. [2025-09-26T11:07:12.081169] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-09-26T11:07:12.117761] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:12.118972] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-09-26T11:07:12.119085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:12.119185] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:12.119279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:12.119452] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:12.140819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:12.142021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:12.142172] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:12.142270] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:12.185880] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:12.186113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:12.186167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:12.186204] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:12.190917] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-09-26T11:07:12.191347] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-09-26T11:07:12.191524] [INFO ] [sig ] AMG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:12.401295] [INFO ] [LOCAL ] Saved forecast: AMG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMG.txt [2025-09-26T11:07:12.401719] [INFO ] [sig ] [72/2043] Completed AMG in 0.3s | 3.64 sym/s | Total: 19.8s | ETA: 9.0m [2025-09-26T11:07:12.401824] [INFO ] [sig ] [73/2043] Forecasting AMH... [2025-09-26T11:07:12.401919] [INFO ] [sig ] Generating forecast for: AMH [2025-09-26T11:07:12.402015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-09-26T11:07:12.415870] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMH'. [2025-09-26T11:07:12.416386] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-09-26T11:07:12.451464] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:12.452973] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-09-26T11:07:12.453140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:12.453216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:12.453286] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:12.453398] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:12.474498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:12.475552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:12.475708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:12.475791] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:12.514214] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:12.514463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:12.514543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:12.514616] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:12.518851] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=2.15%) [2025-09-26T11:07:12.519244] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-09-26T11:07:12.519436] [INFO ] [sig ] AMH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:12.693949] [INFO ] [LOCAL ] Saved forecast: AMH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AMH.txt [2025-09-26T11:07:12.694443] [INFO ] [sig ] [73/2043] Completed AMH in 0.3s | 3.63 sym/s | Total: 20.1s | ETA: 9.0m [2025-09-26T11:07:12.694522] [INFO ] [sig ] [74/2043] Forecasting AMN... [2025-09-26T11:07:12.694590] [INFO ] [sig ] Generating forecast for: AMN [2025-09-26T11:07:12.694686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-09-26T11:07:12.707344] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMN'. [2025-09-26T11:07:12.707826] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-09-26T11:07:12.734636] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:12.735778] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-09-26T11:07:12.735861] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:12.735935] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:12.736006] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:12.736106] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:12.754865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:12.755854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:12.755972] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:12.756044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:12.789024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:12.789206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:12.789253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:12.789288] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:12.793528] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=76.55%) [2025-09-26T11:07:12.793890] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-09-26T11:07:12.794060] [INFO ] [sig ] AMN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:12.954560] [INFO ] [LOCAL ] Saved forecast: AMN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMN.txt [2025-09-26T11:07:12.954887] [INFO ] [sig ] [74/2043] Completed AMN in 0.3s | 3.64 sym/s | Total: 20.3s | ETA: 9.0m [2025-09-26T11:07:12.954968] [INFO ] [sig ] [75/2043] Forecasting AMP... [2025-09-26T11:07:12.955041] [INFO ] [sig ] Generating forecast for: AMP [2025-09-26T11:07:12.955115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-09-26T11:07:12.965784] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMP'. [2025-09-26T11:07:12.966171] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-09-26T11:07:12.993714] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:12.994553] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-09-26T11:07:12.994633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:12.994731] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:12.994801] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:12.994902] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:13.014093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:13.014931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:13.015046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:13.015130] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:13.051899] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:13.052099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:13.052149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:13.052185] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:13.055983] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=81.46%) [2025-09-26T11:07:13.056291] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-09-26T11:07:13.056438] [INFO ] [sig ] AMP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:13.210482] [INFO ] [LOCAL ] Saved forecast: AMP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMP.txt [2025-09-26T11:07:13.210791] [INFO ] [sig ] [75/2043] Completed AMP in 0.3s | 3.64 sym/s | Total: 20.6s | ETA: 9.0m [2025-09-26T11:07:13.210879] [INFO ] [sig ] [76/2043] Forecasting AMPY... [2025-09-26T11:07:13.210957] [INFO ] [sig ] Generating forecast for: AMPY [2025-09-26T11:07:13.211039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'. [2025-09-26T11:07:13.221485] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMPY'. [2025-09-26T11:07:13.221973] [INFO ] [FORECASTER] Starting predict_future for AMPY [2025-09-26T11:07:13.253148] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:13.254234] [DEBUG] [LOCAL ] No optimal features file found for AMPY: ./output/feature-sets/AMPY.txt [2025-09-26T11:07:13.254345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:13.254420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:13.254497] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:13.254610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:13.273559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:13.274485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:13.274600] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:13.274701] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:13.312920] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:13.313080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:13.313125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:13.313159] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:13.316744] [DEBUG] [FORECASTER] AMPY: Forecast T+1@11:T+2@11: DOWN (p=16.93%) [2025-09-26T11:07:13.317099] [INFO ] [FORECASTER] Completed predict_future for AMPY [2025-09-26T11:07:13.317257] [INFO ] [sig ] AMPY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:13.465592] [INFO ] [LOCAL ] Saved forecast: AMPY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AMPY.txt [2025-09-26T11:07:13.465905] [INFO ] [sig ] [76/2043] Completed AMPY in 0.3s | 3.64 sym/s | Total: 20.9s | ETA: 9.0m [2025-09-26T11:07:13.465987] [INFO ] [sig ] [77/2043] Forecasting AMR... [2025-09-26T11:07:13.466060] [INFO ] [sig ] Generating forecast for: AMR [2025-09-26T11:07:13.466136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'. [2025-09-26T11:07:13.478266] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMR'. [2025-09-26T11:07:13.478683] [INFO ] [FORECASTER] Starting predict_future for AMR [2025-09-26T11:07:13.505760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:13.506584] [DEBUG] [LOCAL ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt [2025-09-26T11:07:13.506691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:13.506791] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:13.506884] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:13.506988] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:13.526402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:13.527212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:13.527324] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:13.527396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:13.564605] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:13.564817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:13.564873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:13.564911] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:13.568851] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: UP (p=96.75%) [2025-09-26T11:07:13.569159] [INFO ] [FORECASTER] Completed predict_future for AMR [2025-09-26T11:07:13.569327] [INFO ] [sig ] AMR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:13.723572] [INFO ] [LOCAL ] Saved forecast: AMR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMR.txt [2025-09-26T11:07:13.723915] [INFO ] [sig ] [77/2043] Completed AMR in 0.3s | 3.65 sym/s | Total: 21.1s | ETA: 9.0m [2025-09-26T11:07:13.724000] [INFO ] [sig ] [78/2043] Forecasting AMRC... [2025-09-26T11:07:13.724074] [INFO ] [sig ] Generating forecast for: AMRC [2025-09-26T11:07:13.724148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-09-26T11:07:13.737486] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMRC'. [2025-09-26T11:07:13.738117] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-09-26T11:07:13.773615] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:13.774547] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-09-26T11:07:13.774631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:13.774742] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:13.774816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:13.774920] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:13.793733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:13.794683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:13.794807] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:13.794880] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:13.835076] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:13.835266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:13.835316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:13.835353] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:13.839154] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=67.78%) [2025-09-26T11:07:13.839456] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-09-26T11:07:13.839604] [INFO ] [sig ] AMRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:13.997008] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMRC.txt [2025-09-26T11:07:13.997313] [INFO ] [sig ] [78/2043] Completed AMRC in 0.3s | 3.65 sym/s | Total: 21.4s | ETA: 9.0m [2025-09-26T11:07:13.997397] [INFO ] [sig ] [79/2043] Forecasting AMT... [2025-09-26T11:07:13.997471] [INFO ] [sig ] Generating forecast for: AMT [2025-09-26T11:07:13.997573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'. [2025-09-26T11:07:14.008840] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMT'. [2025-09-26T11:07:14.009254] [INFO ] [FORECASTER] Starting predict_future for AMT [2025-09-26T11:07:14.035472] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:14.036356] [DEBUG] [LOCAL ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt [2025-09-26T11:07:14.036436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:14.036509] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:14.036578] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:14.036703] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:14.054500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:14.055414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:14.055528] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:14.055598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:14.095199] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:14.095404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:14.095454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:14.095490] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:14.099479] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: DOWN (p=9.54%) [2025-09-26T11:07:14.099860] [INFO ] [FORECASTER] Completed predict_future for AMT [2025-09-26T11:07:14.100026] [INFO ] [sig ] AMT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:14.258678] [INFO ] [LOCAL ] Saved forecast: AMT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AMT.txt [2025-09-26T11:07:14.259006] [INFO ] [sig ] [79/2043] Completed AMT in 0.3s | 3.65 sym/s | Total: 21.7s | ETA: 9.0m [2025-09-26T11:07:14.259087] [INFO ] [sig ] [80/2043] Forecasting AMTB... [2025-09-26T11:07:14.259155] [INFO ] [sig ] Generating forecast for: AMTB [2025-09-26T11:07:14.259226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-09-26T11:07:14.269857] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMTB'. [2025-09-26T11:07:14.270292] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-09-26T11:07:14.298377] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:14.299316] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-09-26T11:07:14.299400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:14.299489] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:14.299570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:14.299723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:14.319244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:14.320198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:14.320316] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:14.320400] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:14.361746] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:14.361945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:14.361993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:14.362028] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:14.365895] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: DOWN (p=6.50%) [2025-09-26T11:07:14.366216] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-09-26T11:07:14.366368] [INFO ] [sig ] AMTB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:14.533390] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AMTB.txt [2025-09-26T11:07:14.533722] [INFO ] [sig ] [80/2043] Completed AMTB in 0.3s | 3.65 sym/s | Total: 21.9s | ETA: 9.0m [2025-09-26T11:07:14.533822] [INFO ] [sig ] [81/2043] Forecasting AMTD... [2025-09-26T11:07:14.533897] [INFO ] [sig ] Generating forecast for: AMTD [2025-09-26T11:07:14.533984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'. [2025-09-26T11:07:14.545351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMTD'. [2025-09-26T11:07:14.545824] [INFO ] [FORECASTER] Starting predict_future for AMTD [2025-09-26T11:07:14.579152] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:14.580061] [DEBUG] [LOCAL ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt [2025-09-26T11:07:14.580155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:14.580235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:14.580304] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:14.580410] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:14.602341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:14.603267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:14.603382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:14.603454] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:14.641464] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:14.641689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:14.641762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:14.641802] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:14.645829] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: UP (p=53.28%) [2025-09-26T11:07:14.646176] [INFO ] [FORECASTER] Completed predict_future for AMTD [2025-09-26T11:07:14.646332] [INFO ] [sig ] AMTD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:14.817405] [INFO ] [LOCAL ] Saved forecast: AMTD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMTD.txt [2025-09-26T11:07:14.817726] [INFO ] [sig ] [81/2043] Completed AMTD in 0.3s | 3.65 sym/s | Total: 22.2s | ETA: 9.0m [2025-09-26T11:07:14.817808] [INFO ] [sig ] [82/2043] Forecasting AMTM... [2025-09-26T11:07:14.817878] [INFO ] [sig ] Generating forecast for: AMTM [2025-09-26T11:07:14.817950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'. [2025-09-26T11:07:14.828386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMTM'. [2025-09-26T11:07:14.828769] [INFO ] [FORECASTER] Starting predict_future for AMTM [2025-09-26T11:07:14.856422] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:14.857407] [DEBUG] [LOCAL ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt [2025-09-26T11:07:14.857491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:14.857566] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:14.857637] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:14.857765] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:14.878623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:14.879470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:14.879585] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:14.879681] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:14.916139] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:14.916358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:14.916410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:14.916448] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:14.921886] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: UP (p=78.13%) [2025-09-26T11:07:14.922342] [INFO ] [FORECASTER] Completed predict_future for AMTM [2025-09-26T11:07:14.922512] [INFO ] [sig ] AMTM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:15.087270] [INFO ] [LOCAL ] Saved forecast: AMTM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMTM.txt [2025-09-26T11:07:15.087582] [INFO ] [sig ] [82/2043] Completed AMTM in 0.3s | 3.65 sym/s | Total: 22.5s | ETA: 9.0m [2025-09-26T11:07:15.087704] [INFO ] [sig ] [83/2043] Forecasting AMWL... [2025-09-26T11:07:15.087778] [INFO ] [sig ] Generating forecast for: AMWL [2025-09-26T11:07:15.087865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-09-26T11:07:15.098680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMWL'. [2025-09-26T11:07:15.099161] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-09-26T11:07:15.125901] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:15.126897] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-09-26T11:07:15.127226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:15.127309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:15.127387] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:15.127545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:15.147345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:15.148226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:15.148355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:15.148431] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:15.189539] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:15.189763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:15.189829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:15.189865] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:15.193749] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=35.43%) [2025-09-26T11:07:15.194097] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-09-26T11:07:15.194264] [INFO ] [sig ] AMWL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:15.362597] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AMWL.txt [2025-09-26T11:07:15.362899] [INFO ] [sig ] [83/2043] Completed AMWL in 0.3s | 3.65 sym/s | Total: 22.8s | ETA: 9.0m [2025-09-26T11:07:15.362977] [INFO ] [sig ] [84/2043] Forecasting AMX... [2025-09-26T11:07:15.363047] [INFO ] [sig ] Generating forecast for: AMX [2025-09-26T11:07:15.363118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-09-26T11:07:15.374044] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AMX'. [2025-09-26T11:07:15.374472] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-09-26T11:07:15.403607] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:15.404582] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-09-26T11:07:15.404693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:15.404789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:15.404861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:15.404963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:15.426682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:15.427534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:15.427671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:15.427745] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:15.468747] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:15.468950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:15.469006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:15.469049] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:15.473097] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=64.25%) [2025-09-26T11:07:15.473428] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-09-26T11:07:15.473619] [INFO ] [sig ] AMX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:15.630905] [INFO ] [LOCAL ] Saved forecast: AMX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AMX.txt [2025-09-26T11:07:15.631204] [INFO ] [sig ] [84/2043] Completed AMX in 0.3s | 3.65 sym/s | Total: 23.0s | ETA: 8.9m [2025-09-26T11:07:15.631285] [INFO ] [sig ] [85/2043] Forecasting AN... [2025-09-26T11:07:15.631356] [INFO ] [sig ] Generating forecast for: AN [2025-09-26T11:07:15.631429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-09-26T11:07:15.642579] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AN'. [2025-09-26T11:07:15.643044] [INFO ] [FORECASTER] Starting predict_future for AN [2025-09-26T11:07:15.669739] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:15.670615] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-09-26T11:07:15.670725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:15.670803] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:15.670878] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:15.670982] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:15.690100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:15.690910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:15.691027] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:15.691098] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:15.729925] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:15.730130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:15.730180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:15.730217] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:15.734068] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=6.04%) [2025-09-26T11:07:15.734403] [INFO ] [FORECASTER] Completed predict_future for AN [2025-09-26T11:07:15.734576] [INFO ] [sig ] AN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:15.888170] [INFO ] [LOCAL ] Saved forecast: AN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AN.txt [2025-09-26T11:07:15.888479] [INFO ] [sig ] [85/2043] Completed AN in 0.3s | 3.65 sym/s | Total: 23.3s | ETA: 8.9m [2025-09-26T11:07:15.888559] [INFO ] [sig ] [86/2043] Forecasting ANET... [2025-09-26T11:07:15.888628] [INFO ] [sig ] Generating forecast for: ANET [2025-09-26T11:07:15.888716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-09-26T11:07:15.899421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANET'. [2025-09-26T11:07:15.899846] [INFO ] [FORECASTER] Starting predict_future for ANET [2025-09-26T11:07:15.927380] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:15.928288] [DEBUG] [LOCAL ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt [2025-09-26T11:07:15.928369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:15.928442] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:15.928511] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:15.928610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:15.947789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:15.948673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:15.948790] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:15.948864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:15.988520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:15.988754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:15.988822] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:15.988862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:15.992616] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-09-26T11:07:15.992968] [INFO ] [FORECASTER] Completed predict_future for ANET [2025-09-26T11:07:15.993131] [INFO ] [sig ] ANET: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:16.142981] [INFO ] [LOCAL ] Saved forecast: ANET 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ANET.txt [2025-09-26T11:07:16.143279] [INFO ] [sig ] [86/2043] Completed ANET in 0.3s | 3.65 sym/s | Total: 23.5s | ETA: 8.9m [2025-09-26T11:07:16.143360] [INFO ] [sig ] [87/2043] Forecasting ANF... [2025-09-26T11:07:16.143430] [INFO ] [sig ] Generating forecast for: ANF [2025-09-26T11:07:16.143502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-09-26T11:07:16.154495] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANF'. [2025-09-26T11:07:16.154954] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-09-26T11:07:16.181076] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:16.181968] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-09-26T11:07:16.182047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:16.182120] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:16.182189] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:16.182291] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:16.200141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:16.200951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:16.201066] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:16.201139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:16.240958] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:16.241157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:16.241206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:16.241241] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:16.244976] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=91.85%) [2025-09-26T11:07:16.245298] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-09-26T11:07:16.245448] [INFO ] [sig ] ANF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:16.398124] [INFO ] [LOCAL ] Saved forecast: ANF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ANF.txt [2025-09-26T11:07:16.398451] [INFO ] [sig ] [87/2043] Completed ANF in 0.3s | 3.66 sym/s | Total: 23.8s | ETA: 8.9m [2025-09-26T11:07:16.398535] [INFO ] [sig ] [88/2043] Forecasting ANVS... [2025-09-26T11:07:16.398611] [INFO ] [sig ] Generating forecast for: ANVS [2025-09-26T11:07:16.398709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-09-26T11:07:16.409727] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ANVS'. [2025-09-26T11:07:16.410088] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-09-26T11:07:16.437883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:16.438814] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-09-26T11:07:16.438897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:16.438974] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:16.439045] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:16.439146] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:16.458038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:16.458788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:16.458897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:16.458970] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:16.500310] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:16.500459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:16.500504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:16.500539] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:16.504169] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=67.53%) [2025-09-26T11:07:16.504465] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-09-26T11:07:16.504613] [INFO ] [sig ] ANVS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:16.661172] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ANVS.txt [2025-09-26T11:07:16.661513] [INFO ] [sig ] [88/2043] Completed ANVS in 0.3s | 3.66 sym/s | Total: 24.1s | ETA: 8.9m [2025-09-26T11:07:16.661598] [INFO ] [sig ] [89/2043] Forecasting AOD... [2025-09-26T11:07:16.661697] [INFO ] [sig ] Generating forecast for: AOD [2025-09-26T11:07:16.661774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-09-26T11:07:16.672470] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AOD'. [2025-09-26T11:07:16.672973] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-09-26T11:07:16.701920] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:16.702879] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-09-26T11:07:16.702962] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:16.703038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:16.703109] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:16.703228] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:16.728089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:16.729313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:16.729456] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:16.729529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:16.771204] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:16.771429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:16.771480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:16.771518] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:16.775551] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=4.56%) [2025-09-26T11:07:16.775921] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-09-26T11:07:16.776095] [INFO ] [sig ] AOD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:16.935728] [INFO ] [LOCAL ] Saved forecast: AOD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AOD.txt [2025-09-26T11:07:16.936055] [INFO ] [sig ] [89/2043] Completed AOD in 0.3s | 3.66 sym/s | Total: 24.3s | ETA: 8.9m [2025-09-26T11:07:16.936139] [INFO ] [sig ] [90/2043] Forecasting AOMR... [2025-09-26T11:07:16.936217] [INFO ] [sig ] Generating forecast for: AOMR [2025-09-26T11:07:16.936292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'. [2025-09-26T11:07:16.947008] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AOMR'. [2025-09-26T11:07:16.947368] [INFO ] [FORECASTER] Starting predict_future for AOMR [2025-09-26T11:07:16.974796] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:16.975727] [DEBUG] [LOCAL ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt [2025-09-26T11:07:16.975812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:16.975890] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:16.975962] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:16.976065] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:16.995101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:16.995960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:16.996072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:16.996146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:17.035408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:17.035577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:17.035624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:17.035697] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:17.039501] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: UP (p=82.93%) [2025-09-26T11:07:17.039853] [INFO ] [FORECASTER] Completed predict_future for AOMR [2025-09-26T11:07:17.040050] [INFO ] [sig ] AOMR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:17.196302] [INFO ] [LOCAL ] Saved forecast: AOMR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AOMR.txt [2025-09-26T11:07:17.196616] [INFO ] [sig ] [90/2043] Completed AOMR in 0.3s | 3.66 sym/s | Total: 24.6s | ETA: 8.9m [2025-09-26T11:07:17.196723] [INFO ] [sig ] [91/2043] Forecasting AON... [2025-09-26T11:07:17.196797] [INFO ] [sig ] Generating forecast for: AON [2025-09-26T11:07:17.196894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-09-26T11:07:17.207864] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AON'. [2025-09-26T11:07:17.208328] [INFO ] [FORECASTER] Starting predict_future for AON [2025-09-26T11:07:17.234450] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:17.235353] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-09-26T11:07:17.235443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:17.235532] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:17.235633] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:17.235769] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:17.254534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:17.255475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:17.255602] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:17.255707] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:17.293689] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:17.293893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:17.293941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:17.293975] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:17.297619] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=91.33%) [2025-09-26T11:07:17.297963] [INFO ] [FORECASTER] Completed predict_future for AON [2025-09-26T11:07:17.298120] [INFO ] [sig ] AON: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:17.447783] [INFO ] [LOCAL ] Saved forecast: AON 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AON.txt [2025-09-26T11:07:17.448079] [INFO ] [sig ] [91/2043] Completed AON in 0.3s | 3.66 sym/s | Total: 24.8s | ETA: 8.9m [2025-09-26T11:07:17.448160] [INFO ] [sig ] [92/2043] Forecasting AORT... [2025-09-26T11:07:17.448214] [INFO ] [sig ] Generating forecast for: AORT [2025-09-26T11:07:17.448258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'. [2025-09-26T11:07:17.459578] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AORT'. [2025-09-26T11:07:17.460082] [INFO ] [FORECASTER] Starting predict_future for AORT [2025-09-26T11:07:17.490335] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:17.491270] [DEBUG] [LOCAL ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt [2025-09-26T11:07:17.491349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:17.491422] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:17.491491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:17.491589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:17.510854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:17.511561] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:17.511697] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:17.511770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:17.548802] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:17.549036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:17.549125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:17.549200] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:17.555108] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: UP (p=73.22%) [2025-09-26T11:07:17.555568] [INFO ] [FORECASTER] Completed predict_future for AORT [2025-09-26T11:07:17.555803] [INFO ] [sig ] AORT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:17.712849] [INFO ] [LOCAL ] Saved forecast: AORT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AORT.txt [2025-09-26T11:07:17.713150] [INFO ] [sig ] [92/2043] Completed AORT in 0.3s | 3.66 sym/s | Total: 25.1s | ETA: 8.9m [2025-09-26T11:07:17.713232] [INFO ] [sig ] [93/2043] Forecasting AP... [2025-09-26T11:07:17.713304] [INFO ] [sig ] Generating forecast for: AP [2025-09-26T11:07:17.713376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-09-26T11:07:17.723943] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AP'. [2025-09-26T11:07:17.724318] [INFO ] [FORECASTER] Starting predict_future for AP [2025-09-26T11:07:17.751165] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:17.752134] [DEBUG] [LOCAL ] No optimal features file found for AP: ./output/feature-sets/AP.txt [2025-09-26T11:07:17.752215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:17.752291] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:17.752341] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:17.752437] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:17.770609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:17.771257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:17.771366] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:17.771435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:17.807966] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:17.808120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:17.808164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:17.808197] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:17.811682] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=86.24%) [2025-09-26T11:07:17.811981] [INFO ] [FORECASTER] Completed predict_future for AP [2025-09-26T11:07:17.812127] [INFO ] [sig ] AP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:17.961787] [INFO ] [LOCAL ] Saved forecast: AP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AP.txt [2025-09-26T11:07:17.962064] [INFO ] [sig ] [93/2043] Completed AP in 0.2s | 3.67 sym/s | Total: 25.4s | ETA: 8.9m [2025-09-26T11:07:17.962142] [INFO ] [sig ] [94/2043] Forecasting APAM... [2025-09-26T11:07:17.962213] [INFO ] [sig ] Generating forecast for: APAM [2025-09-26T11:07:17.962284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-09-26T11:07:17.972694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APAM'. [2025-09-26T11:07:17.973083] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-09-26T11:07:17.999144] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:18.000060] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-09-26T11:07:18.000142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:18.000217] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:18.000293] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:18.000420] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:18.019719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:18.020668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:18.020788] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:18.020859] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:18.057066] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:18.057251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:18.057299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:18.057332] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:18.061125] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=76.02%) [2025-09-26T11:07:18.061433] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-09-26T11:07:18.061599] [INFO ] [sig ] APAM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:18.221837] [INFO ] [LOCAL ] Saved forecast: APAM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/APAM.txt [2025-09-26T11:07:18.222330] [INFO ] [sig ] [94/2043] Completed APAM in 0.3s | 3.67 sym/s | Total: 25.6s | ETA: 8.9m [2025-09-26T11:07:18.222414] [INFO ] [sig ] [95/2043] Forecasting APLE... [2025-09-26T11:07:18.222485] [INFO ] [sig ] Generating forecast for: APLE [2025-09-26T11:07:18.222558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-09-26T11:07:18.233329] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APLE'. [2025-09-26T11:07:18.233760] [INFO ] [FORECASTER] Starting predict_future for APLE [2025-09-26T11:07:18.263291] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:18.264331] [DEBUG] [LOCAL ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt [2025-09-26T11:07:18.264414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:18.264488] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:18.264558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:18.264676] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:18.284947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:18.285792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:18.285907] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:18.285978] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:18.325409] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:18.325591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:18.325664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:18.325737] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:18.329535] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=9.95%) [2025-09-26T11:07:18.329866] [INFO ] [FORECASTER] Completed predict_future for APLE [2025-09-26T11:07:18.330047] [INFO ] [sig ] APLE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:18.493527] [INFO ] [LOCAL ] Saved forecast: APLE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/APLE.txt [2025-09-26T11:07:18.493886] [INFO ] [sig ] [95/2043] Completed APLE in 0.3s | 3.67 sym/s | Total: 25.9s | ETA: 8.8m [2025-09-26T11:07:18.493989] [INFO ] [sig ] [96/2043] Forecasting APOS... [2025-09-26T11:07:18.494071] [INFO ] [sig ] Generating forecast for: APOS [2025-09-26T11:07:18.494155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-09-26T11:07:18.504465] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'APOS'. [2025-09-26T11:07:18.504873] [INFO ] [FORECASTER] Starting predict_future for APOS [2025-09-26T11:07:18.533792] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:18.534782] [DEBUG] [LOCAL ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt [2025-09-26T11:07:18.534865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:18.534940] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:18.535063] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:18.535182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:18.555316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:18.556106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:18.556224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:18.556295] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:18.597441] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:18.597641] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:18.597949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:18.597994] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:18.602028] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: DOWN (p=18.07%) [2025-09-26T11:07:18.602546] [INFO ] [FORECASTER] Completed predict_future for APOS [2025-09-26T11:07:18.602747] [INFO ] [sig ] APOS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:18.769390] [INFO ] [LOCAL ] Saved forecast: APOS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/APOS.txt [2025-09-26T11:07:18.769738] [INFO ] [sig ] [96/2043] Completed APOS in 0.3s | 3.67 sym/s | Total: 26.2s | ETA: 8.8m [2025-09-26T11:07:18.769824] [INFO ] [sig ] [97/2043] Forecasting AQN... [2025-09-26T11:07:18.769896] [INFO ] [sig ] Generating forecast for: AQN [2025-09-26T11:07:18.769969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-09-26T11:07:18.780353] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AQN'. [2025-09-26T11:07:18.780884] [INFO ] [FORECASTER] Starting predict_future for AQN [2025-09-26T11:07:18.807746] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:18.808592] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-09-26T11:07:18.808695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:18.808769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:18.808839] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:18.808939] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:18.827494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:18.828294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:18.828408] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:18.828479] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:18.872954] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:18.873148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:18.873199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:18.873246] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:18.877286] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=30.01%) [2025-09-26T11:07:18.877596] [INFO ] [FORECASTER] Completed predict_future for AQN [2025-09-26T11:07:18.877778] [INFO ] [sig ] AQN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:19.031474] [INFO ] [LOCAL ] Saved forecast: AQN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AQN.txt [2025-09-26T11:07:19.031807] [INFO ] [sig ] [97/2043] Completed AQN in 0.3s | 3.67 sym/s | Total: 26.4s | ETA: 8.8m [2025-09-26T11:07:19.031890] [INFO ] [sig ] [98/2043] Forecasting AR... [2025-09-26T11:07:19.031961] [INFO ] [sig ] Generating forecast for: AR [2025-09-26T11:07:19.032034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'. [2025-09-26T11:07:19.042520] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AR'. [2025-09-26T11:07:19.042928] [INFO ] [FORECASTER] Starting predict_future for AR [2025-09-26T11:07:19.071375] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:19.072342] [DEBUG] [LOCAL ] No optimal features file found for AR: ./output/feature-sets/AR.txt [2025-09-26T11:07:19.072427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:19.072502] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:19.072587] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:19.072714] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:19.092698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:19.093483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:19.093598] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:19.093694] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:19.136226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:19.136471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:19.136549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:19.136603] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:19.142666] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: DOWN (p=29.74%) [2025-09-26T11:07:19.143205] [INFO ] [FORECASTER] Completed predict_future for AR [2025-09-26T11:07:19.143427] [INFO ] [sig ] AR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:19.317461] [INFO ] [LOCAL ] Saved forecast: AR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AR.txt [2025-09-26T11:07:19.317779] [INFO ] [sig ] [98/2043] Completed AR in 0.3s | 3.67 sym/s | Total: 26.7s | ETA: 8.8m [2025-09-26T11:07:19.317880] [INFO ] [sig ] [99/2043] Forecasting ARCO... [2025-09-26T11:07:19.317959] [INFO ] [sig ] Generating forecast for: ARCO [2025-09-26T11:07:19.318038] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-09-26T11:07:19.328209] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARCO'. [2025-09-26T11:07:19.328606] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-09-26T11:07:19.356712] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:19.357715] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-09-26T11:07:19.357797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:19.357869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:19.357944] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:19.358069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:19.377791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:19.378574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:19.378712] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:19.378784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:19.416073] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:19.416279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:19.416327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:19.416361] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:19.420252] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=27.92%) [2025-09-26T11:07:19.420595] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-09-26T11:07:19.420787] [INFO ] [sig ] ARCO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:19.576315] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ARCO.txt [2025-09-26T11:07:19.576674] [INFO ] [sig ] [99/2043] Completed ARCO in 0.3s | 3.67 sym/s | Total: 27.0s | ETA: 8.8m [2025-09-26T11:07:19.576759] [INFO ] [sig ] [100/2043] Forecasting ARDC... [2025-09-26T11:07:19.576851] [INFO ] [sig ] Generating forecast for: ARDC [2025-09-26T11:07:19.576923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-09-26T11:07:19.587499] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARDC'. [2025-09-26T11:07:19.587990] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-09-26T11:07:19.615635] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:19.616580] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-09-26T11:07:19.616693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:19.616769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:19.616867] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:19.616969] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:19.635662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:19.636675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:19.636798] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:19.636905] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:19.675756] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:19.675956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:19.676016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:19.676052] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:19.680003] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=95.46%) [2025-09-26T11:07:19.680330] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-09-26T11:07:19.680484] [INFO ] [sig ] ARDC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:19.834754] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ARDC.txt [2025-09-26T11:07:19.835056] [INFO ] [sig ] [100/2043] Completed ARDC in 0.3s | 3.67 sym/s | Total: 27.2s | ETA: 8.8m [2025-09-26T11:07:19.835142] [INFO ] [sig ] [101/2043] Forecasting ARDT... [2025-09-26T11:07:19.835222] [INFO ] [sig ] Generating forecast for: ARDT [2025-09-26T11:07:19.835306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'. [2025-09-26T11:07:19.845767] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARDT'. [2025-09-26T11:07:19.846144] [INFO ] [FORECASTER] Starting predict_future for ARDT [2025-09-26T11:07:19.873445] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:19.874361] [DEBUG] [LOCAL ] No optimal features file found for ARDT: ./output/feature-sets/ARDT.txt [2025-09-26T11:07:19.874442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:19.874517] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:19.874588] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:19.874733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:19.892897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:19.893820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:19.893937] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:19.894012] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:19.937515] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:19.937730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:19.937797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:19.937834] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:19.941476] [DEBUG] [FORECASTER] ARDT: Forecast T+1@11:T+2@11: DOWN (p=22.17%) [2025-09-26T11:07:19.941836] [INFO ] [FORECASTER] Completed predict_future for ARDT [2025-09-26T11:07:19.942002] [INFO ] [sig ] ARDT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:20.095380] [INFO ] [LOCAL ] Saved forecast: ARDT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ARDT.txt [2025-09-26T11:07:20.095687] [INFO ] [sig ] [101/2043] Completed ARDT in 0.3s | 3.67 sym/s | Total: 27.5s | ETA: 8.8m [2025-09-26T11:07:20.095772] [INFO ] [sig ] [102/2043] Forecasting ARE... [2025-09-26T11:07:20.095844] [INFO ] [sig ] Generating forecast for: ARE [2025-09-26T11:07:20.095917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-09-26T11:07:20.106135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARE'. [2025-09-26T11:07:20.106486] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-09-26T11:07:20.132574] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:20.133424] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-09-26T11:07:20.133504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:20.133576] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:20.133673] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:20.133774] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:20.152041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:20.152707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:20.152817] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:20.152887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:20.191937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:20.192070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:20.192115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:20.192149] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:20.195590] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=36.46%) [2025-09-26T11:07:20.195910] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-09-26T11:07:20.196075] [INFO ] [sig ] ARE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:20.353465] [INFO ] [LOCAL ] Saved forecast: ARE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ARE.txt [2025-09-26T11:07:20.353815] [INFO ] [sig ] [102/2043] Completed ARE in 0.3s | 3.68 sym/s | Total: 27.7s | ETA: 8.8m [2025-09-26T11:07:20.353901] [INFO ] [sig ] [103/2043] Forecasting ARIS... [2025-09-26T11:07:20.353970] [INFO ] [sig ] Generating forecast for: ARIS [2025-09-26T11:07:20.354049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARIS' from 'https://tdm.silogroup.org/data/derivative_storage/ARIS.csv'. [2025-09-26T11:07:20.365052] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARIS'. [2025-09-26T11:07:20.365498] [INFO ] [FORECASTER] Starting predict_future for ARIS [2025-09-26T11:07:20.391917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:20.393039] [DEBUG] [LOCAL ] No optimal features file found for ARIS: ./output/feature-sets/ARIS.txt [2025-09-26T11:07:20.393128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:20.393204] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:20.393274] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:20.393375] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:20.411874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:20.412669] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:20.412785] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:20.412864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:20.458832] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:20.459436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:20.459591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:20.459704] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:20.465584] [DEBUG] [FORECASTER] ARIS: Forecast T+1@11:T+2@11: UP (p=89.88%) [2025-09-26T11:07:20.466140] [INFO ] [FORECASTER] Completed predict_future for ARIS [2025-09-26T11:07:20.466369] [INFO ] [sig ] ARIS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:20.618316] [INFO ] [LOCAL ] Saved forecast: ARIS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ARIS.txt [2025-09-26T11:07:20.618683] [INFO ] [sig ] [103/2043] Completed ARIS in 0.3s | 3.68 sym/s | Total: 28.0s | ETA: 8.8m [2025-09-26T11:07:20.618762] [INFO ] [sig ] [104/2043] Forecasting ARLO... [2025-09-26T11:07:20.618834] [INFO ] [sig ] Generating forecast for: ARLO [2025-09-26T11:07:20.618907] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-09-26T11:07:20.631190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARLO'. [2025-09-26T11:07:20.631590] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-09-26T11:07:20.658190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:20.659075] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-09-26T11:07:20.659154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:20.659228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:20.659297] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:20.659403] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:20.678592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:20.679412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:20.679525] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:20.679597] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:20.725713] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:20.725912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:20.725963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:20.725999] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:20.730222] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=73.74%) [2025-09-26T11:07:20.730681] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-09-26T11:07:20.730902] [INFO ] [sig ] ARLO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:20.882003] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ARLO.txt [2025-09-26T11:07:20.882292] [INFO ] [sig ] [104/2043] Completed ARLO in 0.3s | 3.68 sym/s | Total: 28.3s | ETA: 8.8m [2025-09-26T11:07:20.882372] [INFO ] [sig ] [105/2043] Forecasting ARMK... [2025-09-26T11:07:20.882441] [INFO ] [sig ] Generating forecast for: ARMK [2025-09-26T11:07:20.882513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-09-26T11:07:20.893023] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARMK'. [2025-09-26T11:07:20.893416] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-09-26T11:07:20.923470] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:20.924338] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-09-26T11:07:20.924431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:20.924506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:20.924593] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:20.924727] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:20.943020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:20.943921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:20.944037] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:20.944113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:20.980299] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:20.980501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:20.980548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:20.980583] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:20.984331] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=32.29%) [2025-09-26T11:07:20.984703] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-09-26T11:07:20.984875] [INFO ] [sig ] ARMK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:21.142472] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ARMK.txt [2025-09-26T11:07:21.142828] [INFO ] [sig ] [105/2043] Completed ARMK in 0.3s | 3.68 sym/s | Total: 28.5s | ETA: 8.8m [2025-09-26T11:07:21.142912] [INFO ] [sig ] [106/2043] Forecasting ARW... [2025-09-26T11:07:21.142983] [INFO ] [sig ] Generating forecast for: ARW [2025-09-26T11:07:21.143056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-09-26T11:07:21.154606] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ARW'. [2025-09-26T11:07:21.155013] [INFO ] [FORECASTER] Starting predict_future for ARW [2025-09-26T11:07:21.182537] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:21.183537] [DEBUG] [LOCAL ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt [2025-09-26T11:07:21.183620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:21.183720] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:21.183789] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:21.183887] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:21.203340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:21.204324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:21.204444] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:21.204514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:21.243356] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:21.243584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:21.243693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:21.243757] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:21.247972] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: UP (p=95.35%) [2025-09-26T11:07:21.248336] [INFO ] [FORECASTER] Completed predict_future for ARW [2025-09-26T11:07:21.248498] [INFO ] [sig ] ARW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:21.409337] [INFO ] [LOCAL ] Saved forecast: ARW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ARW.txt [2025-09-26T11:07:21.409684] [INFO ] [sig ] [106/2043] Completed ARW in 0.3s | 3.68 sym/s | Total: 28.8s | ETA: 8.8m [2025-09-26T11:07:21.409969] [INFO ] [sig ] [107/2043] Forecasting ASA... [2025-09-26T11:07:21.410044] [INFO ] [sig ] Generating forecast for: ASA [2025-09-26T11:07:21.410124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-09-26T11:07:21.420728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASA'. [2025-09-26T11:07:21.421120] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-09-26T11:07:21.448367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:21.449286] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-09-26T11:07:21.449367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:21.449441] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:21.449510] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:21.449610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:21.468741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:21.469481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:21.469592] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:21.469689] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:21.506868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:21.507069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:21.507119] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:21.507154] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:21.510848] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=14.36%) [2025-09-26T11:07:21.511149] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-09-26T11:07:21.511293] [INFO ] [sig ] ASA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:21.664890] [INFO ] [LOCAL ] Saved forecast: ASA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ASA.txt [2025-09-26T11:07:21.665207] [INFO ] [sig ] [107/2043] Completed ASA in 0.3s | 3.68 sym/s | Total: 29.1s | ETA: 8.8m [2025-09-26T11:07:21.665283] [INFO ] [sig ] [108/2043] Forecasting ASAN... [2025-09-26T11:07:21.665354] [INFO ] [sig ] Generating forecast for: ASAN [2025-09-26T11:07:21.665426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'. [2025-09-26T11:07:21.675886] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASAN'. [2025-09-26T11:07:21.676276] [INFO ] [FORECASTER] Starting predict_future for ASAN [2025-09-26T11:07:21.702515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:21.703378] [DEBUG] [LOCAL ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt [2025-09-26T11:07:21.703460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:21.703533] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:21.703602] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:21.703724] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:21.722309] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:21.722977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:21.723108] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:21.723182] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:21.759979] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:21.760211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:21.760294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:21.760361] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:21.765971] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: UP (p=95.20%) [2025-09-26T11:07:21.766410] [INFO ] [FORECASTER] Completed predict_future for ASAN [2025-09-26T11:07:21.766613] [INFO ] [sig ] ASAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:21.945556] [INFO ] [LOCAL ] Saved forecast: ASAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASAN.txt [2025-09-26T11:07:21.945938] [INFO ] [sig ] [108/2043] Completed ASAN in 0.3s | 3.68 sym/s | Total: 29.3s | ETA: 8.8m [2025-09-26T11:07:21.946025] [INFO ] [sig ] [109/2043] Forecasting ASB... [2025-09-26T11:07:21.946097] [INFO ] [sig ] Generating forecast for: ASB [2025-09-26T11:07:21.946175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-09-26T11:07:21.956575] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASB'. [2025-09-26T11:07:21.957046] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-09-26T11:07:21.984315] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:21.985350] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-09-26T11:07:21.985435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:21.985509] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:21.985579] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:21.985703] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:22.005329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:22.006342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:22.006474] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:22.006561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:22.044458] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:22.044638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:22.044735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:22.044776] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:22.048786] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=56.00%) [2025-09-26T11:07:22.049101] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-09-26T11:07:22.049249] [INFO ] [sig ] ASB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:22.231863] [INFO ] [LOCAL ] Saved forecast: ASB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASB.txt [2025-09-26T11:07:22.232180] [INFO ] [sig ] [109/2043] Completed ASB in 0.3s | 3.68 sym/s | Total: 29.6s | ETA: 8.8m [2025-09-26T11:07:22.232261] [INFO ] [sig ] [110/2043] Forecasting ASC... [2025-09-26T11:07:22.232332] [INFO ] [sig ] Generating forecast for: ASC [2025-09-26T11:07:22.232407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-09-26T11:07:22.243771] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASC'. [2025-09-26T11:07:22.244196] [INFO ] [FORECASTER] Starting predict_future for ASC [2025-09-26T11:07:22.271348] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:22.272297] [DEBUG] [LOCAL ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt [2025-09-26T11:07:22.272381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:22.272455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:22.272525] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:22.272623] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:22.292011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:22.292972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:22.293088] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:22.293160] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:22.323328] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:22.323505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:22.323572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:22.323610] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:22.327218] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=84.02%) [2025-09-26T11:07:22.327536] [INFO ] [FORECASTER] Completed predict_future for ASC [2025-09-26T11:07:22.327729] [INFO ] [sig ] ASC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:22.485883] [INFO ] [LOCAL ] Saved forecast: ASC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASC.txt [2025-09-26T11:07:22.486200] [INFO ] [sig ] [110/2043] Completed ASC in 0.3s | 3.68 sym/s | Total: 29.9s | ETA: 8.8m [2025-09-26T11:07:22.486278] [INFO ] [sig ] [111/2043] Forecasting ASG... [2025-09-26T11:07:22.486347] [INFO ] [sig ] Generating forecast for: ASG [2025-09-26T11:07:22.486417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-09-26T11:07:22.496538] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASG'. [2025-09-26T11:07:22.496989] [INFO ] [FORECASTER] Starting predict_future for ASG [2025-09-26T11:07:22.524831] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:22.525871] [DEBUG] [LOCAL ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt [2025-09-26T11:07:22.525955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:22.526029] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:22.526099] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:22.526177] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:22.544894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:22.545851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:22.545969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:22.546040] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:22.582008] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:22.582357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:22.582467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:22.582528] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:22.587858] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=96.53%) [2025-09-26T11:07:22.588299] [INFO ] [FORECASTER] Completed predict_future for ASG [2025-09-26T11:07:22.588526] [INFO ] [sig ] ASG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:22.747007] [INFO ] [LOCAL ] Saved forecast: ASG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASG.txt [2025-09-26T11:07:22.747433] [INFO ] [sig ] [111/2043] Completed ASG in 0.3s | 3.68 sym/s | Total: 30.1s | ETA: 8.7m [2025-09-26T11:07:22.747517] [INFO ] [sig ] [112/2043] Forecasting ASGI... [2025-09-26T11:07:22.747596] [INFO ] [sig ] Generating forecast for: ASGI [2025-09-26T11:07:22.747730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-09-26T11:07:22.762893] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASGI'. [2025-09-26T11:07:22.763311] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-09-26T11:07:22.793265] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:22.794202] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-09-26T11:07:22.794284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:22.794358] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:22.794429] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:22.794603] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:22.815864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:22.816537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:22.816742] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:22.816844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:22.853970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:22.854088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:22.854130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:22.854164] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:22.857936] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=7.49%) [2025-09-26T11:07:22.858346] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-09-26T11:07:22.858499] [INFO ] [sig ] ASGI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:23.026318] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ASGI.txt [2025-09-26T11:07:23.026637] [INFO ] [sig ] [112/2043] Completed ASGI in 0.3s | 3.68 sym/s | Total: 30.4s | ETA: 8.7m [2025-09-26T11:07:23.026740] [INFO ] [sig ] [113/2043] Forecasting ASH... [2025-09-26T11:07:23.026855] [INFO ] [sig ] Generating forecast for: ASH [2025-09-26T11:07:23.026933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-09-26T11:07:23.039187] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASH'. [2025-09-26T11:07:23.039557] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-09-26T11:07:23.068519] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:23.069438] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-09-26T11:07:23.069519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:23.069589] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:23.069685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:23.069771] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:23.091087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:23.092005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:23.092119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:23.092191] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:23.132183] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:23.132385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:23.132436] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:23.132473] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:23.136553] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=86.81%) [2025-09-26T11:07:23.136975] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-09-26T11:07:23.137156] [INFO ] [sig ] ASH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:23.302748] [INFO ] [LOCAL ] Saved forecast: ASH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASH.txt [2025-09-26T11:07:23.303051] [INFO ] [sig ] [113/2043] Completed ASH in 0.3s | 3.68 sym/s | Total: 30.7s | ETA: 8.7m [2025-09-26T11:07:23.303130] [INFO ] [sig ] [114/2043] Forecasting ASIX... [2025-09-26T11:07:23.303201] [INFO ] [sig ] Generating forecast for: ASIX [2025-09-26T11:07:23.303276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-09-26T11:07:23.315154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASIX'. [2025-09-26T11:07:23.315614] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-09-26T11:07:23.342625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:23.343674] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-09-26T11:07:23.343757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:23.343830] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:23.343900] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:23.344072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:23.362763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:23.363436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:23.363551] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:23.363634] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:23.398991] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:23.399151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:23.399197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:23.399232] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:23.402919] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=84.93%) [2025-09-26T11:07:23.403221] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-09-26T11:07:23.403369] [INFO ] [sig ] ASIX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:23.555790] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASIX.txt [2025-09-26T11:07:23.556111] [INFO ] [sig ] [114/2043] Completed ASIX in 0.3s | 3.68 sym/s | Total: 30.9s | ETA: 8.7m [2025-09-26T11:07:23.556194] [INFO ] [sig ] [115/2043] Forecasting ASPN... [2025-09-26T11:07:23.556278] [INFO ] [sig ] Generating forecast for: ASPN [2025-09-26T11:07:23.556364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-09-26T11:07:23.566626] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASPN'. [2025-09-26T11:07:23.567151] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-09-26T11:07:23.594623] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:23.595613] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-09-26T11:07:23.595726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:23.595813] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:23.595893] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:23.595993] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:23.614480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:23.615185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:23.615297] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:23.615367] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:23.644496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:23.644713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:23.644783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:23.644822] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:23.648867] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=24.72%) [2025-09-26T11:07:23.649205] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-09-26T11:07:23.649359] [INFO ] [sig ] ASPN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:23.810461] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ASPN.txt [2025-09-26T11:07:23.810831] [INFO ] [sig ] [115/2043] Completed ASPN in 0.3s | 3.69 sym/s | Total: 31.2s | ETA: 8.7m [2025-09-26T11:07:23.810919] [INFO ] [sig ] [116/2043] Forecasting ASR... [2025-09-26T11:07:23.810990] [INFO ] [sig ] Generating forecast for: ASR [2025-09-26T11:07:23.811065] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'. [2025-09-26T11:07:23.821732] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ASR'. [2025-09-26T11:07:23.822171] [INFO ] [FORECASTER] Starting predict_future for ASR [2025-09-26T11:07:23.849226] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:23.850114] [DEBUG] [LOCAL ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt [2025-09-26T11:07:23.850196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:23.850268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:23.850344] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:23.850459] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:23.868465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:23.869238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:23.869353] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:23.869429] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:23.905164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:23.905421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:23.905483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:23.905518] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:23.909206] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: UP (p=98.26%) [2025-09-26T11:07:23.909500] [INFO ] [FORECASTER] Completed predict_future for ASR [2025-09-26T11:07:23.909664] [INFO ] [sig ] ASR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:24.062553] [INFO ] [LOCAL ] Saved forecast: ASR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ASR.txt [2025-09-26T11:07:24.062971] [INFO ] [sig ] [116/2043] Completed ASR in 0.3s | 3.69 sym/s | Total: 31.5s | ETA: 8.7m [2025-09-26T11:07:24.063058] [INFO ] [sig ] [117/2043] Forecasting ATGE... [2025-09-26T11:07:24.063146] [INFO ] [sig ] Generating forecast for: ATGE [2025-09-26T11:07:24.063242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-09-26T11:07:24.074916] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATGE'. [2025-09-26T11:07:24.075382] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-09-26T11:07:24.102838] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:24.103872] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-09-26T11:07:24.103955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:24.104031] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:24.104102] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:24.104205] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:24.122480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:24.123282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:24.123398] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:24.123471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:24.163499] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:24.163723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:24.163791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:24.163848] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:24.167809] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=6.43%) [2025-09-26T11:07:24.168137] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-09-26T11:07:24.168297] [INFO ] [sig ] ATGE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:24.340634] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ATGE.txt [2025-09-26T11:07:24.340973] [INFO ] [sig ] [117/2043] Completed ATGE in 0.3s | 3.69 sym/s | Total: 31.7s | ETA: 8.7m [2025-09-26T11:07:24.341054] [INFO ] [sig ] [118/2043] Forecasting ATHM... [2025-09-26T11:07:24.341126] [INFO ] [sig ] Generating forecast for: ATHM [2025-09-26T11:07:24.341199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-09-26T11:07:24.352402] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATHM'. [2025-09-26T11:07:24.352947] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-09-26T11:07:24.385003] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:24.386097] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-09-26T11:07:24.386181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:24.386228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:24.386261] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:24.386323] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:24.404662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:24.405620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:24.405779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:24.405877] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:24.449897] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:24.450111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:24.450163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:24.450201] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:24.455032] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=67.22%) [2025-09-26T11:07:24.455408] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-09-26T11:07:24.455587] [INFO ] [sig ] ATHM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:24.613043] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ATHM.txt [2025-09-26T11:07:24.613383] [INFO ] [sig ] [118/2043] Completed ATHM in 0.3s | 3.69 sym/s | Total: 32.0s | ETA: 8.7m [2025-09-26T11:07:24.613464] [INFO ] [sig ] [119/2043] Forecasting ATI... [2025-09-26T11:07:24.613534] [INFO ] [sig ] Generating forecast for: ATI [2025-09-26T11:07:24.613606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-09-26T11:07:24.625721] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATI'. [2025-09-26T11:07:24.626247] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-09-26T11:07:24.657358] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:24.658496] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-09-26T11:07:24.658611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:24.658747] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:24.658866] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:24.659032] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:24.682299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:24.683501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:24.683703] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:24.683781] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:24.733301] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:24.733517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:24.733597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:24.733660] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:24.738992] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: UP (p=97.92%) [2025-09-26T11:07:24.739513] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-09-26T11:07:24.739787] [INFO ] [sig ] ATI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:24.899839] [INFO ] [LOCAL ] Saved forecast: ATI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ATI.txt [2025-09-26T11:07:24.900137] [INFO ] [sig ] [119/2043] Completed ATI in 0.3s | 3.69 sym/s | Total: 32.3s | ETA: 8.7m [2025-09-26T11:07:24.900218] [INFO ] [sig ] [120/2043] Forecasting ATKR... [2025-09-26T11:07:24.900273] [INFO ] [sig ] Generating forecast for: ATKR [2025-09-26T11:07:24.900340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'. [2025-09-26T11:07:24.910472] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATKR'. [2025-09-26T11:07:24.910931] [INFO ] [FORECASTER] Starting predict_future for ATKR [2025-09-26T11:07:24.937831] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:24.938705] [DEBUG] [LOCAL ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt [2025-09-26T11:07:24.938784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:24.938856] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:24.938925] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:24.939024] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:24.957266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:24.958079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:24.958193] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:24.958266] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:24.999007] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:24.999207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:24.999256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:24.999297] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:25.003488] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: DOWN (p=20.60%) [2025-09-26T11:07:25.003886] [INFO ] [FORECASTER] Completed predict_future for ATKR [2025-09-26T11:07:25.004060] [INFO ] [sig ] ATKR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:25.155615] [INFO ] [LOCAL ] Saved forecast: ATKR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ATKR.txt [2025-09-26T11:07:25.155939] [INFO ] [sig ] [120/2043] Completed ATKR in 0.3s | 3.69 sym/s | Total: 32.5s | ETA: 8.7m [2025-09-26T11:07:25.156020] [INFO ] [sig ] [121/2043] Forecasting ATO... [2025-09-26T11:07:25.156091] [INFO ] [sig ] Generating forecast for: ATO [2025-09-26T11:07:25.156164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-09-26T11:07:25.168312] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATO'. [2025-09-26T11:07:25.168906] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-09-26T11:07:25.198919] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:25.200071] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-09-26T11:07:25.200173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:25.200280] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:25.200381] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:25.200543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:25.220909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:25.222033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:25.222156] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:25.222257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:25.264210] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:25.264412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:25.264461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:25.264495] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:25.268488] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=8.05%) [2025-09-26T11:07:25.268910] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-09-26T11:07:25.269080] [INFO ] [sig ] ATO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:25.431296] [INFO ] [LOCAL ] Saved forecast: ATO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ATO.txt [2025-09-26T11:07:25.431597] [INFO ] [sig ] [121/2043] Completed ATO in 0.3s | 3.69 sym/s | Total: 32.8s | ETA: 8.7m [2025-09-26T11:07:25.431700] [INFO ] [sig ] [122/2043] Forecasting ATR... [2025-09-26T11:07:25.431778] [INFO ] [sig ] Generating forecast for: ATR [2025-09-26T11:07:25.431858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-09-26T11:07:25.442705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATR'. [2025-09-26T11:07:25.443126] [INFO ] [FORECASTER] Starting predict_future for ATR [2025-09-26T11:07:25.471859] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:25.472811] [DEBUG] [LOCAL ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt [2025-09-26T11:07:25.472892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:25.472976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:25.473053] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:25.473155] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:25.496733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:25.497929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:25.498060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:25.498140] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:25.537725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:25.537953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:25.538014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:25.538055] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:25.542046] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-09-26T11:07:25.542358] [INFO ] [FORECASTER] Completed predict_future for ATR [2025-09-26T11:07:25.542511] [INFO ] [sig ] ATR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:25.699482] [INFO ] [LOCAL ] Saved forecast: ATR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ATR.txt [2025-09-26T11:07:25.699821] [INFO ] [sig ] [122/2043] Completed ATR in 0.3s | 3.69 sym/s | Total: 33.1s | ETA: 8.7m [2025-09-26T11:07:25.699905] [INFO ] [sig ] [123/2043] Forecasting ATS... [2025-09-26T11:07:25.699976] [INFO ] [sig ] Generating forecast for: ATS [2025-09-26T11:07:25.700049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'. [2025-09-26T11:07:25.710544] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ATS'. [2025-09-26T11:07:25.711080] [INFO ] [FORECASTER] Starting predict_future for ATS [2025-09-26T11:07:25.746898] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:25.749278] [DEBUG] [LOCAL ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt [2025-09-26T11:07:25.749361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:25.749433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:25.749538] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:25.749672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:25.768508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:25.769686] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:25.769846] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:25.769925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:25.811104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:25.811298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:25.811396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:25.811442] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:25.815662] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: DOWN (p=47.97%) [2025-09-26T11:07:25.816049] [INFO ] [FORECASTER] Completed predict_future for ATS [2025-09-26T11:07:25.816232] [INFO ] [sig ] ATS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:25.991370] [INFO ] [LOCAL ] Saved forecast: ATS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ATS.txt [2025-09-26T11:07:25.991728] [INFO ] [sig ] [123/2043] Completed ATS in 0.3s | 3.68 sym/s | Total: 33.4s | ETA: 8.7m [2025-09-26T11:07:25.991813] [INFO ] [sig ] [124/2043] Forecasting AU... [2025-09-26T11:07:25.991884] [INFO ] [sig ] Generating forecast for: AU [2025-09-26T11:07:25.991958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'. [2025-09-26T11:07:26.004026] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AU'. [2025-09-26T11:07:26.004452] [INFO ] [FORECASTER] Starting predict_future for AU [2025-09-26T11:07:26.032867] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:26.033759] [DEBUG] [LOCAL ] No optimal features file found for AU: ./output/feature-sets/AU.txt [2025-09-26T11:07:26.033849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:26.033921] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:26.033990] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:26.034090] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:26.053125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:26.054047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:26.054162] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:26.054233] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:26.091982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:26.092180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:26.092227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:26.092347] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:26.096108] [DEBUG] [FORECASTER] AU: Forecast T+1@11:T+2@11: UP (p=86.71%) [2025-09-26T11:07:26.096415] [INFO ] [FORECASTER] Completed predict_future for AU [2025-09-26T11:07:26.096557] [INFO ] [sig ] AU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:26.252126] [INFO ] [LOCAL ] Saved forecast: AU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AU.txt [2025-09-26T11:07:26.252506] [INFO ] [sig ] [124/2043] Completed AU in 0.3s | 3.69 sym/s | Total: 33.6s | ETA: 8.7m [2025-09-26T11:07:26.252598] [INFO ] [sig ] [125/2043] Forecasting AUB... [2025-09-26T11:07:26.252695] [INFO ] [sig ] Generating forecast for: AUB [2025-09-26T11:07:26.252771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-09-26T11:07:26.262708] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AUB'. [2025-09-26T11:07:26.263097] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-09-26T11:07:26.290181] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:26.291096] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-09-26T11:07:26.291181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:26.291256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:26.291326] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:26.291428] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:26.310320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:26.311061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:26.311173] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:26.311245] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:26.349759] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:26.349949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:26.349997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:26.350031] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:26.354038] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=79.09%) [2025-09-26T11:07:26.354356] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-09-26T11:07:26.354509] [INFO ] [sig ] AUB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:26.512832] [INFO ] [LOCAL ] Saved forecast: AUB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AUB.txt [2025-09-26T11:07:26.513129] [INFO ] [sig ] [125/2043] Completed AUB in 0.3s | 3.69 sym/s | Total: 33.9s | ETA: 8.7m [2025-09-26T11:07:26.513205] [INFO ] [sig ] [126/2043] Forecasting AUNA... [2025-09-26T11:07:26.513274] [INFO ] [sig ] Generating forecast for: AUNA [2025-09-26T11:07:26.513343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'. [2025-09-26T11:07:26.522679] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AUNA'. [2025-09-26T11:07:26.523067] [INFO ] [FORECASTER] Starting predict_future for AUNA [2025-09-26T11:07:26.550211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:26.551164] [DEBUG] [LOCAL ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt [2025-09-26T11:07:26.551246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:26.551319] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:26.551386] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:26.551484] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:26.570833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:26.571550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:26.571685] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:26.571758] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:26.604401] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:26.604572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:26.604618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:26.604689] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:26.608482] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: UP (p=86.91%) [2025-09-26T11:07:26.608839] [INFO ] [FORECASTER] Completed predict_future for AUNA [2025-09-26T11:07:26.609002] [INFO ] [sig ] AUNA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:26.769877] [INFO ] [LOCAL ] Saved forecast: AUNA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AUNA.txt [2025-09-26T11:07:26.770197] [INFO ] [sig ] [126/2043] Completed AUNA in 0.3s | 3.69 sym/s | Total: 34.2s | ETA: 8.7m [2025-09-26T11:07:26.770277] [INFO ] [sig ] [127/2043] Forecasting AVA... [2025-09-26T11:07:26.770344] [INFO ] [sig ] Generating forecast for: AVA [2025-09-26T11:07:26.770412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-09-26T11:07:26.781158] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVA'. [2025-09-26T11:07:26.781600] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-09-26T11:07:26.809241] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:26.810228] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-09-26T11:07:26.810309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:26.810384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:26.810453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:26.810555] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:26.830117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:26.830934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:26.831049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:26.831121] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:26.867819] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:26.868019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:26.868080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:26.868117] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:26.872280] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: UP (p=98.31%) [2025-09-26T11:07:26.872664] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-09-26T11:07:26.872886] [INFO ] [sig ] AVA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:27.058474] [INFO ] [LOCAL ] Saved forecast: AVA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AVA.txt [2025-09-26T11:07:27.058868] [INFO ] [sig ] [127/2043] Completed AVA in 0.3s | 3.69 sym/s | Total: 34.5s | ETA: 8.7m [2025-09-26T11:07:27.059003] [INFO ] [sig ] [128/2043] Forecasting AVAL... [2025-09-26T11:07:27.059081] [INFO ] [sig ] Generating forecast for: AVAL [2025-09-26T11:07:27.059157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-09-26T11:07:27.070528] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVAL'. [2025-09-26T11:07:27.070965] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-09-26T11:07:27.098625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:27.099615] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-09-26T11:07:27.099732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:27.099806] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:27.099898] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:27.100105] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:27.119244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:27.120373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:27.120516] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:27.120615] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:27.157437] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:27.157633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:27.157727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:27.157780] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:27.161718] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: DOWN (p=4.59%) [2025-09-26T11:07:27.162041] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-09-26T11:07:27.162198] [INFO ] [sig ] AVAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:27.336297] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AVAL.txt [2025-09-26T11:07:27.336665] [INFO ] [sig ] [128/2043] Completed AVAL in 0.3s | 3.69 sym/s | Total: 34.7s | ETA: 8.7m [2025-09-26T11:07:27.336753] [INFO ] [sig ] [129/2043] Forecasting AVB... [2025-09-26T11:07:27.336866] [INFO ] [sig ] Generating forecast for: AVB [2025-09-26T11:07:27.336965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-09-26T11:07:27.348448] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVB'. [2025-09-26T11:07:27.348981] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-09-26T11:07:27.377073] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:27.378047] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-09-26T11:07:27.378130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:27.378208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:27.378279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:27.378382] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:27.399520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:27.400614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:27.400789] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:27.400860] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:27.443078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:27.443277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:27.443328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:27.443363] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:27.448015] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-09-26T11:07:27.448398] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-09-26T11:07:27.448592] [INFO ] [sig ] AVB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:27.634574] [INFO ] [LOCAL ] Saved forecast: AVB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AVB.txt [2025-09-26T11:07:27.634896] [INFO ] [sig ] [129/2043] Completed AVB in 0.3s | 3.68 sym/s | Total: 35.0s | ETA: 8.7m [2025-09-26T11:07:27.634983] [INFO ] [sig ] [130/2043] Forecasting AVD... [2025-09-26T11:07:27.635056] [INFO ] [sig ] Generating forecast for: AVD [2025-09-26T11:07:27.635129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-09-26T11:07:27.646234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVD'. [2025-09-26T11:07:27.646720] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-09-26T11:07:27.673171] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:27.674212] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-09-26T11:07:27.674294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:27.674378] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:27.674462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:27.674587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:27.694682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:27.695633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:27.695778] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:27.695866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:27.736031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:27.736241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:27.736291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:27.736326] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:27.740882] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=22.65%) [2025-09-26T11:07:27.741187] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-09-26T11:07:27.741346] [INFO ] [sig ] AVD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:27.898586] [INFO ] [LOCAL ] Saved forecast: AVD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AVD.txt [2025-09-26T11:07:27.898950] [INFO ] [sig ] [130/2043] Completed AVD in 0.3s | 3.68 sym/s | Total: 35.3s | ETA: 8.7m [2025-09-26T11:07:27.899057] [INFO ] [sig ] [131/2043] Forecasting AVK... [2025-09-26T11:07:27.899144] [INFO ] [sig ] Generating forecast for: AVK [2025-09-26T11:07:27.899220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-09-26T11:07:27.910764] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVK'. [2025-09-26T11:07:27.911233] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-09-26T11:07:27.941795] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:27.942851] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-09-26T11:07:27.943022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:27.943112] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:27.943195] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:27.943301] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:27.962825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:27.963501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:27.963623] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:27.963718] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:28.001045] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:28.001256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:28.001304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:28.001356] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:28.005349] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=91.91%) [2025-09-26T11:07:28.005716] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-09-26T11:07:28.005920] [INFO ] [sig ] AVK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:28.155229] [INFO ] [LOCAL ] Saved forecast: AVK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AVK.txt [2025-09-26T11:07:28.155538] [INFO ] [sig ] [131/2043] Completed AVK in 0.3s | 3.69 sym/s | Total: 35.5s | ETA: 8.6m [2025-09-26T11:07:28.155619] [INFO ] [sig ] [132/2043] Forecasting AVNS... [2025-09-26T11:07:28.155721] [INFO ] [sig ] Generating forecast for: AVNS [2025-09-26T11:07:28.155794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-09-26T11:07:28.166993] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVNS'. [2025-09-26T11:07:28.167455] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-09-26T11:07:28.195102] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:28.196158] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-09-26T11:07:28.196239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:28.196341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:28.196410] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:28.196512] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:28.216069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:28.217094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:28.217212] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:28.217282] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:28.253314] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:28.253514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:28.253605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:28.253697] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:28.257915] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=7.00%) [2025-09-26T11:07:28.258276] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-09-26T11:07:28.258433] [INFO ] [sig ] AVNS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:28.417377] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AVNS.txt [2025-09-26T11:07:28.417713] [INFO ] [sig ] [132/2043] Completed AVNS in 0.3s | 3.69 sym/s | Total: 35.8s | ETA: 8.6m [2025-09-26T11:07:28.417800] [INFO ] [sig ] [133/2043] Forecasting AVNT... [2025-09-26T11:07:28.417871] [INFO ] [sig ] Generating forecast for: AVNT [2025-09-26T11:07:28.417944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'. [2025-09-26T11:07:28.429574] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AVNT'. [2025-09-26T11:07:28.430081] [INFO ] [FORECASTER] Starting predict_future for AVNT [2025-09-26T11:07:28.458930] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:28.459971] [DEBUG] [LOCAL ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt [2025-09-26T11:07:28.460055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:28.460131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:28.460208] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:28.460312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:28.480394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:28.481293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:28.481432] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:28.481523] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:28.520727] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:28.520913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:28.520961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:28.520997] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:28.524807] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-09-26T11:07:28.525130] [INFO ] [FORECASTER] Completed predict_future for AVNT [2025-09-26T11:07:28.525281] [INFO ] [sig ] AVNT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:28.685704] [INFO ] [LOCAL ] Saved forecast: AVNT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AVNT.txt [2025-09-26T11:07:28.686169] [INFO ] [sig ] [133/2043] Completed AVNT in 0.3s | 3.69 sym/s | Total: 36.1s | ETA: 8.6m [2025-09-26T11:07:28.686274] [INFO ] [sig ] [134/2043] Forecasting AWF... [2025-09-26T11:07:28.686411] [INFO ] [sig ] Generating forecast for: AWF [2025-09-26T11:07:28.686489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-09-26T11:07:28.697989] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWF'. [2025-09-26T11:07:28.698353] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-09-26T11:07:28.725732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:28.726610] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-09-26T11:07:28.726714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:28.726800] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:28.726904] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:28.727031] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:28.746151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:28.746905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:28.747016] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:28.747103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:28.783621] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:28.783813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:28.783864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:28.783899] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:28.787876] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=12.39%) [2025-09-26T11:07:28.788245] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-09-26T11:07:28.788407] [INFO ] [sig ] AWF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:28.942051] [INFO ] [LOCAL ] Saved forecast: AWF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AWF.txt [2025-09-26T11:07:28.942343] [INFO ] [sig ] [134/2043] Completed AWF in 0.3s | 3.69 sym/s | Total: 36.3s | ETA: 8.6m [2025-09-26T11:07:28.942422] [INFO ] [sig ] [135/2043] Forecasting AWI... [2025-09-26T11:07:28.942503] [INFO ] [sig ] Generating forecast for: AWI [2025-09-26T11:07:28.942584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-09-26T11:07:28.953506] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWI'. [2025-09-26T11:07:28.953922] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-09-26T11:07:28.985968] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:28.987148] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-09-26T11:07:28.987232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:28.987309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:28.987377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:28.987503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:29.006219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:29.007274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:29.007408] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:29.007483] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:29.050170] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:29.050360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:29.050413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:29.050448] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:29.054605] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=3.06%) [2025-09-26T11:07:29.054995] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-09-26T11:07:29.055170] [INFO ] [sig ] AWI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:29.232271] [INFO ] [LOCAL ] Saved forecast: AWI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AWI.txt [2025-09-26T11:07:29.232716] [INFO ] [sig ] [135/2043] Completed AWI in 0.3s | 3.69 sym/s | Total: 36.6s | ETA: 8.6m [2025-09-26T11:07:29.232803] [INFO ] [sig ] [136/2043] Forecasting AWK... [2025-09-26T11:07:29.232878] [INFO ] [sig ] Generating forecast for: AWK [2025-09-26T11:07:29.232953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-09-26T11:07:29.244239] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWK'. [2025-09-26T11:07:29.244694] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-09-26T11:07:29.271811] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:29.272702] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-09-26T11:07:29.272786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:29.272862] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:29.272934] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:29.273035] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:29.291352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:29.292182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:29.292298] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:29.292370] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:29.331339] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:29.331542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:29.331589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:29.331624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:29.335484] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=77.68%) [2025-09-26T11:07:29.335856] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-09-26T11:07:29.336023] [INFO ] [sig ] AWK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:29.499449] [INFO ] [LOCAL ] Saved forecast: AWK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AWK.txt [2025-09-26T11:07:29.499795] [INFO ] [sig ] [136/2043] Completed AWK in 0.3s | 3.69 sym/s | Total: 36.9s | ETA: 8.6m [2025-09-26T11:07:29.499886] [INFO ] [sig ] [137/2043] Forecasting AWP... [2025-09-26T11:07:29.499957] [INFO ] [sig ] Generating forecast for: AWP [2025-09-26T11:07:29.500030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-09-26T11:07:29.511846] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWP'. [2025-09-26T11:07:29.512288] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-09-26T11:07:29.539725] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:29.540772] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-09-26T11:07:29.540865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:29.540941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:29.541013] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:29.541114] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:29.560499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:29.561281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:29.561397] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:29.561469] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:29.599716] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:29.599922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:29.599971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:29.600008] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:29.603871] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=21.86%) [2025-09-26T11:07:29.604181] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-09-26T11:07:29.604339] [INFO ] [sig ] AWP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:29.764065] [INFO ] [LOCAL ] Saved forecast: AWP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AWP.txt [2025-09-26T11:07:29.764420] [INFO ] [sig ] [137/2043] Completed AWP in 0.3s | 3.69 sym/s | Total: 37.2s | ETA: 8.6m [2025-09-26T11:07:29.764506] [INFO ] [sig ] [138/2043] Forecasting AWR... [2025-09-26T11:07:29.764579] [INFO ] [sig ] Generating forecast for: AWR [2025-09-26T11:07:29.764678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'. [2025-09-26T11:07:29.777807] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AWR'. [2025-09-26T11:07:29.778261] [INFO ] [FORECASTER] Starting predict_future for AWR [2025-09-26T11:07:29.806279] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:29.807328] [DEBUG] [LOCAL ] No optimal features file found for AWR: ./output/feature-sets/AWR.txt [2025-09-26T11:07:29.807412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:29.807487] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:29.807558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:29.807684] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:29.826260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:29.827232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:29.827354] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:29.827426] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:29.869389] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:29.869586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:29.869634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:29.869740] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:29.873601] [DEBUG] [FORECASTER] AWR: Forecast T+1@11:T+2@11: DOWN (p=18.82%) [2025-09-26T11:07:29.873956] [INFO ] [FORECASTER] Completed predict_future for AWR [2025-09-26T11:07:29.874122] [INFO ] [sig ] AWR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:30.030637] [INFO ] [LOCAL ] Saved forecast: AWR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AWR.txt [2025-09-26T11:07:30.030940] [INFO ] [sig ] [138/2043] Completed AWR in 0.3s | 3.69 sym/s | Total: 37.4s | ETA: 8.6m [2025-09-26T11:07:30.031026] [INFO ] [sig ] [139/2043] Forecasting AX... [2025-09-26T11:07:30.031100] [INFO ] [sig ] Generating forecast for: AX [2025-09-26T11:07:30.031176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'. [2025-09-26T11:07:30.041191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AX'. [2025-09-26T11:07:30.041513] [INFO ] [FORECASTER] Starting predict_future for AX [2025-09-26T11:07:30.068387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:30.069286] [DEBUG] [LOCAL ] No optimal features file found for AX: ./output/feature-sets/AX.txt [2025-09-26T11:07:30.069368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:30.069443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:30.069516] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:30.069617] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:30.088549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:30.089204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:30.089355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:30.089428] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:30.129601] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:30.129754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:30.129807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:30.129842] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:30.133194] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: DOWN (p=3.59%) [2025-09-26T11:07:30.133489] [INFO ] [FORECASTER] Completed predict_future for AX [2025-09-26T11:07:30.133629] [INFO ] [sig ] AX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:30.290928] [INFO ] [LOCAL ] Saved forecast: AX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AX.txt [2025-09-26T11:07:30.291232] [INFO ] [sig ] [139/2043] Completed AX in 0.3s | 3.69 sym/s | Total: 37.7s | ETA: 8.6m [2025-09-26T11:07:30.291320] [INFO ] [sig ] [140/2043] Forecasting AXL... [2025-09-26T11:07:30.291395] [INFO ] [sig ] Generating forecast for: AXL [2025-09-26T11:07:30.291468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-09-26T11:07:30.302146] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXL'. [2025-09-26T11:07:30.302494] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-09-26T11:07:30.330160] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:30.331069] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-09-26T11:07:30.331152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:30.331226] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:30.331295] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:30.331398] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:30.351020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:30.351805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:30.351917] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:30.351992] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:30.391099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:30.391265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:30.391311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:30.391346] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:30.395073] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=92.06%) [2025-09-26T11:07:30.395385] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-09-26T11:07:30.395536] [INFO ] [sig ] AXL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:30.549907] [INFO ] [LOCAL ] Saved forecast: AXL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AXL.txt [2025-09-26T11:07:30.550207] [INFO ] [sig ] [140/2043] Completed AXL in 0.3s | 3.69 sym/s | Total: 37.9s | ETA: 8.6m [2025-09-26T11:07:30.550300] [INFO ] [sig ] [141/2043] Forecasting AXR... [2025-09-26T11:07:30.550375] [INFO ] [sig ] Generating forecast for: AXR [2025-09-26T11:07:30.550450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'. [2025-09-26T11:07:30.560222] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'AXR'. [2025-09-26T11:07:30.560572] [INFO ] [FORECASTER] Starting predict_future for AXR [2025-09-26T11:07:30.587999] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:30.588909] [DEBUG] [LOCAL ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt [2025-09-26T11:07:30.588990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:30.589064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:30.589134] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:30.589236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:30.607452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:30.608271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:30.608385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:30.608456] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:30.643797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:30.643967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:30.644016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:30.644050] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:30.647796] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-09-26T11:07:30.648112] [INFO ] [FORECASTER] Completed predict_future for AXR [2025-09-26T11:07:30.648263] [INFO ] [sig ] AXR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:30.801607] [INFO ] [LOCAL ] Saved forecast: AXR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AXR.txt [2025-09-26T11:07:30.802150] [INFO ] [sig ] [141/2043] Completed AXR in 0.3s | 3.69 sym/s | Total: 38.2s | ETA: 8.6m [2025-09-26T11:07:30.802239] [INFO ] [sig ] [142/2043] Forecasting AXS... [2025-09-26T11:07:30.802313] [INFO ] [sig ] Generating forecast for: AXS [2025-09-26T11:07:30.802389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-09-26T11:07:30.816638] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXS'. [2025-09-26T11:07:30.817233] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-09-26T11:07:30.844978] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:30.845981] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-09-26T11:07:30.846063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:30.846139] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:30.846210] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:30.846313] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:30.864905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:30.866105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:30.866227] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:30.866297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:30.906901] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:30.907125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:30.907176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:30.907212] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:30.911300] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=15.24%) [2025-09-26T11:07:30.911799] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-09-26T11:07:30.911974] [INFO ] [sig ] AXS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:31.062473] [INFO ] [LOCAL ] Saved forecast: AXS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AXS.txt [2025-09-26T11:07:31.062752] [INFO ] [sig ] [142/2043] Completed AXS in 0.3s | 3.69 sym/s | Total: 38.5s | ETA: 8.6m [2025-09-26T11:07:31.062832] [INFO ] [sig ] [143/2043] Forecasting AXTA... [2025-09-26T11:07:31.062903] [INFO ] [sig ] Generating forecast for: AXTA [2025-09-26T11:07:31.062974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-09-26T11:07:31.073238] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AXTA'. [2025-09-26T11:07:31.073539] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-09-26T11:07:31.099914] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:31.100739] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-09-26T11:07:31.100820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:31.100894] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:31.100963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:31.101062] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:31.119613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:31.120235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:31.120344] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:31.120422] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:31.169477] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:31.169639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:31.169733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:31.169772] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:31.173442] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=42.74%) [2025-09-26T11:07:31.173775] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-09-26T11:07:31.173944] [INFO ] [sig ] AXTA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:31.322870] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AXTA.txt [2025-09-26T11:07:31.323161] [INFO ] [sig ] [143/2043] Completed AXTA in 0.3s | 3.69 sym/s | Total: 38.7s | ETA: 8.6m [2025-09-26T11:07:31.323243] [INFO ] [sig ] [144/2043] Forecasting AYI... [2025-09-26T11:07:31.323322] [INFO ] [sig ] Generating forecast for: AYI [2025-09-26T11:07:31.323396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-09-26T11:07:31.334488] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'AYI'. [2025-09-26T11:07:31.334863] [INFO ] [FORECASTER] Starting predict_future for AYI [2025-09-26T11:07:31.362544] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:31.363413] [DEBUG] [LOCAL ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt [2025-09-26T11:07:31.363495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:31.363569] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:31.363664] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:31.363770] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:31.383011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:31.383905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:31.384028] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:31.384102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:31.428979] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:31.429088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:31.429131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:31.429163] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:31.432587] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=37.58%) [2025-09-26T11:07:31.432902] [INFO ] [FORECASTER] Completed predict_future for AYI [2025-09-26T11:07:31.433107] [INFO ] [sig ] AYI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:31.705902] [INFO ] [LOCAL ] Saved forecast: AYI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/AYI.txt [2025-09-26T11:07:31.706137] [INFO ] [sig ] [144/2043] Completed AYI in 0.4s | 3.68 sym/s | Total: 39.1s | ETA: 8.6m [2025-09-26T11:07:31.706215] [INFO ] [sig ] [145/2043] Forecasting AZO... [2025-09-26T11:07:31.706286] [INFO ] [sig ] Generating forecast for: AZO [2025-09-26T11:07:31.706357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-09-26T11:07:31.716566] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'AZO'. [2025-09-26T11:07:31.716925] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-09-26T11:07:31.742772] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:31.743556] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-09-26T11:07:31.743634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:31.743732] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:31.743799] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:31.743899] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:31.762201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:31.762898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:31.763031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:31.763101] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:31.802539] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:31.802669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:31.802738] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:31.802781] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:31.806080] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-09-26T11:07:31.806357] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-09-26T11:07:31.806503] [INFO ] [sig ] AZO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:31.957080] [INFO ] [LOCAL ] Saved forecast: AZO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/AZO.txt [2025-09-26T11:07:31.957325] [INFO ] [sig ] [145/2043] Completed AZO in 0.3s | 3.68 sym/s | Total: 39.3s | ETA: 8.6m [2025-09-26T11:07:31.957402] [INFO ] [sig ] [146/2043] Forecasting BA... [2025-09-26T11:07:31.957472] [INFO ] [sig ] Generating forecast for: BA [2025-09-26T11:07:31.957545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-09-26T11:07:31.967987] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BA'. [2025-09-26T11:07:31.968336] [INFO ] [FORECASTER] Starting predict_future for BA [2025-09-26T11:07:31.995035] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:31.995979] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-09-26T11:07:31.996062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:31.996136] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:31.996207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:31.996308] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:32.015175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:32.015809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:32.015926] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:32.016009] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:32.057057] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:32.057168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:32.057209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:32.057243] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:32.060749] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: UP (p=60.89%) [2025-09-26T11:07:32.061044] [INFO ] [FORECASTER] Completed predict_future for BA [2025-09-26T11:07:32.061191] [INFO ] [sig ] BA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:32.213070] [INFO ] [LOCAL ] Saved forecast: BA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BA.txt [2025-09-26T11:07:32.213298] [INFO ] [sig ] [146/2043] Completed BA in 0.3s | 3.69 sym/s | Total: 39.6s | ETA: 8.6m [2025-09-26T11:07:32.213375] [INFO ] [sig ] [147/2043] Forecasting BABA... [2025-09-26T11:07:32.213445] [INFO ] [sig ] Generating forecast for: BABA [2025-09-26T11:07:32.213517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-09-26T11:07:32.223836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BABA'. [2025-09-26T11:07:32.224156] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-09-26T11:07:32.251339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:32.252294] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-09-26T11:07:32.252380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:32.252466] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:32.252548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:32.252686] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:32.270696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:32.271301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:32.271418] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:32.271506] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:32.314362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:32.314491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:32.314588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:32.314661] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:32.318120] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=96.60%) [2025-09-26T11:07:32.318399] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-09-26T11:07:32.318543] [INFO ] [sig ] BABA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:32.471699] [INFO ] [LOCAL ] Saved forecast: BABA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BABA.txt [2025-09-26T11:07:32.471943] [INFO ] [sig ] [147/2043] Completed BABA in 0.3s | 3.69 sym/s | Total: 39.9s | ETA: 8.6m [2025-09-26T11:07:32.472023] [INFO ] [sig ] [148/2043] Forecasting BAC... [2025-09-26T11:07:32.472094] [INFO ] [sig ] Generating forecast for: BAC [2025-09-26T11:07:32.472167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-09-26T11:07:32.485878] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAC'. [2025-09-26T11:07:32.486421] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-09-26T11:07:32.513719] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:32.514752] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-09-26T11:07:32.514835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:32.514913] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:32.515003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:32.515201] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:32.534069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:32.535357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:32.535492] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:32.535579] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:32.582158] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:32.582315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:32.582363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:32.582396] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:32.586084] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=96.07%) [2025-09-26T11:07:32.586394] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-09-26T11:07:32.586555] [INFO ] [sig ] BAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:32.732861] [INFO ] [LOCAL ] Saved forecast: BAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BAC.txt [2025-09-26T11:07:32.733163] [INFO ] [sig ] [148/2043] Completed BAC in 0.3s | 3.69 sym/s | Total: 40.1s | ETA: 8.6m [2025-09-26T11:07:32.733246] [INFO ] [sig ] [149/2043] Forecasting BAH... [2025-09-26T11:07:32.733425] [INFO ] [sig ] Generating forecast for: BAH [2025-09-26T11:07:32.733515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-09-26T11:07:32.745719] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAH'. [2025-09-26T11:07:32.746170] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-09-26T11:07:32.775209] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:32.776249] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-09-26T11:07:32.776351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:32.776444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:32.776530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:32.776683] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:32.795531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:32.796484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:32.796629] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:32.796726] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:32.836982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:32.837199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:32.837250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:32.837285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:32.841332] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: DOWN (p=1.71%) [2025-09-26T11:07:32.841699] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-09-26T11:07:32.841899] [INFO ] [sig ] BAH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:32.999907] [INFO ] [LOCAL ] Saved forecast: BAH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BAH.txt [2025-09-26T11:07:33.000697] [INFO ] [sig ] [149/2043] Completed BAH in 0.3s | 3.69 sym/s | Total: 40.4s | ETA: 8.6m [2025-09-26T11:07:33.000792] [INFO ] [sig ] [150/2043] Forecasting BAK... [2025-09-26T11:07:33.000882] [INFO ] [sig ] Generating forecast for: BAK [2025-09-26T11:07:33.000976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-09-26T11:07:33.013222] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAK'. [2025-09-26T11:07:33.013984] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-09-26T11:07:33.041917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:33.042995] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-09-26T11:07:33.043081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:33.043159] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:33.043231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:33.043336] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:33.062247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:33.063458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:33.063596] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:33.063691] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:33.112075] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:33.112369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:33.112425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:33.112463] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:33.116898] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=59.65%) [2025-09-26T11:07:33.117249] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-09-26T11:07:33.117426] [INFO ] [sig ] BAK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:33.275090] [INFO ] [LOCAL ] Saved forecast: BAK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BAK.txt [2025-09-26T11:07:33.275440] [INFO ] [sig ] [150/2043] Completed BAK in 0.3s | 3.69 sym/s | Total: 40.7s | ETA: 8.6m [2025-09-26T11:07:33.275523] [INFO ] [sig ] [151/2043] Forecasting BALL... [2025-09-26T11:07:33.275594] [INFO ] [sig ] Generating forecast for: BALL [2025-09-26T11:07:33.275700] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-09-26T11:07:33.287321] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BALL'. [2025-09-26T11:07:33.287710] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-09-26T11:07:33.314428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:33.315270] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-09-26T11:07:33.315350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:33.315424] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:33.315494] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:33.315601] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:33.333238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:33.333954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:33.334069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:33.334139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:33.372260] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:33.372471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:33.372527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:33.372561] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:33.376427] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=67.29%) [2025-09-26T11:07:33.376887] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-09-26T11:07:33.377072] [INFO ] [sig ] BALL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:33.526601] [INFO ] [LOCAL ] Saved forecast: BALL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BALL.txt [2025-09-26T11:07:33.526986] [INFO ] [sig ] [151/2043] Completed BALL in 0.3s | 3.69 sym/s | Total: 40.9s | ETA: 8.5m [2025-09-26T11:07:33.527074] [INFO ] [sig ] [152/2043] Forecasting BAM... [2025-09-26T11:07:33.527148] [INFO ] [sig ] Generating forecast for: BAM [2025-09-26T11:07:33.527227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-09-26T11:07:33.537971] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAM'. [2025-09-26T11:07:33.538400] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-09-26T11:07:33.567900] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:33.569204] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-09-26T11:07:33.569296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:33.569370] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:33.569443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:33.569569] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:33.590542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:33.591677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:33.591794] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:33.591868] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:33.634257] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:33.634524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:33.634591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:33.634630] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:33.638604] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=0.49%) [2025-09-26T11:07:33.639117] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-09-26T11:07:33.639340] [INFO ] [sig ] BAM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:33.823804] [INFO ] [LOCAL ] Saved forecast: BAM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BAM.txt [2025-09-26T11:07:33.824138] [INFO ] [sig ] [152/2043] Completed BAM in 0.3s | 3.69 sym/s | Total: 41.2s | ETA: 8.5m [2025-09-26T11:07:33.824250] [INFO ] [sig ] [153/2043] Forecasting BANC... [2025-09-26T11:07:33.824336] [INFO ] [sig ] Generating forecast for: BANC [2025-09-26T11:07:33.824423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-09-26T11:07:33.836365] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BANC'. [2025-09-26T11:07:33.836883] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-09-26T11:07:33.868357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:33.869312] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-09-26T11:07:33.869393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:33.869536] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:33.869635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:33.869777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:33.889250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:33.890203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:33.890323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:33.890412] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:33.936787] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:33.937165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:33.937246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:33.937307] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:33.943743] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=6.36%) [2025-09-26T11:07:33.944612] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-09-26T11:07:33.944903] [INFO ] [sig ] BANC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:34.096946] [INFO ] [LOCAL ] Saved forecast: BANC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BANC.txt [2025-09-26T11:07:34.097439] [INFO ] [sig ] [153/2043] Completed BANC in 0.3s | 3.69 sym/s | Total: 41.5s | ETA: 8.5m [2025-09-26T11:07:34.097527] [INFO ] [sig ] [154/2043] Forecasting BAP... [2025-09-26T11:07:34.097616] [INFO ] [sig ] Generating forecast for: BAP [2025-09-26T11:07:34.097771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-09-26T11:07:34.110219] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BAP'. [2025-09-26T11:07:34.110634] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-09-26T11:07:34.140091] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:34.141127] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-09-26T11:07:34.141226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:34.141330] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:34.141430] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:34.141566] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:34.159954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:34.160739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:34.160904] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:34.160995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:34.192378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:34.192573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:34.192623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:34.192704] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:34.197095] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=80.71%) [2025-09-26T11:07:34.197450] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-09-26T11:07:34.197614] [INFO ] [sig ] BAP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:34.347916] [INFO ] [LOCAL ] Saved forecast: BAP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BAP.txt [2025-09-26T11:07:34.348319] [INFO ] [sig ] [154/2043] Completed BAP in 0.3s | 3.69 sym/s | Total: 41.7s | ETA: 8.5m [2025-09-26T11:07:34.348406] [INFO ] [sig ] [155/2043] Forecasting BARK... [2025-09-26T11:07:34.348492] [INFO ] [sig ] Generating forecast for: BARK [2025-09-26T11:07:34.348579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-09-26T11:07:34.359363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BARK'. [2025-09-26T11:07:34.359800] [INFO ] [FORECASTER] Starting predict_future for BARK [2025-09-26T11:07:34.386221] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:34.387262] [DEBUG] [LOCAL ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt [2025-09-26T11:07:34.387345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:34.387418] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:34.387506] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:34.387753] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:34.407594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:34.408385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:34.408503] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:34.408593] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:34.444309] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:34.444502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:34.444551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:34.444587] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:34.448564] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: DOWN (p=6.24%) [2025-09-26T11:07:34.448905] [INFO ] [FORECASTER] Completed predict_future for BARK [2025-09-26T11:07:34.449069] [INFO ] [sig ] BARK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:34.637007] [INFO ] [LOCAL ] Saved forecast: BARK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BARK.txt [2025-09-26T11:07:34.637319] [INFO ] [sig ] [155/2043] Completed BARK in 0.3s | 3.69 sym/s | Total: 42.0s | ETA: 8.5m [2025-09-26T11:07:34.637400] [INFO ] [sig ] [156/2043] Forecasting BB... [2025-09-26T11:07:34.637470] [INFO ] [sig ] Generating forecast for: BB [2025-09-26T11:07:34.637542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-09-26T11:07:34.653866] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BB'. [2025-09-26T11:07:34.654817] [INFO ] [FORECASTER] Starting predict_future for BB [2025-09-26T11:07:34.688757] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:34.689926] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-09-26T11:07:34.690047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:34.690135] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:34.690219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:34.690336] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:34.710935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:34.712098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:34.712415] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:34.712492] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:34.757604] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:34.757749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:34.757804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:34.757838] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:34.761692] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=27.44%) [2025-09-26T11:07:34.761997] [INFO ] [FORECASTER] Completed predict_future for BB [2025-09-26T11:07:34.762164] [INFO ] [sig ] BB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:34.917712] [INFO ] [LOCAL ] Saved forecast: BB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BB.txt [2025-09-26T11:07:34.918269] [INFO ] [sig ] [156/2043] Completed BB in 0.3s | 3.69 sym/s | Total: 42.3s | ETA: 8.5m [2025-09-26T11:07:34.918400] [INFO ] [sig ] [157/2043] Forecasting BBAI... [2025-09-26T11:07:34.918482] [INFO ] [sig ] Generating forecast for: BBAI [2025-09-26T11:07:34.918565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-09-26T11:07:34.931714] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBAI'. [2025-09-26T11:07:34.932193] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-09-26T11:07:34.961967] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:34.963018] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-09-26T11:07:34.963103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:34.963181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:34.963256] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:34.963365] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:34.983421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:34.984189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:34.984320] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:34.984394] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:35.034970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:35.035275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:35.035332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:35.035369] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:35.039824] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=40.71%) [2025-09-26T11:07:35.040162] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-09-26T11:07:35.040338] [INFO ] [sig ] BBAI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:35.191783] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BBAI.txt [2025-09-26T11:07:35.192226] [INFO ] [sig ] [157/2043] Completed BBAI in 0.3s | 3.69 sym/s | Total: 42.6s | ETA: 8.5m [2025-09-26T11:07:35.192312] [INFO ] [sig ] [158/2043] Forecasting BBAR... [2025-09-26T11:07:35.192386] [INFO ] [sig ] Generating forecast for: BBAR [2025-09-26T11:07:35.192472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-09-26T11:07:35.205634] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBAR'. [2025-09-26T11:07:35.206087] [INFO ] [FORECASTER] Starting predict_future for BBAR [2025-09-26T11:07:35.232374] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:35.233347] [DEBUG] [LOCAL ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt [2025-09-26T11:07:35.233432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:35.233522] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:35.233610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:35.233844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:35.251583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:35.252365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:35.252486] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:35.252574] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:35.297750] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:35.298041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:35.298094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:35.298129] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:35.302317] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=92.41%) [2025-09-26T11:07:35.302672] [INFO ] [FORECASTER] Completed predict_future for BBAR [2025-09-26T11:07:35.302871] [INFO ] [sig ] BBAR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:35.452126] [INFO ] [LOCAL ] Saved forecast: BBAR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBAR.txt [2025-09-26T11:07:35.452587] [INFO ] [sig ] [158/2043] Completed BBAR in 0.3s | 3.69 sym/s | Total: 42.8s | ETA: 8.5m [2025-09-26T11:07:35.452705] [INFO ] [sig ] [159/2043] Forecasting BBD... [2025-09-26T11:07:35.452781] [INFO ] [sig ] Generating forecast for: BBD [2025-09-26T11:07:35.452857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-09-26T11:07:35.465681] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBD'. [2025-09-26T11:07:35.466232] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-09-26T11:07:35.493137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:35.494128] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-09-26T11:07:35.494210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:35.494301] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:35.494386] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:35.494516] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:35.512009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:35.512749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:35.512948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:35.513024] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:35.560370] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:35.560687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:35.560768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:35.560807] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:35.565132] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=54.59%) [2025-09-26T11:07:35.565510] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-09-26T11:07:35.565711] [INFO ] [sig ] BBD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:35.711831] [INFO ] [LOCAL ] Saved forecast: BBD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBD.txt [2025-09-26T11:07:35.712307] [INFO ] [sig ] [159/2043] Completed BBD in 0.3s | 3.69 sym/s | Total: 43.1s | ETA: 8.5m [2025-09-26T11:07:35.712397] [INFO ] [sig ] [160/2043] Forecasting BBDC... [2025-09-26T11:07:35.712484] [INFO ] [sig ] Generating forecast for: BBDC [2025-09-26T11:07:35.712576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'. [2025-09-26T11:07:35.725000] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBDC'. [2025-09-26T11:07:35.725463] [INFO ] [FORECASTER] Starting predict_future for BBDC [2025-09-26T11:07:35.755439] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:35.756532] [DEBUG] [LOCAL ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt [2025-09-26T11:07:35.756622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:35.756741] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:35.756862] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:35.756973] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:35.775561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:35.776622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:35.776788] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:35.776924] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:35.822685] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:35.822925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:35.822979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:35.823014] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:35.827226] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=42.87%) [2025-09-26T11:07:35.827558] [INFO ] [FORECASTER] Completed predict_future for BBDC [2025-09-26T11:07:35.827756] [INFO ] [sig ] BBDC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:35.981847] [INFO ] [LOCAL ] Saved forecast: BBDC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BBDC.txt [2025-09-26T11:07:35.982212] [INFO ] [sig ] [160/2043] Completed BBDC in 0.3s | 3.69 sym/s | Total: 43.4s | ETA: 8.5m [2025-09-26T11:07:35.982296] [INFO ] [sig ] [161/2043] Forecasting BBDO... [2025-09-26T11:07:35.982381] [INFO ] [sig ] Generating forecast for: BBDO [2025-09-26T11:07:35.982471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-09-26T11:07:35.992899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBDO'. [2025-09-26T11:07:35.993365] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-09-26T11:07:36.020851] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:36.021820] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-09-26T11:07:36.021902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:36.021980] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:36.022054] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:36.022161] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:36.040488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:36.041308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:36.041504] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:36.041580] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:36.077313] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:36.077483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:36.077529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:36.077563] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:36.081130] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=84.20%) [2025-09-26T11:07:36.081427] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-09-26T11:07:36.081579] [INFO ] [sig ] BBDO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:36.241458] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBDO.txt [2025-09-26T11:07:36.241809] [INFO ] [sig ] [161/2043] Completed BBDO in 0.3s | 3.69 sym/s | Total: 43.6s | ETA: 8.5m [2025-09-26T11:07:36.241892] [INFO ] [sig ] [162/2043] Forecasting BBN... [2025-09-26T11:07:36.241962] [INFO ] [sig ] Generating forecast for: BBN [2025-09-26T11:07:36.242034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-09-26T11:07:36.258633] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBN'. [2025-09-26T11:07:36.259166] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-09-26T11:07:36.287777] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:36.288819] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-09-26T11:07:36.288903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:36.288976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:36.289023] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:36.289117] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:36.307706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:36.308880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:36.309007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:36.309079] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:36.345106] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:36.345325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:36.345375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:36.345411] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:36.349311] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=88.01%) [2025-09-26T11:07:36.349623] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-09-26T11:07:36.349813] [INFO ] [sig ] BBN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:36.507223] [INFO ] [LOCAL ] Saved forecast: BBN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBN.txt [2025-09-26T11:07:36.507527] [INFO ] [sig ] [162/2043] Completed BBN in 0.3s | 3.69 sym/s | Total: 43.9s | ETA: 8.5m [2025-09-26T11:07:36.507608] [INFO ] [sig ] [163/2043] Forecasting BBU... [2025-09-26T11:07:36.507702] [INFO ] [sig ] Generating forecast for: BBU [2025-09-26T11:07:36.507780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'. [2025-09-26T11:07:36.519039] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'BBU'. [2025-09-26T11:07:36.519507] [INFO ] [FORECASTER] Starting predict_future for BBU [2025-09-26T11:07:36.547032] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:36.548040] [DEBUG] [LOCAL ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt [2025-09-26T11:07:36.548137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:36.548211] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:36.548280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:36.548383] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:36.567069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:36.567896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:36.568008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:36.568079] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:36.607004] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:36.607230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:36.607284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:36.607321] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:36.611151] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: DOWN (p=12.01%) [2025-09-26T11:07:36.611468] [INFO ] [FORECASTER] Completed predict_future for BBU [2025-09-26T11:07:36.611616] [INFO ] [sig ] BBU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:36.770896] [INFO ] [LOCAL ] Saved forecast: BBU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BBU.txt [2025-09-26T11:07:36.771176] [INFO ] [sig ] [163/2043] Completed BBU in 0.3s | 3.69 sym/s | Total: 44.2s | ETA: 8.5m [2025-09-26T11:07:36.771257] [INFO ] [sig ] [164/2043] Forecasting BBUC... [2025-09-26T11:07:36.771341] [INFO ] [sig ] Generating forecast for: BBUC [2025-09-26T11:07:36.771415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-09-26T11:07:36.781715] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBUC'. [2025-09-26T11:07:36.782065] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-09-26T11:07:36.812285] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:36.813322] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-09-26T11:07:36.813404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:36.813478] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:36.813547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:36.813670] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:36.832865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:36.833750] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:36.833877] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:36.833950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:36.872937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:36.873187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:36.873251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:36.873288] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:36.877161] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=96.82%) [2025-09-26T11:07:36.877495] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-09-26T11:07:36.877680] [INFO ] [sig ] BBUC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:37.027201] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBUC.txt [2025-09-26T11:07:37.027492] [INFO ] [sig ] [164/2043] Completed BBUC in 0.3s | 3.69 sym/s | Total: 44.4s | ETA: 8.5m [2025-09-26T11:07:37.027573] [INFO ] [sig ] [165/2043] Forecasting BBVA... [2025-09-26T11:07:37.027673] [INFO ] [sig ] Generating forecast for: BBVA [2025-09-26T11:07:37.027779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-09-26T11:07:37.037828] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBVA'. [2025-09-26T11:07:37.038174] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-09-26T11:07:37.073506] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:37.074435] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-09-26T11:07:37.074514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:37.074587] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:37.074679] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:37.074782] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:37.092703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:37.093305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:37.093411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:37.093481] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:37.130269] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:37.130448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:37.130497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:37.130532] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:37.134135] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=9.55%) [2025-09-26T11:07:37.134428] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-09-26T11:07:37.134576] [INFO ] [sig ] BBVA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:37.289366] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BBVA.txt [2025-09-26T11:07:37.289696] [INFO ] [sig ] [165/2043] Completed BBVA in 0.3s | 3.69 sym/s | Total: 44.7s | ETA: 8.5m [2025-09-26T11:07:37.289778] [INFO ] [sig ] [166/2043] Forecasting BBW... [2025-09-26T11:07:37.289853] [INFO ] [sig ] Generating forecast for: BBW [2025-09-26T11:07:37.289924] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-09-26T11:07:37.300831] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBW'. [2025-09-26T11:07:37.301210] [INFO ] [FORECASTER] Starting predict_future for BBW [2025-09-26T11:07:37.328413] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:37.329418] [DEBUG] [LOCAL ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt [2025-09-26T11:07:37.329502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:37.329577] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:37.329673] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:37.329779] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:37.348385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:37.349023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:37.349130] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:37.349200] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:37.387343] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:37.387546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:37.387595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:37.387630] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:37.391625] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: UP (p=97.23%) [2025-09-26T11:07:37.392035] [INFO ] [FORECASTER] Completed predict_future for BBW [2025-09-26T11:07:37.392194] [INFO ] [sig ] BBW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:37.548808] [INFO ] [LOCAL ] Saved forecast: BBW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBW.txt [2025-09-26T11:07:37.549134] [INFO ] [sig ] [166/2043] Completed BBW in 0.3s | 3.69 sym/s | Total: 44.9s | ETA: 8.5m [2025-09-26T11:07:37.549217] [INFO ] [sig ] [167/2043] Forecasting BBWI... [2025-09-26T11:07:37.549289] [INFO ] [sig ] Generating forecast for: BBWI [2025-09-26T11:07:37.549362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-09-26T11:07:37.559533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBWI'. [2025-09-26T11:07:37.559943] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-09-26T11:07:37.586758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:37.587598] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-09-26T11:07:37.587698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:37.587772] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:37.587841] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:37.587938] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:37.606300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:37.607024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:37.607136] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:37.607207] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:37.643793] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:37.643955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:37.643998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:37.644031] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:37.647634] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=54.19%) [2025-09-26T11:07:37.647964] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-09-26T11:07:37.648115] [INFO ] [sig ] BBWI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:37.808051] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BBWI.txt [2025-09-26T11:07:37.808356] [INFO ] [sig ] [167/2043] Completed BBWI in 0.3s | 3.69 sym/s | Total: 45.2s | ETA: 8.5m [2025-09-26T11:07:37.808440] [INFO ] [sig ] [168/2043] Forecasting BBY... [2025-09-26T11:07:37.808517] [INFO ] [sig ] Generating forecast for: BBY [2025-09-26T11:07:37.808591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-09-26T11:07:37.819543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BBY'. [2025-09-26T11:07:37.819996] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-09-26T11:07:37.847581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:37.848571] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-09-26T11:07:37.848679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:37.848756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:37.848829] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:37.848935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:37.869161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:37.869902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:37.870019] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:37.870107] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:37.907139] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:37.907321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:37.907370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:37.907405] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:37.911461] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=7.76%) [2025-09-26T11:07:37.911822] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-09-26T11:07:37.911980] [INFO ] [sig ] BBY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:38.070363] [INFO ] [LOCAL ] Saved forecast: BBY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BBY.txt [2025-09-26T11:07:38.070722] [INFO ] [sig ] [168/2043] Completed BBY in 0.3s | 3.70 sym/s | Total: 45.5s | ETA: 8.5m [2025-09-26T11:07:38.070812] [INFO ] [sig ] [169/2043] Forecasting BC... [2025-09-26T11:07:38.070884] [INFO ] [sig ] Generating forecast for: BC [2025-09-26T11:07:38.070959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-09-26T11:07:38.080976] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BC'. [2025-09-26T11:07:38.081377] [INFO ] [FORECASTER] Starting predict_future for BC [2025-09-26T11:07:38.108932] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:38.109882] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-09-26T11:07:38.109963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:38.110038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:38.110108] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:38.110209] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:38.130664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:38.131966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:38.132127] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:38.132239] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:38.167065] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:38.167276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:38.167327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:38.167362] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:38.171333] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: UP (p=92.17%) [2025-09-26T11:07:38.171709] [INFO ] [FORECASTER] Completed predict_future for BC [2025-09-26T11:07:38.171898] [INFO ] [sig ] BC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:38.332223] [INFO ] [LOCAL ] Saved forecast: BC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BC.txt [2025-09-26T11:07:38.332505] [INFO ] [sig ] [169/2043] Completed BC in 0.3s | 3.70 sym/s | Total: 45.7s | ETA: 8.5m [2025-09-26T11:07:38.332586] [INFO ] [sig ] [170/2043] Forecasting BCC... [2025-09-26T11:07:38.332683] [INFO ] [sig ] Generating forecast for: BCC [2025-09-26T11:07:38.332759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-09-26T11:07:38.343254] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCC'. [2025-09-26T11:07:38.343609] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-09-26T11:07:38.370700] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:38.371634] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-09-26T11:07:38.371776] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:38.371853] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:38.371926] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:38.372151] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:38.391570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:38.392357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:38.392469] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:38.392542] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:38.426702] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:38.426890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:38.426950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:38.426989] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:38.430574] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=18.48%) [2025-09-26T11:07:38.430910] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-09-26T11:07:38.431075] [INFO ] [sig ] BCC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:38.589139] [INFO ] [LOCAL ] Saved forecast: BCC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BCC.txt [2025-09-26T11:07:38.589447] [INFO ] [sig ] [170/2043] Completed BCC in 0.3s | 3.70 sym/s | Total: 46.0s | ETA: 8.4m [2025-09-26T11:07:38.589531] [INFO ] [sig ] [171/2043] Forecasting BCE... [2025-09-26T11:07:38.589611] [INFO ] [sig ] Generating forecast for: BCE [2025-09-26T11:07:38.589720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-09-26T11:07:38.599870] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCE'. [2025-09-26T11:07:38.600324] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-09-26T11:07:38.627336] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:38.628280] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-09-26T11:07:38.628362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:38.628436] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:38.628506] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:38.628620] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:38.647639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:38.648550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:38.648686] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:38.648762] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:38.686906] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:38.687136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:38.687195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:38.687232] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:38.691041] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=26.55%) [2025-09-26T11:07:38.691343] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-09-26T11:07:38.691493] [INFO ] [sig ] BCE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:38.846536] [INFO ] [LOCAL ] Saved forecast: BCE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BCE.txt [2025-09-26T11:07:38.846929] [INFO ] [sig ] [171/2043] Completed BCE in 0.3s | 3.70 sym/s | Total: 46.2s | ETA: 8.4m [2025-09-26T11:07:38.847018] [INFO ] [sig ] [172/2043] Forecasting BCS... [2025-09-26T11:07:38.847089] [INFO ] [sig ] Generating forecast for: BCS [2025-09-26T11:07:38.847163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-09-26T11:07:38.857940] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCS'. [2025-09-26T11:07:38.858365] [INFO ] [FORECASTER] Starting predict_future for BCS [2025-09-26T11:07:38.885711] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:38.886617] [DEBUG] [LOCAL ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt [2025-09-26T11:07:38.886747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:38.886868] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:38.886952] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:38.887074] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:38.905267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:38.905941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:38.906065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:38.906154] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:38.948463] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:38.948611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:38.948702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:38.948758] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:38.952329] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=52.17%) [2025-09-26T11:07:38.952616] [INFO ] [FORECASTER] Completed predict_future for BCS [2025-09-26T11:07:38.952793] [INFO ] [sig ] BCS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:39.106638] [INFO ] [LOCAL ] Saved forecast: BCS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BCS.txt [2025-09-26T11:07:39.106982] [INFO ] [sig ] [172/2043] Completed BCS in 0.3s | 3.70 sym/s | Total: 46.5s | ETA: 8.4m [2025-09-26T11:07:39.107066] [INFO ] [sig ] [173/2043] Forecasting BCSF... [2025-09-26T11:07:39.107137] [INFO ] [sig ] Generating forecast for: BCSF [2025-09-26T11:07:39.107215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-09-26T11:07:39.117844] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BCSF'. [2025-09-26T11:07:39.118406] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-09-26T11:07:39.150530] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:39.151458] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-09-26T11:07:39.151540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:39.151614] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:39.151708] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:39.151810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:39.170387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:39.171282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:39.171400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:39.171491] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:39.208191] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:39.208399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:39.208449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:39.208483] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:39.212219] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=98.26%) [2025-09-26T11:07:39.212541] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-09-26T11:07:39.212757] [INFO ] [sig ] BCSF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:39.367396] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BCSF.txt [2025-09-26T11:07:39.367719] [INFO ] [sig ] [173/2043] Completed BCSF in 0.3s | 3.70 sym/s | Total: 46.8s | ETA: 8.4m [2025-09-26T11:07:39.367802] [INFO ] [sig ] [174/2043] Forecasting BDX... [2025-09-26T11:07:39.367878] [INFO ] [sig ] Generating forecast for: BDX [2025-09-26T11:07:39.367965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-09-26T11:07:39.378588] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BDX'. [2025-09-26T11:07:39.379110] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-09-26T11:07:39.407061] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:39.408058] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-09-26T11:07:39.408139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:39.408213] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:39.408284] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:39.408383] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:39.427499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:39.428456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:39.428571] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:39.428665] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:39.469526] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:39.469763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:39.469842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:39.469905] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:39.474339] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=85.86%) [2025-09-26T11:07:39.474803] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-09-26T11:07:39.474977] [INFO ] [sig ] BDX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:39.637117] [INFO ] [LOCAL ] Saved forecast: BDX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BDX.txt [2025-09-26T11:07:39.637394] [INFO ] [sig ] [174/2043] Completed BDX in 0.3s | 3.70 sym/s | Total: 47.0s | ETA: 8.4m [2025-09-26T11:07:39.637474] [INFO ] [sig ] [175/2043] Forecasting BE... [2025-09-26T11:07:39.637549] [INFO ] [sig ] Generating forecast for: BE [2025-09-26T11:07:39.637622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-09-26T11:07:39.647836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BE'. [2025-09-26T11:07:39.648190] [INFO ] [FORECASTER] Starting predict_future for BE [2025-09-26T11:07:39.675317] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:39.676244] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-09-26T11:07:39.676326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:39.676377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:39.676414] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:39.676538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:39.694933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:39.695617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:39.695750] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:39.695833] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:39.733877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:39.734038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:39.734082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:39.734117] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:39.738074] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=40.53%) [2025-09-26T11:07:39.738386] [INFO ] [FORECASTER] Completed predict_future for BE [2025-09-26T11:07:39.738543] [INFO ] [sig ] BE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:39.889611] [INFO ] [LOCAL ] Saved forecast: BE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BE.txt [2025-09-26T11:07:39.889923] [INFO ] [sig ] [175/2043] Completed BE in 0.3s | 3.70 sym/s | Total: 47.3s | ETA: 8.4m [2025-09-26T11:07:39.890024] [INFO ] [sig ] [176/2043] Forecasting BEKE... [2025-09-26T11:07:39.890108] [INFO ] [sig ] Generating forecast for: BEKE [2025-09-26T11:07:39.890206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-09-26T11:07:39.900971] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEKE'. [2025-09-26T11:07:39.901348] [INFO ] [FORECASTER] Starting predict_future for BEKE [2025-09-26T11:07:39.927935] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:39.928940] [DEBUG] [LOCAL ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt [2025-09-26T11:07:39.929022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:39.929111] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:39.929194] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:39.929295] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:39.947543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:39.948401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:39.948514] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:39.948597] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:39.983074] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:39.983246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:39.983292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:39.983327] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:39.987213] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: DOWN (p=22.84%) [2025-09-26T11:07:39.987568] [INFO ] [FORECASTER] Completed predict_future for BEKE [2025-09-26T11:07:39.987827] [INFO ] [sig ] BEKE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:40.153889] [INFO ] [LOCAL ] Saved forecast: BEKE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BEKE.txt [2025-09-26T11:07:40.154184] [INFO ] [sig ] [176/2043] Completed BEKE in 0.3s | 3.70 sym/s | Total: 47.5s | ETA: 8.4m [2025-09-26T11:07:40.154263] [INFO ] [sig ] [177/2043] Forecasting BEN... [2025-09-26T11:07:40.154333] [INFO ] [sig ] Generating forecast for: BEN [2025-09-26T11:07:40.154533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-09-26T11:07:40.168135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEN'. [2025-09-26T11:07:40.168567] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-09-26T11:07:40.196132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:40.197186] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-09-26T11:07:40.197271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:40.197363] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:40.197435] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:40.197537] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:40.217397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:40.218144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:40.218258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:40.218330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:40.252957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:40.253162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:40.253257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:40.253314] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:40.257046] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=14.88%) [2025-09-26T11:07:40.257354] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-09-26T11:07:40.257505] [INFO ] [sig ] BEN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:40.408273] [INFO ] [LOCAL ] Saved forecast: BEN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BEN.txt [2025-09-26T11:07:40.408563] [INFO ] [sig ] [177/2043] Completed BEN in 0.3s | 3.70 sym/s | Total: 47.8s | ETA: 8.4m [2025-09-26T11:07:40.408667] [INFO ] [sig ] [178/2043] Forecasting BEPH... [2025-09-26T11:07:40.408738] [INFO ] [sig ] Generating forecast for: BEPH [2025-09-26T11:07:40.408811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-09-26T11:07:40.418619] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPH'. [2025-09-26T11:07:40.418985] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-09-26T11:07:40.445005] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:40.445961] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-09-26T11:07:40.446044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:40.446146] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:40.446219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:40.446333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:40.464196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:40.465113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:40.465224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:40.465307] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:40.499018] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:40.499205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:40.499253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:40.499287] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:40.503000] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=13.28%) [2025-09-26T11:07:40.503322] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-09-26T11:07:40.503469] [INFO ] [sig ] BEPH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:40.652083] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BEPH.txt [2025-09-26T11:07:40.652465] [INFO ] [sig ] [178/2043] Completed BEPH in 0.2s | 3.70 sym/s | Total: 48.0s | ETA: 8.4m [2025-09-26T11:07:40.652549] [INFO ] [sig ] [179/2043] Forecasting BEPI... [2025-09-26T11:07:40.652631] [INFO ] [sig ] Generating forecast for: BEPI [2025-09-26T11:07:40.652739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-09-26T11:07:40.662565] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPI'. [2025-09-26T11:07:40.663001] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-09-26T11:07:40.690666] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:40.691619] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-09-26T11:07:40.691723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:40.691797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:40.691884] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:40.692005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:40.710897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:40.711926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:40.712053] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:40.712142] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:40.743286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:40.743451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:40.743494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:40.743528] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:40.747293] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=92.77%) [2025-09-26T11:07:40.747586] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-09-26T11:07:40.747758] [INFO ] [sig ] BEPI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:40.900088] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BEPI.txt [2025-09-26T11:07:40.900374] [INFO ] [sig ] [179/2043] Completed BEPI in 0.2s | 3.71 sym/s | Total: 48.3s | ETA: 8.4m [2025-09-26T11:07:40.900473] [INFO ] [sig ] [180/2043] Forecasting BEPJ... [2025-09-26T11:07:40.900553] [INFO ] [sig ] Generating forecast for: BEPJ [2025-09-26T11:07:40.900636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'. [2025-09-26T11:07:40.910492] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BEPJ'. [2025-09-26T11:07:40.910881] [INFO ] [FORECASTER] Starting predict_future for BEPJ [2025-09-26T11:07:40.937179] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:40.938084] [DEBUG] [LOCAL ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt [2025-09-26T11:07:40.938162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:40.938233] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:40.938298] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:40.938393] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:40.957796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:40.958530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:40.958665] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:40.958730] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:40.993495] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:40.993713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:40.993783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:40.993823] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:40.997545] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: DOWN (p=20.05%) [2025-09-26T11:07:40.997971] [INFO ] [FORECASTER] Completed predict_future for BEPJ [2025-09-26T11:07:40.998155] [INFO ] [sig ] BEPJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:41.154201] [INFO ] [LOCAL ] Saved forecast: BEPJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BEPJ.txt [2025-09-26T11:07:41.154498] [INFO ] [sig ] [180/2043] Completed BEPJ in 0.3s | 3.71 sym/s | Total: 48.5s | ETA: 8.4m [2025-09-26T11:07:41.154578] [INFO ] [sig ] [181/2043] Forecasting BFH... [2025-09-26T11:07:41.154675] [INFO ] [sig ] Generating forecast for: BFH [2025-09-26T11:07:41.154748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-09-26T11:07:41.169110] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFH'. [2025-09-26T11:07:41.169514] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-09-26T11:07:41.197307] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:41.198225] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-09-26T11:07:41.198318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:41.198391] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:41.198461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:41.198561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:41.218119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:41.219023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:41.219153] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:41.219228] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:41.261713] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:41.261926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:41.261976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:41.262012] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:41.265978] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=92.06%) [2025-09-26T11:07:41.266324] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-09-26T11:07:41.266481] [INFO ] [sig ] BFH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:41.423529] [INFO ] [LOCAL ] Saved forecast: BFH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BFH.txt [2025-09-26T11:07:41.423839] [INFO ] [sig ] [181/2043] Completed BFH in 0.3s | 3.71 sym/s | Total: 48.8s | ETA: 8.4m [2025-09-26T11:07:41.423927] [INFO ] [sig ] [182/2043] Forecasting BFK... [2025-09-26T11:07:41.423997] [INFO ] [sig ] Generating forecast for: BFK [2025-09-26T11:07:41.424068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-09-26T11:07:41.434781] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFK'. [2025-09-26T11:07:41.435136] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-09-26T11:07:41.461593] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:41.462541] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-09-26T11:07:41.462621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:41.462720] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:41.462788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:41.462894] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:41.481962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:41.482823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:41.482939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:41.483008] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:41.520911] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:41.521121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:41.521168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:41.521203] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:41.525099] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=94.84%) [2025-09-26T11:07:41.525484] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-09-26T11:07:41.525678] [INFO ] [sig ] BFK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:41.677242] [INFO ] [LOCAL ] Saved forecast: BFK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BFK.txt [2025-09-26T11:07:41.677613] [INFO ] [sig ] [182/2043] Completed BFK in 0.3s | 3.71 sym/s | Total: 49.1s | ETA: 8.4m [2025-09-26T11:07:41.677732] [INFO ] [sig ] [183/2043] Forecasting BFLY... [2025-09-26T11:07:41.677815] [INFO ] [sig ] Generating forecast for: BFLY [2025-09-26T11:07:41.677902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-09-26T11:07:41.689263] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFLY'. [2025-09-26T11:07:41.689681] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-09-26T11:07:41.715883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:41.716788] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-09-26T11:07:41.716921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:41.716997] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:41.717067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:41.717177] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:41.735417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:41.736059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:41.736165] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:41.736235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:41.774338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:41.774506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:41.774550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:41.774584] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:41.778077] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=79.87%) [2025-09-26T11:07:41.778373] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-09-26T11:07:41.778526] [INFO ] [sig ] BFLY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:41.934911] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BFLY.txt [2025-09-26T11:07:41.935209] [INFO ] [sig ] [183/2043] Completed BFLY in 0.3s | 3.71 sym/s | Total: 49.3s | ETA: 8.4m [2025-09-26T11:07:41.935304] [INFO ] [sig ] [184/2043] Forecasting BFS... [2025-09-26T11:07:41.935521] [INFO ] [sig ] Generating forecast for: BFS [2025-09-26T11:07:41.935608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'. [2025-09-26T11:07:41.945998] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFS'. [2025-09-26T11:07:41.946557] [INFO ] [FORECASTER] Starting predict_future for BFS [2025-09-26T11:07:41.975773] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:41.976776] [DEBUG] [LOCAL ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt [2025-09-26T11:07:41.976884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:41.977057] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:41.977238] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:41.977374] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:41.997966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:41.998831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:41.998948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:41.999022] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:42.036577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:42.036811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:42.036920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:42.036960] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:42.040877] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=10.06%) [2025-09-26T11:07:42.041200] [INFO ] [FORECASTER] Completed predict_future for BFS [2025-09-26T11:07:42.041361] [INFO ] [sig ] BFS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:42.194614] [INFO ] [LOCAL ] Saved forecast: BFS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BFS.txt [2025-09-26T11:07:42.194892] [INFO ] [sig ] [184/2043] Completed BFS in 0.3s | 3.71 sym/s | Total: 49.6s | ETA: 8.3m [2025-09-26T11:07:42.194971] [INFO ] [sig ] [185/2043] Forecasting BFZ... [2025-09-26T11:07:42.195041] [INFO ] [sig ] Generating forecast for: BFZ [2025-09-26T11:07:42.195112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-09-26T11:07:42.206693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BFZ'. [2025-09-26T11:07:42.207170] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-09-26T11:07:42.234481] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:42.235404] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-09-26T11:07:42.235486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:42.235562] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:42.235636] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:42.235772] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:42.254492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:42.255288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:42.255402] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:42.255474] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:42.295795] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:42.296014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:42.296068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:42.296104] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:42.304081] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=23.75%) [2025-09-26T11:07:42.304490] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-09-26T11:07:42.304699] [INFO ] [sig ] BFZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:42.461941] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BFZ.txt [2025-09-26T11:07:42.462282] [INFO ] [sig ] [185/2043] Completed BFZ in 0.3s | 3.71 sym/s | Total: 49.9s | ETA: 8.3m [2025-09-26T11:07:42.462385] [INFO ] [sig ] [186/2043] Forecasting BG... [2025-09-26T11:07:42.462484] [INFO ] [sig ] Generating forecast for: BG [2025-09-26T11:07:42.462568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-09-26T11:07:42.474771] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BG'. [2025-09-26T11:07:42.475181] [INFO ] [FORECASTER] Starting predict_future for BG [2025-09-26T11:07:42.504308] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:42.505242] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-09-26T11:07:42.505364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:42.505440] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:42.505511] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:42.505611] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:42.524546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:42.525224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:42.525334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:42.525405] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:42.564744] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:42.564964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:42.565067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:42.565119] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:42.569195] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=17.39%) [2025-09-26T11:07:42.569490] [INFO ] [FORECASTER] Completed predict_future for BG [2025-09-26T11:07:42.569679] [INFO ] [sig ] BG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:42.722905] [INFO ] [LOCAL ] Saved forecast: BG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BG.txt [2025-09-26T11:07:42.723215] [INFO ] [sig ] [186/2043] Completed BG in 0.3s | 3.71 sym/s | Total: 50.1s | ETA: 8.3m [2025-09-26T11:07:42.723295] [INFO ] [sig ] [187/2043] Forecasting BGB... [2025-09-26T11:07:42.723367] [INFO ] [sig ] Generating forecast for: BGB [2025-09-26T11:07:42.723439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-09-26T11:07:42.734074] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGB'. [2025-09-26T11:07:42.734416] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-09-26T11:07:42.761367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:42.762277] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-09-26T11:07:42.762359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:42.762433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:42.762502] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:42.762602] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:42.781351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:42.782142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:42.782256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:42.782327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:42.822204] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:42.822380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:42.822426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:42.822459] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:42.826085] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=91.00%) [2025-09-26T11:07:42.826377] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-09-26T11:07:42.826525] [INFO ] [sig ] BGB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:43.005454] [INFO ] [LOCAL ] Saved forecast: BGB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BGB.txt [2025-09-26T11:07:43.005787] [INFO ] [sig ] [187/2043] Completed BGB in 0.3s | 3.71 sym/s | Total: 50.4s | ETA: 8.3m [2025-09-26T11:07:43.005872] [INFO ] [sig ] [188/2043] Forecasting BGH... [2025-09-26T11:07:43.005953] [INFO ] [sig ] Generating forecast for: BGH [2025-09-26T11:07:43.006041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-09-26T11:07:43.016630] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGH'. [2025-09-26T11:07:43.017093] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-09-26T11:07:43.047522] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:43.048484] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-09-26T11:07:43.048567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:43.048663] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:43.048739] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:43.048841] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:43.068073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:43.068759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:43.068868] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:43.068940] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:43.107124] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:43.107285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:43.107356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:43.107420] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:43.110997] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=99.13%) [2025-09-26T11:07:43.111285] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-09-26T11:07:43.111431] [INFO ] [sig ] BGH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:43.266881] [INFO ] [LOCAL ] Saved forecast: BGH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BGH.txt [2025-09-26T11:07:43.267209] [INFO ] [sig ] [188/2043] Completed BGH in 0.3s | 3.71 sym/s | Total: 50.7s | ETA: 8.3m [2025-09-26T11:07:43.267309] [INFO ] [sig ] [189/2043] Forecasting BGR... [2025-09-26T11:07:43.267407] [INFO ] [sig ] Generating forecast for: BGR [2025-09-26T11:07:43.267505] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'. [2025-09-26T11:07:43.278836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGR'. [2025-09-26T11:07:43.279206] [INFO ] [FORECASTER] Starting predict_future for BGR [2025-09-26T11:07:43.306906] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:43.307802] [DEBUG] [LOCAL ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt [2025-09-26T11:07:43.307883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:43.307936] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:43.307999] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:43.308100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:43.329876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:43.330688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:43.330802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:43.330879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:43.369441] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:43.369705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:43.369780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:43.369820] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:43.373803] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: DOWN (p=38.54%) [2025-09-26T11:07:43.374104] [INFO ] [FORECASTER] Completed predict_future for BGR [2025-09-26T11:07:43.374254] [INFO ] [sig ] BGR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:43.531361] [INFO ] [LOCAL ] Saved forecast: BGR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BGR.txt [2025-09-26T11:07:43.531687] [INFO ] [sig ] [189/2043] Completed BGR in 0.3s | 3.71 sym/s | Total: 50.9s | ETA: 8.3m [2025-09-26T11:07:43.531783] [INFO ] [sig ] [190/2043] Forecasting BGS... [2025-09-26T11:07:43.531862] [INFO ] [sig ] Generating forecast for: BGS [2025-09-26T11:07:43.531952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-09-26T11:07:43.542335] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGS'. [2025-09-26T11:07:43.542688] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-09-26T11:07:43.569797] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:43.570683] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-09-26T11:07:43.570764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:43.570824] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:43.570863] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:43.570985] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:43.590250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:43.590964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:43.591075] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:43.591146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:43.628983] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:43.629112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:43.629156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:43.629191] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:43.632871] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: UP (p=60.26%) [2025-09-26T11:07:43.633203] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-09-26T11:07:43.633357] [INFO ] [sig ] BGS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:43.793308] [INFO ] [LOCAL ] Saved forecast: BGS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BGS.txt [2025-09-26T11:07:43.793693] [INFO ] [sig ] [190/2043] Completed BGS in 0.3s | 3.71 sym/s | Total: 51.2s | ETA: 8.3m [2025-09-26T11:07:43.793801] [INFO ] [sig ] [191/2043] Forecasting BGX... [2025-09-26T11:07:43.793886] [INFO ] [sig ] Generating forecast for: BGX [2025-09-26T11:07:43.793973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-09-26T11:07:43.806160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGX'. [2025-09-26T11:07:43.806524] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-09-26T11:07:43.834502] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:43.835418] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-09-26T11:07:43.835498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:43.835584] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:43.835701] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:43.835801] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:43.855278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:43.856158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:43.856274] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:43.856359] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:43.895364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:43.895530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:43.895576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:43.895611] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:43.899224] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=51.55%) [2025-09-26T11:07:43.899509] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-09-26T11:07:43.899681] [INFO ] [sig ] BGX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:44.049030] [INFO ] [LOCAL ] Saved forecast: BGX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BGX.txt [2025-09-26T11:07:44.049400] [INFO ] [sig ] [191/2043] Completed BGX in 0.3s | 3.71 sym/s | Total: 51.4s | ETA: 8.3m [2025-09-26T11:07:44.049484] [INFO ] [sig ] [192/2043] Forecasting BGY... [2025-09-26T11:07:44.049555] [INFO ] [sig ] Generating forecast for: BGY [2025-09-26T11:07:44.049676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-09-26T11:07:44.059941] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BGY'. [2025-09-26T11:07:44.060300] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-09-26T11:07:44.087134] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:44.088115] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-09-26T11:07:44.088196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:44.088269] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:44.088352] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:44.088489] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:44.107094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:44.107920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:44.108031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:44.108114] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:44.148422] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:44.148596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:44.148664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:44.148733] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:44.152276] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: UP (p=91.33%) [2025-09-26T11:07:44.152569] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-09-26T11:07:44.152749] [INFO ] [sig ] BGY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:44.301355] [INFO ] [LOCAL ] Saved forecast: BGY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BGY.txt [2025-09-26T11:07:44.301737] [INFO ] [sig ] [192/2043] Completed BGY in 0.3s | 3.71 sym/s | Total: 51.7s | ETA: 8.3m [2025-09-26T11:07:44.301822] [INFO ] [sig ] [193/2043] Forecasting BH... [2025-09-26T11:07:44.301906] [INFO ] [sig ] Generating forecast for: BH [2025-09-26T11:07:44.301994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-09-26T11:07:44.312282] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BH'. [2025-09-26T11:07:44.312633] [INFO ] [FORECASTER] Starting predict_future for BH [2025-09-26T11:07:44.338624] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:44.339488] [DEBUG] [LOCAL ] No optimal features file found for BH: ./output/feature-sets/BH.txt [2025-09-26T11:07:44.339568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:44.339662] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:44.339749] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:44.339881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:44.358272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:44.358954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:44.359061] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:44.359144] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:44.398937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:44.399148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:44.399199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:44.399233] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:44.402955] [DEBUG] [FORECASTER] BH: Forecast T+1@11:T+2@11: DOWN (p=15.01%) [2025-09-26T11:07:44.403249] [INFO ] [FORECASTER] Completed predict_future for BH [2025-09-26T11:07:44.403399] [INFO ] [sig ] BH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:44.562465] [INFO ] [LOCAL ] Saved forecast: BH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BH.txt [2025-09-26T11:07:44.562840] [INFO ] [sig ] [193/2043] Completed BH in 0.3s | 3.71 sym/s | Total: 52.0s | ETA: 8.3m [2025-09-26T11:07:44.562946] [INFO ] [sig ] [194/2043] Forecasting BHC... [2025-09-26T11:07:44.563042] [INFO ] [sig ] Generating forecast for: BHC [2025-09-26T11:07:44.563141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-09-26T11:07:44.578670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHC'. [2025-09-26T11:07:44.579052] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-09-26T11:07:44.608739] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:44.609626] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-09-26T11:07:44.609730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:44.609804] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:44.609890] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:44.610064] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:44.629493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:44.630315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:44.630481] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:44.630572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:44.670035] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:44.670236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:44.670284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:44.670319] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:44.674106] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=71.53%) [2025-09-26T11:07:44.674398] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-09-26T11:07:44.674551] [INFO ] [sig ] BHC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:44.823692] [INFO ] [LOCAL ] Saved forecast: BHC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BHC.txt [2025-09-26T11:07:44.823985] [INFO ] [sig ] [194/2043] Completed BHC in 0.3s | 3.72 sym/s | Total: 52.2s | ETA: 8.3m [2025-09-26T11:07:44.824064] [INFO ] [sig ] [195/2043] Forecasting BHE... [2025-09-26T11:07:44.824134] [INFO ] [sig ] Generating forecast for: BHE [2025-09-26T11:07:44.824212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-09-26T11:07:44.834682] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHE'. [2025-09-26T11:07:44.835034] [INFO ] [FORECASTER] Starting predict_future for BHE [2025-09-26T11:07:44.863202] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:44.864155] [DEBUG] [LOCAL ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt [2025-09-26T11:07:44.864240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:44.864316] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:44.864387] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:44.864490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:44.884001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:44.885105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:44.885232] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:44.885314] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:44.923063] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:44.923220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:44.923265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:44.923298] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:44.926807] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: DOWN (p=47.99%) [2025-09-26T11:07:44.927164] [INFO ] [FORECASTER] Completed predict_future for BHE [2025-09-26T11:07:44.927318] [INFO ] [sig ] BHE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:45.075776] [INFO ] [LOCAL ] Saved forecast: BHE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BHE.txt [2025-09-26T11:07:45.076103] [INFO ] [sig ] [195/2043] Completed BHE in 0.3s | 3.72 sym/s | Total: 52.5s | ETA: 8.3m [2025-09-26T11:07:45.076183] [INFO ] [sig ] [196/2043] Forecasting BHK... [2025-09-26T11:07:45.076255] [INFO ] [sig ] Generating forecast for: BHK [2025-09-26T11:07:45.076328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-09-26T11:07:45.086734] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHK'. [2025-09-26T11:07:45.087156] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-09-26T11:07:45.113312] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:45.114236] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-09-26T11:07:45.114317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:45.114390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:45.114475] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:45.114607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:45.133393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:45.134125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:45.134244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:45.134327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:45.175705] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:45.175858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:45.175932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:45.175977] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:45.179481] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=11.09%) [2025-09-26T11:07:45.179813] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-09-26T11:07:45.179973] [INFO ] [sig ] BHK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:45.341168] [INFO ] [LOCAL ] Saved forecast: BHK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BHK.txt [2025-09-26T11:07:45.341733] [INFO ] [sig ] [196/2043] Completed BHK in 0.3s | 3.72 sym/s | Total: 52.7s | ETA: 8.3m [2025-09-26T11:07:45.341827] [INFO ] [sig ] [197/2043] Forecasting BHP... [2025-09-26T11:07:45.341900] [INFO ] [sig ] Generating forecast for: BHP [2025-09-26T11:07:45.341990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-09-26T11:07:45.363123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHP'. [2025-09-26T11:07:45.363752] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-09-26T11:07:45.390778] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:45.391672] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-09-26T11:07:45.391753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:45.391826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:45.391894] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:45.391993] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:45.410409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:45.411199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:45.411317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:45.411385] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:45.452325] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:45.452514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:45.452590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:45.452676] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:45.456749] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: DOWN (p=11.72%) [2025-09-26T11:07:45.457172] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-09-26T11:07:45.457360] [INFO ] [sig ] BHP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:45.613961] [INFO ] [LOCAL ] Saved forecast: BHP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BHP.txt [2025-09-26T11:07:45.614342] [INFO ] [sig ] [197/2043] Completed BHP in 0.3s | 3.72 sym/s | Total: 53.0s | ETA: 8.3m [2025-09-26T11:07:45.614429] [INFO ] [sig ] [198/2043] Forecasting BHR... [2025-09-26T11:07:45.614513] [INFO ] [sig ] Generating forecast for: BHR [2025-09-26T11:07:45.614601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'. [2025-09-26T11:07:45.626211] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHR'. [2025-09-26T11:07:45.626612] [INFO ] [FORECASTER] Starting predict_future for BHR [2025-09-26T11:07:45.654791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:45.655736] [DEBUG] [LOCAL ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt [2025-09-26T11:07:45.655818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:45.655891] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:45.655961] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:45.656081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:45.677163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:45.678633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:45.678822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:45.678898] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:45.729953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:45.730238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:45.730290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:45.730327] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:45.734717] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=49.62%) [2025-09-26T11:07:45.735103] [INFO ] [FORECASTER] Completed predict_future for BHR [2025-09-26T11:07:45.735291] [INFO ] [sig ] BHR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:45.897485] [INFO ] [LOCAL ] Saved forecast: BHR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BHR.txt [2025-09-26T11:07:45.897985] [INFO ] [sig ] [198/2043] Completed BHR in 0.3s | 3.72 sym/s | Total: 53.3s | ETA: 8.3m [2025-09-26T11:07:45.898079] [INFO ] [sig ] [199/2043] Forecasting BHVN... [2025-09-26T11:07:45.898160] [INFO ] [sig ] Generating forecast for: BHVN [2025-09-26T11:07:45.898241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-09-26T11:07:45.910744] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BHVN'. [2025-09-26T11:07:45.911224] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-09-26T11:07:45.940963] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:45.942065] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-09-26T11:07:45.942155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:45.942235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:45.942309] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:45.942418] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:45.962559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:45.963301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:45.963431] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:45.963506] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:46.010169] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:46.010450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:46.010505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:46.010540] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:46.015138] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=97.61%) [2025-09-26T11:07:46.015505] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-09-26T11:07:46.015744] [INFO ] [sig ] BHVN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:46.178507] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BHVN.txt [2025-09-26T11:07:46.178994] [INFO ] [sig ] [199/2043] Completed BHVN in 0.3s | 3.71 sym/s | Total: 53.6s | ETA: 8.3m [2025-09-26T11:07:46.179081] [INFO ] [sig ] [200/2043] Forecasting BILL... [2025-09-26T11:07:46.179155] [INFO ] [sig ] Generating forecast for: BILL [2025-09-26T11:07:46.179231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-09-26T11:07:46.192216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BILL'. [2025-09-26T11:07:46.192708] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-09-26T11:07:46.220241] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:46.221268] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-09-26T11:07:46.221351] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:46.221444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:46.221531] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:46.221677] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:46.240838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:46.241568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:46.241700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:46.241814] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:46.278687] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:46.278828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:46.278873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:46.278927] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:46.282672] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=95.35%) [2025-09-26T11:07:46.282999] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-09-26T11:07:46.283151] [INFO ] [sig ] BILL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:46.437512] [INFO ] [LOCAL ] Saved forecast: BILL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BILL.txt [2025-09-26T11:07:46.438016] [INFO ] [sig ] [200/2043] Completed BILL in 0.3s | 3.72 sym/s | Total: 53.8s | ETA: 8.3m [2025-09-26T11:07:46.438107] [INFO ] [sig ] [201/2043] Forecasting BIO... [2025-09-26T11:07:46.438196] [INFO ] [sig ] Generating forecast for: BIO [2025-09-26T11:07:46.438290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-09-26T11:07:46.450349] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIO'. [2025-09-26T11:07:46.451061] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-09-26T11:07:46.478990] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:46.480121] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-09-26T11:07:46.480242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:46.480341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:46.480429] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:46.480564] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:46.501330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:46.502701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:46.502847] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:46.502924] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:46.538851] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:46.539086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:46.539140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:46.539173] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:46.543365] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=14.43%) [2025-09-26T11:07:46.543715] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-09-26T11:07:46.543904] [INFO ] [sig ] BIO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:46.702327] [INFO ] [LOCAL ] Saved forecast: BIO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BIO.txt [2025-09-26T11:07:46.702727] [INFO ] [sig ] [201/2043] Completed BIO in 0.3s | 3.72 sym/s | Total: 54.1s | ETA: 8.3m [2025-09-26T11:07:46.702812] [INFO ] [sig ] [202/2043] Forecasting BIP... [2025-09-26T11:07:46.702900] [INFO ] [sig ] Generating forecast for: BIP [2025-09-26T11:07:46.702989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-09-26T11:07:46.715241] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIP'. [2025-09-26T11:07:46.715617] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-09-26T11:07:46.742129] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:46.743007] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-09-26T11:07:46.743089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:46.743163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:46.743231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:46.743331] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:46.762366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:46.763201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:46.763320] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:46.763392] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:46.803228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:46.803390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:46.803435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:46.803469] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:46.807291] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=13.93%) [2025-09-26T11:07:46.807683] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-09-26T11:07:46.807859] [INFO ] [sig ] BIP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:46.959195] [INFO ] [LOCAL ] Saved forecast: BIP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BIP.txt [2025-09-26T11:07:46.959509] [INFO ] [sig ] [202/2043] Completed BIP in 0.3s | 3.72 sym/s | Total: 54.4s | ETA: 8.3m [2025-09-26T11:07:46.959590] [INFO ] [sig ] [203/2043] Forecasting BIPC... [2025-09-26T11:07:46.959684] [INFO ] [sig ] Generating forecast for: BIPC [2025-09-26T11:07:46.959757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-09-26T11:07:46.969985] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPC'. [2025-09-26T11:07:46.970313] [INFO ] [FORECASTER] Starting predict_future for BIPC [2025-09-26T11:07:46.996331] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:46.997212] [DEBUG] [LOCAL ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt [2025-09-26T11:07:46.997291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:46.997364] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:46.997433] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:46.997534] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:47.015370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:47.016117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:47.016230] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:47.016301] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:47.053459] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:47.053685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:47.053777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:47.053817] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:47.057522] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: DOWN (p=19.48%) [2025-09-26T11:07:47.057852] [INFO ] [FORECASTER] Completed predict_future for BIPC [2025-09-26T11:07:47.058017] [INFO ] [sig ] BIPC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:47.208363] [INFO ] [LOCAL ] Saved forecast: BIPC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BIPC.txt [2025-09-26T11:07:47.208735] [INFO ] [sig ] [203/2043] Completed BIPC in 0.2s | 3.72 sym/s | Total: 54.6s | ETA: 8.2m [2025-09-26T11:07:47.208821] [INFO ] [sig ] [204/2043] Forecasting BIPH... [2025-09-26T11:07:47.208894] [INFO ] [sig ] Generating forecast for: BIPH [2025-09-26T11:07:47.208970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-09-26T11:07:47.219122] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPH'. [2025-09-26T11:07:47.219606] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-09-26T11:07:47.246488] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:47.247509] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-09-26T11:07:47.247595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:47.247693] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:47.247765] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:47.247867] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:47.266094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:47.267084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:47.267207] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:47.267278] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:47.302803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:47.303013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:47.303060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:47.303094] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:47.306948] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=1.39%) [2025-09-26T11:07:47.307318] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-09-26T11:07:47.307483] [INFO ] [sig ] BIPH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:47.462089] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BIPH.txt [2025-09-26T11:07:47.462416] [INFO ] [sig ] [204/2043] Completed BIPH in 0.3s | 3.72 sym/s | Total: 54.9s | ETA: 8.2m [2025-09-26T11:07:47.462498] [INFO ] [sig ] [205/2043] Forecasting BIPI... [2025-09-26T11:07:47.462569] [INFO ] [sig ] Generating forecast for: BIPI [2025-09-26T11:07:47.462662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-09-26T11:07:47.472722] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPI'. [2025-09-26T11:07:47.473200] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-09-26T11:07:47.501216] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:47.502280] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-09-26T11:07:47.502370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:47.502443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:47.502529] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:47.502631] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:47.520414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:47.521356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:47.521476] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:47.521548] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:47.558355] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:47.558569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:47.558617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:47.558687] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:47.563008] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: UP (p=97.06%) [2025-09-26T11:07:47.563443] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-09-26T11:07:47.563614] [INFO ] [sig ] BIPI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:47.721998] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BIPI.txt [2025-09-26T11:07:47.722322] [INFO ] [sig ] [205/2043] Completed BIPI in 0.3s | 3.72 sym/s | Total: 55.1s | ETA: 8.2m [2025-09-26T11:07:47.722404] [INFO ] [sig ] [206/2043] Forecasting BIPJ... [2025-09-26T11:07:47.722474] [INFO ] [sig ] Generating forecast for: BIPJ [2025-09-26T11:07:47.722547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'. [2025-09-26T11:07:47.732059] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIPJ'. [2025-09-26T11:07:47.732454] [INFO ] [FORECASTER] Starting predict_future for BIPJ [2025-09-26T11:07:47.762488] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:47.763573] [DEBUG] [LOCAL ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt [2025-09-26T11:07:47.763680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:47.763758] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:47.763830] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:47.763934] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:47.782552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:47.783315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:47.783432] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:47.783505] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:47.821934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:47.822149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:47.822212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:47.822253] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:47.826214] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: DOWN (p=13.68%) [2025-09-26T11:07:47.826542] [INFO ] [FORECASTER] Completed predict_future for BIPJ [2025-09-26T11:07:47.826749] [INFO ] [sig ] BIPJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:47.986781] [INFO ] [LOCAL ] Saved forecast: BIPJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BIPJ.txt [2025-09-26T11:07:47.987104] [INFO ] [sig ] [206/2043] Completed BIPJ in 0.3s | 3.72 sym/s | Total: 55.4s | ETA: 8.2m [2025-09-26T11:07:47.987184] [INFO ] [sig ] [207/2043] Forecasting BIRK... [2025-09-26T11:07:47.987255] [INFO ] [sig ] Generating forecast for: BIRK [2025-09-26T11:07:47.987329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-09-26T11:07:47.997690] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIRK'. [2025-09-26T11:07:47.998003] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-09-26T11:07:48.024809] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:48.025603] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-09-26T11:07:48.025704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:48.025777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:48.025847] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:48.025947] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:48.044513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:48.045150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:48.045258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:48.045333] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:48.082289] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:48.082406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:48.082449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:48.082483] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:48.085982] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: UP (p=74.22%) [2025-09-26T11:07:48.086276] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-09-26T11:07:48.086421] [INFO ] [sig ] BIRK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:48.232691] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BIRK.txt [2025-09-26T11:07:48.233021] [INFO ] [sig ] [207/2043] Completed BIRK in 0.2s | 3.72 sym/s | Total: 55.6s | ETA: 8.2m [2025-09-26T11:07:48.233112] [INFO ] [sig ] [208/2043] Forecasting BIT... [2025-09-26T11:07:48.233183] [INFO ] [sig ] Generating forecast for: BIT [2025-09-26T11:07:48.233255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'. [2025-09-26T11:07:48.243509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BIT'. [2025-09-26T11:07:48.243846] [INFO ] [FORECASTER] Starting predict_future for BIT [2025-09-26T11:07:48.270401] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:48.271317] [DEBUG] [LOCAL ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt [2025-09-26T11:07:48.271400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:48.271471] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:48.271539] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:48.271638] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:48.289558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:48.290163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:48.290268] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:48.290338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:48.324695] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:48.324802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:48.324843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:48.324875] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:48.328035] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: UP (p=75.65%) [2025-09-26T11:07:48.328360] [INFO ] [FORECASTER] Completed predict_future for BIT [2025-09-26T11:07:48.328540] [INFO ] [sig ] BIT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:48.478466] [INFO ] [LOCAL ] Saved forecast: BIT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BIT.txt [2025-09-26T11:07:48.478757] [INFO ] [sig ] [208/2043] Completed BIT in 0.2s | 3.72 sym/s | Total: 55.9s | ETA: 8.2m [2025-09-26T11:07:48.478839] [INFO ] [sig ] [209/2043] Forecasting BJ... [2025-09-26T11:07:48.478938] [INFO ] [sig ] Generating forecast for: BJ [2025-09-26T11:07:48.479012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-09-26T11:07:48.489252] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BJ'. [2025-09-26T11:07:48.489612] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-09-26T11:07:48.516005] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:48.516922] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-09-26T11:07:48.517001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:48.517073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:48.517142] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:48.517240] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:48.536285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:48.536987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:48.537093] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:48.537163] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:48.577443] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:48.577688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:48.577761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:48.577798] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:48.581743] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=77.90%) [2025-09-26T11:07:48.582083] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-09-26T11:07:48.582242] [INFO ] [sig ] BJ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:48.732307] [INFO ] [LOCAL ] Saved forecast: BJ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BJ.txt [2025-09-26T11:07:48.732545] [INFO ] [sig ] [209/2043] Completed BJ in 0.3s | 3.72 sym/s | Total: 56.1s | ETA: 8.2m [2025-09-26T11:07:48.732674] [INFO ] [sig ] [210/2043] Forecasting BK... [2025-09-26T11:07:48.732741] [INFO ] [sig ] Generating forecast for: BK [2025-09-26T11:07:48.732809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-09-26T11:07:48.743671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BK'. [2025-09-26T11:07:48.744007] [INFO ] [FORECASTER] Starting predict_future for BK [2025-09-26T11:07:48.769585] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:48.770403] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-09-26T11:07:48.770483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:48.770557] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:48.770626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:48.770745] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:48.788736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:48.789363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:48.789470] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:48.789540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:48.828344] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:48.828469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:48.828509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:48.828561] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:48.831956] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=80.43%) [2025-09-26T11:07:48.832239] [INFO ] [FORECASTER] Completed predict_future for BK [2025-09-26T11:07:48.832380] [INFO ] [sig ] BK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:48.981866] [INFO ] [LOCAL ] Saved forecast: BK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BK.txt [2025-09-26T11:07:48.982141] [INFO ] [sig ] [210/2043] Completed BK in 0.2s | 3.73 sym/s | Total: 56.4s | ETA: 8.2m [2025-09-26T11:07:48.982223] [INFO ] [sig ] [211/2043] Forecasting BKD... [2025-09-26T11:07:48.982321] [INFO ] [sig ] Generating forecast for: BKD [2025-09-26T11:07:48.982394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-09-26T11:07:48.991955] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKD'. [2025-09-26T11:07:48.992265] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-09-26T11:07:49.018826] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:49.019720] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-09-26T11:07:49.019801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:49.019875] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:49.019961] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:49.020094] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:49.038729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:49.039564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:49.039748] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:49.039849] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:49.089478] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:49.089739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:49.089846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:49.089923] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:49.094846] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-09-26T11:07:49.095213] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-09-26T11:07:49.095391] [INFO ] [sig ] BKD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:49.247962] [INFO ] [LOCAL ] Saved forecast: BKD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BKD.txt [2025-09-26T11:07:49.248276] [INFO ] [sig ] [211/2043] Completed BKD in 0.3s | 3.73 sym/s | Total: 56.6s | ETA: 8.2m [2025-09-26T11:07:49.248357] [INFO ] [sig ] [212/2043] Forecasting BKE... [2025-09-26T11:07:49.248431] [INFO ] [sig ] Generating forecast for: BKE [2025-09-26T11:07:49.248507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-09-26T11:07:49.259414] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKE'. [2025-09-26T11:07:49.260037] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-09-26T11:07:49.288220] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:49.289229] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-09-26T11:07:49.289315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:49.289391] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:49.289462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:49.289583] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:49.309121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:49.310007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:49.310129] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:49.310200] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:49.351469] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:49.351711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:49.351783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:49.351823] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:49.355934] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=4.43%) [2025-09-26T11:07:49.356374] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-09-26T11:07:49.356538] [INFO ] [sig ] BKE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:49.514784] [INFO ] [LOCAL ] Saved forecast: BKE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BKE.txt [2025-09-26T11:07:49.515100] [INFO ] [sig ] [212/2043] Completed BKE in 0.3s | 3.73 sym/s | Total: 56.9s | ETA: 8.2m [2025-09-26T11:07:49.515199] [INFO ] [sig ] [213/2043] Forecasting BKH... [2025-09-26T11:07:49.515274] [INFO ] [sig ] Generating forecast for: BKH [2025-09-26T11:07:49.515377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-09-26T11:07:49.525945] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKH'. [2025-09-26T11:07:49.526478] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-09-26T11:07:49.553529] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:49.554416] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-09-26T11:07:49.554496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:49.554570] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:49.554663] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:49.554769] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:49.573452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:49.574217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:49.574332] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:49.574404] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:49.616221] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:49.616431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:49.616497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:49.616571] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:49.620490] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=8.59%) [2025-09-26T11:07:49.620891] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-09-26T11:07:49.621060] [INFO ] [sig ] BKH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:49.775938] [INFO ] [LOCAL ] Saved forecast: BKH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BKH.txt [2025-09-26T11:07:49.776249] [INFO ] [sig ] [213/2043] Completed BKH in 0.3s | 3.73 sym/s | Total: 57.2s | ETA: 8.2m [2025-09-26T11:07:49.776332] [INFO ] [sig ] [214/2043] Forecasting BKKT... [2025-09-26T11:07:49.776405] [INFO ] [sig ] Generating forecast for: BKKT [2025-09-26T11:07:49.776480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-09-26T11:07:49.787401] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKKT'. [2025-09-26T11:07:49.787922] [INFO ] [FORECASTER] Starting predict_future for BKKT [2025-09-26T11:07:49.816116] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:49.817104] [DEBUG] [LOCAL ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt [2025-09-26T11:07:49.817184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:49.817259] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:49.817330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:49.817431] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:49.835595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:49.836329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:49.836441] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:49.836513] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:49.873597] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:49.873903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:49.873998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:49.874046] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:49.877870] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=84.29%) [2025-09-26T11:07:49.878193] [INFO ] [FORECASTER] Completed predict_future for BKKT [2025-09-26T11:07:49.878361] [INFO ] [sig ] BKKT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:50.035471] [INFO ] [LOCAL ] Saved forecast: BKKT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BKKT.txt [2025-09-26T11:07:50.035805] [INFO ] [sig ] [214/2043] Completed BKKT in 0.3s | 3.73 sym/s | Total: 57.4s | ETA: 8.2m [2025-09-26T11:07:50.035890] [INFO ] [sig ] [215/2043] Forecasting BKN... [2025-09-26T11:07:50.035960] [INFO ] [sig ] Generating forecast for: BKN [2025-09-26T11:07:50.036035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-09-26T11:07:50.046517] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKN'. [2025-09-26T11:07:50.046946] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-09-26T11:07:50.073895] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:50.074797] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-09-26T11:07:50.074876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:50.074949] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:50.075020] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:50.075120] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:50.095003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:50.095799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:50.095910] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:50.095982] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:50.132127] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:50.132306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:50.132381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:50.132427] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:50.136360] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=83.17%) [2025-09-26T11:07:50.136863] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-09-26T11:07:50.137034] [INFO ] [sig ] BKN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:50.295018] [INFO ] [LOCAL ] Saved forecast: BKN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BKN.txt [2025-09-26T11:07:50.295311] [INFO ] [sig ] [215/2043] Completed BKN in 0.3s | 3.73 sym/s | Total: 57.7s | ETA: 8.2m [2025-09-26T11:07:50.295397] [INFO ] [sig ] [216/2043] Forecasting BKSY... [2025-09-26T11:07:50.295468] [INFO ] [sig ] Generating forecast for: BKSY [2025-09-26T11:07:50.295518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-09-26T11:07:50.305769] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKSY'. [2025-09-26T11:07:50.306116] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-09-26T11:07:50.332584] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:50.333495] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-09-26T11:07:50.333575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:50.333671] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:50.333743] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:50.333843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:50.353415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:50.354376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:50.354522] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:50.354607] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:50.394856] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:50.395082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:50.395135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:50.395170] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:50.399009] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=36.39%) [2025-09-26T11:07:50.399312] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-09-26T11:07:50.399501] [INFO ] [sig ] BKSY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:50.560845] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BKSY.txt [2025-09-26T11:07:50.561172] [INFO ] [sig ] [216/2043] Completed BKSY in 0.3s | 3.73 sym/s | Total: 58.0s | ETA: 8.2m [2025-09-26T11:07:50.561271] [INFO ] [sig ] [217/2043] Forecasting BKT... [2025-09-26T11:07:50.561367] [INFO ] [sig ] Generating forecast for: BKT [2025-09-26T11:07:50.561452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-09-26T11:07:50.573417] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKT'. [2025-09-26T11:07:50.573984] [INFO ] [FORECASTER] Starting predict_future for BKT [2025-09-26T11:07:50.601912] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:50.602915] [DEBUG] [LOCAL ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt [2025-09-26T11:07:50.602996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:50.603067] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:50.603119] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:50.603185] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:50.622614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:50.623386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:50.623498] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:50.623569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:50.660048] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:50.660214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:50.660258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:50.660310] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:50.663842] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=55.54%) [2025-09-26T11:07:50.664130] [INFO ] [FORECASTER] Completed predict_future for BKT [2025-09-26T11:07:50.664274] [INFO ] [sig ] BKT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:50.813395] [INFO ] [LOCAL ] Saved forecast: BKT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BKT.txt [2025-09-26T11:07:50.813700] [INFO ] [sig ] [217/2043] Completed BKT in 0.3s | 3.73 sym/s | Total: 58.2s | ETA: 8.2m [2025-09-26T11:07:50.813780] [INFO ] [sig ] [218/2043] Forecasting BKU... [2025-09-26T11:07:50.813849] [INFO ] [sig ] Generating forecast for: BKU [2025-09-26T11:07:50.813921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'. [2025-09-26T11:07:50.824718] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKU'. [2025-09-26T11:07:50.825164] [INFO ] [FORECASTER] Starting predict_future for BKU [2025-09-26T11:07:50.851503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:50.852427] [DEBUG] [LOCAL ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt [2025-09-26T11:07:50.852520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:50.852598] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:50.852703] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:50.852808] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:50.874389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:50.875431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:50.875546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:50.875618] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:50.915577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:50.915834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:50.915895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:50.915931] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:50.919512] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: DOWN (p=27.98%) [2025-09-26T11:07:50.919848] [INFO ] [FORECASTER] Completed predict_future for BKU [2025-09-26T11:07:50.920011] [INFO ] [sig ] BKU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:51.072049] [INFO ] [LOCAL ] Saved forecast: BKU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BKU.txt [2025-09-26T11:07:51.072344] [INFO ] [sig ] [218/2043] Completed BKU in 0.3s | 3.73 sym/s | Total: 58.5s | ETA: 8.2m [2025-09-26T11:07:51.072423] [INFO ] [sig ] [219/2043] Forecasting BKV... [2025-09-26T11:07:51.072493] [INFO ] [sig ] Generating forecast for: BKV [2025-09-26T11:07:51.072565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'. [2025-09-26T11:07:51.083373] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BKV'. [2025-09-26T11:07:51.083850] [INFO ] [FORECASTER] Starting predict_future for BKV [2025-09-26T11:07:51.110100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:51.111012] [DEBUG] [LOCAL ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt [2025-09-26T11:07:51.111093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:51.111165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:51.111233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:51.111332] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:51.129445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:51.130169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:51.130278] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:51.130347] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:51.169415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:51.169564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:51.169607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:51.169663] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:51.173157] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=66.13%) [2025-09-26T11:07:51.173446] [INFO ] [FORECASTER] Completed predict_future for BKV [2025-09-26T11:07:51.173590] [INFO ] [sig ] BKV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:51.322017] [INFO ] [LOCAL ] Saved forecast: BKV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BKV.txt [2025-09-26T11:07:51.322293] [INFO ] [sig ] [219/2043] Completed BKV in 0.2s | 3.73 sym/s | Total: 58.7s | ETA: 8.2m [2025-09-26T11:07:51.322372] [INFO ] [sig ] [220/2043] Forecasting BLCO... [2025-09-26T11:07:51.322442] [INFO ] [sig ] Generating forecast for: BLCO [2025-09-26T11:07:51.322513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-09-26T11:07:51.333148] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLCO'. [2025-09-26T11:07:51.333487] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-09-26T11:07:51.360502] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:51.361484] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-09-26T11:07:51.361566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:51.361662] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:51.361742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:51.361845] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:51.381697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:51.382414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:51.382527] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:51.382598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:51.422799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:51.422977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:51.423023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:51.423095] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:51.427067] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=58.83%) [2025-09-26T11:07:51.427391] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-09-26T11:07:51.427541] [INFO ] [sig ] BLCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:51.582722] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BLCO.txt [2025-09-26T11:07:51.583140] [INFO ] [sig ] [220/2043] Completed BLCO in 0.3s | 3.73 sym/s | Total: 59.0s | ETA: 8.1m [2025-09-26T11:07:51.583224] [INFO ] [sig ] [221/2043] Forecasting BLD... [2025-09-26T11:07:51.583297] [INFO ] [sig ] Generating forecast for: BLD [2025-09-26T11:07:51.583372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-09-26T11:07:51.594443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLD'. [2025-09-26T11:07:51.594904] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-09-26T11:07:51.623706] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:51.624627] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-09-26T11:07:51.624729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:51.624804] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:51.624876] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:51.624982] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:51.644986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:51.645882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:51.646000] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:51.646070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:51.684212] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:51.684420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:51.684469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:51.684504] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:51.688511] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=91.81%) [2025-09-26T11:07:51.688875] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-09-26T11:07:51.689043] [INFO ] [sig ] BLD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:51.847472] [INFO ] [LOCAL ] Saved forecast: BLD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BLD.txt [2025-09-26T11:07:51.847793] [INFO ] [sig ] [221/2043] Completed BLD in 0.3s | 3.73 sym/s | Total: 59.2s | ETA: 8.1m [2025-09-26T11:07:51.847875] [INFO ] [sig ] [222/2043] Forecasting BLDR... [2025-09-26T11:07:51.847945] [INFO ] [sig ] Generating forecast for: BLDR [2025-09-26T11:07:51.848016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'. [2025-09-26T11:07:51.858328] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLDR'. [2025-09-26T11:07:51.858717] [INFO ] [FORECASTER] Starting predict_future for BLDR [2025-09-26T11:07:51.886097] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:51.887126] [DEBUG] [LOCAL ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt [2025-09-26T11:07:51.887210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:51.887285] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:51.887355] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:51.887458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:51.906436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:51.907210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:51.907325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:51.907396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:51.945413] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:51.945613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:51.945696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:51.945762] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:51.949595] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=85.80%) [2025-09-26T11:07:51.949950] [INFO ] [FORECASTER] Completed predict_future for BLDR [2025-09-26T11:07:51.950113] [INFO ] [sig ] BLDR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:52.104136] [INFO ] [LOCAL ] Saved forecast: BLDR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BLDR.txt [2025-09-26T11:07:52.104468] [INFO ] [sig ] [222/2043] Completed BLDR in 0.3s | 3.73 sym/s | Total: 59.5s | ETA: 8.1m [2025-09-26T11:07:52.104555] [INFO ] [sig ] [223/2043] Forecasting BLE... [2025-09-26T11:07:52.104625] [INFO ] [sig ] Generating forecast for: BLE [2025-09-26T11:07:52.104721] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-09-26T11:07:52.115794] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLE'. [2025-09-26T11:07:52.116167] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-09-26T11:07:52.142164] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:52.143019] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-09-26T11:07:52.143099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:52.143172] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:52.143241] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:52.143347] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:52.162072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:52.162815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:52.162927] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:52.162999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:52.199078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:52.199265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:52.199311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:52.199346] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:52.203000] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: DOWN (p=19.51%) [2025-09-26T11:07:52.203293] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-09-26T11:07:52.203437] [INFO ] [sig ] BLE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:52.365315] [INFO ] [LOCAL ] Saved forecast: BLE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BLE.txt [2025-09-26T11:07:52.365613] [INFO ] [sig ] [223/2043] Completed BLE in 0.3s | 3.73 sym/s | Total: 59.8s | ETA: 8.1m [2025-09-26T11:07:52.365720] [INFO ] [sig ] [224/2043] Forecasting BLK... [2025-09-26T11:07:52.365792] [INFO ] [sig ] Generating forecast for: BLK [2025-09-26T11:07:52.365866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-09-26T11:07:52.376605] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLK'. [2025-09-26T11:07:52.377111] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-09-26T11:07:52.404577] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:52.405612] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-09-26T11:07:52.405715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:52.405790] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:52.405860] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:52.405962] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:52.424249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:52.425158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:52.425272] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:52.425342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:52.461766] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:52.461975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:52.462025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:52.462118] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:52.466052] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=5.67%) [2025-09-26T11:07:52.466413] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-09-26T11:07:52.466565] [INFO ] [sig ] BLK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:52.619949] [INFO ] [LOCAL ] Saved forecast: BLK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BLK.txt [2025-09-26T11:07:52.620238] [INFO ] [sig ] [224/2043] Completed BLK in 0.3s | 3.73 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:52.620318] [INFO ] [sig ] [225/2043] Forecasting BLND... [2025-09-26T11:07:52.620388] [INFO ] [sig ] Generating forecast for: BLND [2025-09-26T11:07:52.620457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-09-26T11:07:52.630672] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLND'. [2025-09-26T11:07:52.631008] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-09-26T11:07:52.658432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:52.659363] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-09-26T11:07:52.659444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:52.659519] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:52.659605] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:52.659809] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:52.678564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:52.679246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:52.679358] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:52.679430] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:52.718038] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:52.718219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:52.718265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:52.718300] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:52.721980] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=30.50%) [2025-09-26T11:07:52.722271] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-09-26T11:07:52.722414] [INFO ] [sig ] BLND: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:52.874502] [INFO ] [LOCAL ] Saved forecast: BLND 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BLND.txt [2025-09-26T11:07:52.874830] [INFO ] [sig ] [225/2043] Completed BLND in 0.3s | 3.73 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:52.874913] [INFO ] [sig ] [226/2043] Forecasting BLW... [2025-09-26T11:07:52.875067] [INFO ] [sig ] Generating forecast for: BLW [2025-09-26T11:07:52.875118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-09-26T11:07:52.885975] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BLW'. [2025-09-26T11:07:52.886407] [INFO ] [FORECASTER] Starting predict_future for BLW [2025-09-26T11:07:52.913273] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:52.914238] [DEBUG] [LOCAL ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt [2025-09-26T11:07:52.914367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:52.914445] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:52.914515] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:52.914618] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:52.933879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:52.934904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:52.935031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:52.935121] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:52.975224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:52.975443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:52.975493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:52.975529] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:52.979412] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=68.39%) [2025-09-26T11:07:52.979808] [INFO ] [FORECASTER] Completed predict_future for BLW [2025-09-26T11:07:52.979990] [INFO ] [sig ] BLW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:53.135211] [INFO ] [LOCAL ] Saved forecast: BLW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BLW.txt [2025-09-26T11:07:53.135504] [INFO ] [sig ] [226/2043] Completed BLW in 0.3s | 3.73 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:53.135609] [INFO ] [sig ] [227/2043] Forecasting BMA... [2025-09-26T11:07:53.135720] [INFO ] [sig ] Generating forecast for: BMA [2025-09-26T11:07:53.135806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-09-26T11:07:53.147241] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMA'. [2025-09-26T11:07:53.147759] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-09-26T11:07:53.174845] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:53.175839] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-09-26T11:07:53.175923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:53.176020] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:53.176108] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:53.176236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:53.195074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:53.196074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:53.196198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:53.196301] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:53.235845] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:53.236049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:53.236098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:53.236134] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:53.240248] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=4.03%) [2025-09-26T11:07:53.240564] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-09-26T11:07:53.240750] [INFO ] [sig ] BMA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:53.395675] [INFO ] [LOCAL ] Saved forecast: BMA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BMA.txt [2025-09-26T11:07:53.396011] [INFO ] [sig ] [227/2043] Completed BMA in 0.3s | 3.73 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:53.396096] [INFO ] [sig ] [228/2043] Forecasting BME... [2025-09-26T11:07:53.396180] [INFO ] [sig ] Generating forecast for: BME [2025-09-26T11:07:53.396257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-09-26T11:07:53.406940] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BME'. [2025-09-26T11:07:53.407455] [INFO ] [FORECASTER] Starting predict_future for BME [2025-09-26T11:07:53.435172] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:53.436162] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-09-26T11:07:53.436244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:53.436319] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:53.436390] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:53.436492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:53.455168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:53.456154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:53.456276] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:53.456348] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:53.494715] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:53.494930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:53.494981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:53.495017] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:53.499329] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=85.22%) [2025-09-26T11:07:53.499883] [INFO ] [FORECASTER] Completed predict_future for BME [2025-09-26T11:07:53.500095] [INFO ] [sig ] BME: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:53.656542] [INFO ] [LOCAL ] Saved forecast: BME 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BME.txt [2025-09-26T11:07:53.656887] [INFO ] [sig ] [228/2043] Completed BME in 0.3s | 3.73 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:53.656974] [INFO ] [sig ] [229/2043] Forecasting BMEZ... [2025-09-26T11:07:53.657048] [INFO ] [sig ] Generating forecast for: BMEZ [2025-09-26T11:07:53.657165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-09-26T11:07:53.667735] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMEZ'. [2025-09-26T11:07:53.668136] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-09-26T11:07:53.696881] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:53.697819] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-09-26T11:07:53.697899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:53.697972] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:53.698041] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:53.698140] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:53.716743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:53.717766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:53.717884] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:53.717955] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:53.758484] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:53.758711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:53.758781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:53.758817] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:53.762766] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=85.98%) [2025-09-26T11:07:53.763056] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-09-26T11:07:53.763199] [INFO ] [sig ] BMEZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:53.915616] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BMEZ.txt [2025-09-26T11:07:53.915940] [INFO ] [sig ] [229/2043] Completed BMEZ in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:53.916034] [INFO ] [sig ] [230/2043] Forecasting BMN... [2025-09-26T11:07:53.916108] [INFO ] [sig ] Generating forecast for: BMN [2025-09-26T11:07:53.916184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-09-26T11:07:53.926334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMN'. [2025-09-26T11:07:53.926694] [INFO ] [FORECASTER] Starting predict_future for BMN [2025-09-26T11:07:53.953428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:53.954328] [DEBUG] [LOCAL ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt [2025-09-26T11:07:53.954409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:53.954483] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:53.954554] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:53.954680] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:53.973430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:53.974276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:53.974394] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:53.974474] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:54.012867] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:54.013062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:54.013109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:54.013145] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:54.016949] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=91.51%) [2025-09-26T11:07:54.017249] [INFO ] [FORECASTER] Completed predict_future for BMN [2025-09-26T11:07:54.017443] [INFO ] [sig ] BMN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:54.170605] [INFO ] [LOCAL ] Saved forecast: BMN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BMN.txt [2025-09-26T11:07:54.170931] [INFO ] [sig ] [230/2043] Completed BMN in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:54.171012] [INFO ] [sig ] [231/2043] Forecasting BMO... [2025-09-26T11:07:54.171082] [INFO ] [sig ] Generating forecast for: BMO [2025-09-26T11:07:54.171153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-09-26T11:07:54.181419] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BMO'. [2025-09-26T11:07:54.181786] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-09-26T11:07:54.208532] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:54.209455] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-09-26T11:07:54.209539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:54.209611] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:54.209702] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:54.209810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:54.228748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:54.229481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:54.229598] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:54.229694] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:54.269548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:54.269770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:54.269834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:54.269871] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:54.273770] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=99.05%) [2025-09-26T11:07:54.274081] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-09-26T11:07:54.274254] [INFO ] [sig ] BMO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:54.433309] [INFO ] [LOCAL ] Saved forecast: BMO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BMO.txt [2025-09-26T11:07:54.433699] [INFO ] [sig ] [231/2043] Completed BMO in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:54.433817] [INFO ] [sig ] [232/2043] Forecasting BN... [2025-09-26T11:07:54.433894] [INFO ] [sig ] Generating forecast for: BN [2025-09-26T11:07:54.433970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-09-26T11:07:54.444999] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BN'. [2025-09-26T11:07:54.445500] [INFO ] [FORECASTER] Starting predict_future for BN [2025-09-26T11:07:54.473803] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:54.474821] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-09-26T11:07:54.474904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:54.474980] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:54.475051] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:54.475153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:54.494776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:54.495795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:54.495913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:54.495987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:54.534661] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:54.534889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:54.534952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:54.534990] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:54.538934] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=47.87%) [2025-09-26T11:07:54.539247] [INFO ] [FORECASTER] Completed predict_future for BN [2025-09-26T11:07:54.539406] [INFO ] [sig ] BN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:54.702154] [INFO ] [LOCAL ] Saved forecast: BN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BN.txt [2025-09-26T11:07:54.702450] [INFO ] [sig ] [232/2043] Completed BN in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:54.702534] [INFO ] [sig ] [233/2043] Forecasting BNH... [2025-09-26T11:07:54.702607] [INFO ] [sig ] Generating forecast for: BNH [2025-09-26T11:07:54.702714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-09-26T11:07:54.713411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNH'. [2025-09-26T11:07:54.713841] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-09-26T11:07:54.741206] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:54.742238] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-09-26T11:07:54.742328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:54.742425] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:54.742512] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:54.742671] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:54.762553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:54.763525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:54.763683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:54.763766] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:54.802060] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:54.802202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:54.802246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:54.802282] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:54.805814] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=96.18%) [2025-09-26T11:07:54.806115] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-09-26T11:07:54.806263] [INFO ] [sig ] BNH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:54.958386] [INFO ] [LOCAL ] Saved forecast: BNH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BNH.txt [2025-09-26T11:07:54.958698] [INFO ] [sig ] [233/2043] Completed BNH in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:54.958815] [INFO ] [sig ] [234/2043] Forecasting BNJ... [2025-09-26T11:07:54.958901] [INFO ] [sig ] Generating forecast for: BNJ [2025-09-26T11:07:54.958989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-09-26T11:07:54.969155] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNJ'. [2025-09-26T11:07:54.969553] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-09-26T11:07:54.996183] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:54.997155] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-09-26T11:07:54.997238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:54.997326] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:54.997413] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:54.997538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:55.015849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:55.016679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:55.016793] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:55.016905] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:55.055778] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:55.055930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:55.055974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:55.056008] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:55.059579] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=17.78%) [2025-09-26T11:07:55.059908] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-09-26T11:07:55.060070] [INFO ] [sig ] BNJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:55.213972] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BNJ.txt [2025-09-26T11:07:55.214261] [INFO ] [sig ] [234/2043] Completed BNJ in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:55.214362] [INFO ] [sig ] [235/2043] Forecasting BNL... [2025-09-26T11:07:55.214450] [INFO ] [sig ] Generating forecast for: BNL [2025-09-26T11:07:55.214600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-09-26T11:07:55.226515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNL'. [2025-09-26T11:07:55.226966] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-09-26T11:07:55.254113] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:55.255091] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-09-26T11:07:55.255173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:55.255268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:55.255351] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:55.255490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:55.274072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:55.274958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:55.275070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:55.275155] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:55.314622] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:55.314848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:55.314904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:55.314941] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:55.318717] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=80.51%) [2025-09-26T11:07:55.319013] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-09-26T11:07:55.319158] [INFO ] [sig ] BNL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:55.474940] [INFO ] [LOCAL ] Saved forecast: BNL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BNL.txt [2025-09-26T11:07:55.475309] [INFO ] [sig ] [235/2043] Completed BNL in 0.3s | 3.74 sym/s | Total: 1.0m | ETA: 8.1m [2025-09-26T11:07:55.475396] [INFO ] [sig ] [236/2043] Forecasting BNS... [2025-09-26T11:07:55.475481] [INFO ] [sig ] Generating forecast for: BNS [2025-09-26T11:07:55.475570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-09-26T11:07:55.487119] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNS'. [2025-09-26T11:07:55.487679] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-09-26T11:07:55.516322] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:55.517461] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-09-26T11:07:55.517547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:55.517621] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:55.517718] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:55.517821] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:55.537148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:55.538104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:55.538220] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:55.538291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:55.578507] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:55.578734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:55.578805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:55.578846] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:55.582864] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-09-26T11:07:55.583334] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-09-26T11:07:55.583505] [INFO ] [sig ] BNS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:55.742421] [INFO ] [LOCAL ] Saved forecast: BNS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BNS.txt [2025-09-26T11:07:55.742766] [INFO ] [sig ] [236/2043] Completed BNS in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.1m [2025-09-26T11:07:55.742854] [INFO ] [sig ] [237/2043] Forecasting BNT... [2025-09-26T11:07:55.742940] [INFO ] [sig ] Generating forecast for: BNT [2025-09-26T11:07:55.743025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'. [2025-09-26T11:07:55.754273] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNT'. [2025-09-26T11:07:55.754865] [INFO ] [FORECASTER] Starting predict_future for BNT [2025-09-26T11:07:55.782968] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:55.783903] [DEBUG] [LOCAL ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt [2025-09-26T11:07:55.783982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:55.784053] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:55.784122] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:55.784260] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:55.805121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:55.806610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:55.806895] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:55.807007] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:55.847732] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:55.847937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:55.847986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:55.848022] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:55.851922] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: UP (p=94.98%) [2025-09-26T11:07:55.852264] [INFO ] [FORECASTER] Completed predict_future for BNT [2025-09-26T11:07:55.852419] [INFO ] [sig ] BNT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:56.018738] [INFO ] [LOCAL ] Saved forecast: BNT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BNT.txt [2025-09-26T11:07:56.019055] [INFO ] [sig ] [237/2043] Completed BNT in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.1m [2025-09-26T11:07:56.019136] [INFO ] [sig ] [238/2043] Forecasting BNY... [2025-09-26T11:07:56.019245] [INFO ] [sig ] Generating forecast for: BNY [2025-09-26T11:07:56.019321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-09-26T11:07:56.030351] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BNY'. [2025-09-26T11:07:56.030877] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-09-26T11:07:56.059714] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:56.060673] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-09-26T11:07:56.060754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:56.060826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:56.060894] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:56.060993] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:56.080060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:56.081107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:56.081225] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:56.081295] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:56.123011] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:56.123217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:56.123266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:56.123300] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:56.127577] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=21.75%) [2025-09-26T11:07:56.128004] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-09-26T11:07:56.128171] [INFO ] [sig ] BNY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:56.289664] [INFO ] [LOCAL ] Saved forecast: BNY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BNY.txt [2025-09-26T11:07:56.289979] [INFO ] [sig ] [238/2043] Completed BNY in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:56.290061] [INFO ] [sig ] [239/2043] Forecasting BOC... [2025-09-26T11:07:56.290133] [INFO ] [sig ] Generating forecast for: BOC [2025-09-26T11:07:56.290207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-09-26T11:07:56.302698] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOC'. [2025-09-26T11:07:56.303161] [INFO ] [FORECASTER] Starting predict_future for BOC [2025-09-26T11:07:56.330912] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:56.331925] [DEBUG] [LOCAL ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt [2025-09-26T11:07:56.332008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:56.332081] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:56.332152] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:56.332255] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:56.350530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:56.351231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:56.351345] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:56.351416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:56.405569] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:56.405813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:56.405878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:56.405918] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:56.410319] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=87.43%) [2025-09-26T11:07:56.410690] [INFO ] [FORECASTER] Completed predict_future for BOC [2025-09-26T11:07:56.410884] [INFO ] [sig ] BOC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:56.559840] [INFO ] [LOCAL ] Saved forecast: BOC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BOC.txt [2025-09-26T11:07:56.560179] [INFO ] [sig ] [239/2043] Completed BOC in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:56.560263] [INFO ] [sig ] [240/2043] Forecasting BOH... [2025-09-26T11:07:56.560352] [INFO ] [sig ] Generating forecast for: BOH [2025-09-26T11:07:56.560439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-09-26T11:07:56.570370] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOH'. [2025-09-26T11:07:56.570773] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-09-26T11:07:56.597067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:56.598008] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-09-26T11:07:56.598086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:56.598158] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:56.598249] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:56.598446] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:56.617027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:56.617897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:56.618031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:56.618119] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:56.652293] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:56.652471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:56.652518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:56.652552] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:56.656200] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=88.52%) [2025-09-26T11:07:56.656491] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-09-26T11:07:56.656628] [INFO ] [sig ] BOH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:56.815169] [INFO ] [LOCAL ] Saved forecast: BOH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BOH.txt [2025-09-26T11:07:56.815457] [INFO ] [sig ] [240/2043] Completed BOH in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:56.815563] [INFO ] [sig ] [241/2043] Forecasting BOND... [2025-09-26T11:07:56.815673] [INFO ] [sig ] Generating forecast for: BOND [2025-09-26T11:07:56.815749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-09-26T11:07:56.826158] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOND'. [2025-09-26T11:07:56.826513] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-09-26T11:07:56.852229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:56.853155] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-09-26T11:07:56.853234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:56.853306] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:56.853392] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:56.853491] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:56.871859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:56.872690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:56.872801] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:56.872889] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:56.900977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:56.901101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:56.901141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:56.901176] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:56.904487] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-09-26T11:07:56.904984] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-09-26T11:07:56.905168] [INFO ] [sig ] BOND: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:57.062975] [INFO ] [LOCAL ] Saved forecast: BOND 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BOND.txt [2025-09-26T11:07:57.063258] [INFO ] [sig ] [241/2043] Completed BOND in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:57.063374] [INFO ] [sig ] [242/2043] Forecasting BOOT... [2025-09-26T11:07:57.063471] [INFO ] [sig ] Generating forecast for: BOOT [2025-09-26T11:07:57.063566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'. [2025-09-26T11:07:57.074161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOOT'. [2025-09-26T11:07:57.074666] [INFO ] [FORECASTER] Starting predict_future for BOOT [2025-09-26T11:07:57.101823] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:57.102834] [DEBUG] [LOCAL ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt [2025-09-26T11:07:57.102939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:57.103028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:57.103112] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:57.103276] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:57.122371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:57.123290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:57.123405] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:57.123495] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:57.153619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:57.153855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:57.153919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:57.153987] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:57.158117] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=43.98%) [2025-09-26T11:07:57.158412] [INFO ] [FORECASTER] Completed predict_future for BOOT [2025-09-26T11:07:57.158553] [INFO ] [sig ] BOOT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:57.310633] [INFO ] [LOCAL ] Saved forecast: BOOT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BOOT.txt [2025-09-26T11:07:57.310977] [INFO ] [sig ] [242/2043] Completed BOOT in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:57.311081] [INFO ] [sig ] [243/2043] Forecasting BORR... [2025-09-26T11:07:57.311151] [INFO ] [sig ] Generating forecast for: BORR [2025-09-26T11:07:57.311242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'. [2025-09-26T11:07:57.322493] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BORR'. [2025-09-26T11:07:57.322909] [INFO ] [FORECASTER] Starting predict_future for BORR [2025-09-26T11:07:57.349142] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:57.350115] [DEBUG] [LOCAL ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt [2025-09-26T11:07:57.350197] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:57.350271] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:57.350360] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:57.350513] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:57.369587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:57.370410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:57.370521] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:57.370610] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:57.415567] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:57.415842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:57.415918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:57.415970] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:57.421541] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: UP (p=97.93%) [2025-09-26T11:07:57.422104] [INFO ] [FORECASTER] Completed predict_future for BORR [2025-09-26T11:07:57.422332] [INFO ] [sig ] BORR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:57.596885] [INFO ] [LOCAL ] Saved forecast: BORR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BORR.txt [2025-09-26T11:07:57.597219] [INFO ] [sig ] [243/2043] Completed BORR in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:57.597300] [INFO ] [sig ] [244/2043] Forecasting BOW... [2025-09-26T11:07:57.597379] [INFO ] [sig ] Generating forecast for: BOW [2025-09-26T11:07:57.597502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'. [2025-09-26T11:07:57.608806] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOW'. [2025-09-26T11:07:57.609181] [INFO ] [FORECASTER] Starting predict_future for BOW [2025-09-26T11:07:57.636104] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:57.637123] [DEBUG] [LOCAL ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt [2025-09-26T11:07:57.637207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:57.637286] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:57.637361] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:57.637470] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:57.655962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:57.656598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:57.656737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:57.656811] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:57.684236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:57.684367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:57.684410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:57.684444] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:57.687955] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: DOWN (p=6.35%) [2025-09-26T11:07:57.688238] [INFO ] [FORECASTER] Completed predict_future for BOW [2025-09-26T11:07:57.688370] [INFO ] [sig ] BOW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:57.840367] [INFO ] [LOCAL ] Saved forecast: BOW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BOW.txt [2025-09-26T11:07:57.840688] [INFO ] [sig ] [244/2043] Completed BOW in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:57.840770] [INFO ] [sig ] [245/2043] Forecasting BOX... [2025-09-26T11:07:57.840846] [INFO ] [sig ] Generating forecast for: BOX [2025-09-26T11:07:57.840916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-09-26T11:07:57.851212] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BOX'. [2025-09-26T11:07:57.851558] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-09-26T11:07:57.877970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:57.878891] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-09-26T11:07:57.878995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:57.879076] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:57.879146] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:57.879271] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:57.899156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:57.899955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:57.900072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:57.900145] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:57.928340] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:57.928531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:57.928584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:57.928624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:57.932385] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=11.97%) [2025-09-26T11:07:57.932734] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-09-26T11:07:57.932901] [INFO ] [sig ] BOX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:58.087737] [INFO ] [LOCAL ] Saved forecast: BOX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BOX.txt [2025-09-26T11:07:58.088019] [INFO ] [sig ] [245/2043] Completed BOX in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:58.088104] [INFO ] [sig ] [246/2043] Forecasting BP... [2025-09-26T11:07:58.088187] [INFO ] [sig ] Generating forecast for: BP [2025-09-26T11:07:58.088258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-09-26T11:07:58.104064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BP'. [2025-09-26T11:07:58.104456] [INFO ] [FORECASTER] Starting predict_future for BP [2025-09-26T11:07:58.133820] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:58.135025] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-09-26T11:07:58.135109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:58.135182] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:58.135256] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:58.135361] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:58.155904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:58.156537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:58.156671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:58.156745] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:58.186735] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:58.186936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:58.186994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:58.187032] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:58.190897] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=64.42%) [2025-09-26T11:07:58.191199] [INFO ] [FORECASTER] Completed predict_future for BP [2025-09-26T11:07:58.191369] [INFO ] [sig ] BP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:58.361689] [INFO ] [LOCAL ] Saved forecast: BP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BP.txt [2025-09-26T11:07:58.361995] [INFO ] [sig ] [246/2043] Completed BP in 0.3s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:58.362079] [INFO ] [sig ] [247/2043] Forecasting BRBR... [2025-09-26T11:07:58.362152] [INFO ] [sig ] Generating forecast for: BRBR [2025-09-26T11:07:58.362226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'. [2025-09-26T11:07:58.372516] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRBR'. [2025-09-26T11:07:58.372892] [INFO ] [FORECASTER] Starting predict_future for BRBR [2025-09-26T11:07:58.400414] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:58.401386] [DEBUG] [LOCAL ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt [2025-09-26T11:07:58.401466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:58.401547] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:58.401622] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:58.401752] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:58.421382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:58.422091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:58.422209] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:58.422305] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:58.449323] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:58.449442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:58.449486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:58.449523] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:58.453021] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: UP (p=74.25%) [2025-09-26T11:07:58.453306] [INFO ] [FORECASTER] Completed predict_future for BRBR [2025-09-26T11:07:58.453442] [INFO ] [sig ] BRBR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:58.605277] [INFO ] [LOCAL ] Saved forecast: BRBR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BRBR.txt [2025-09-26T11:07:58.605534] [INFO ] [sig ] [247/2043] Completed BRBR in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:58.605616] [INFO ] [sig ] [248/2043] Forecasting BRC... [2025-09-26T11:07:58.605723] [INFO ] [sig ] Generating forecast for: BRC [2025-09-26T11:07:58.605854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-09-26T11:07:58.615736] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRC'. [2025-09-26T11:07:58.616062] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-09-26T11:07:58.642107] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:58.642934] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-09-26T11:07:58.643040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:58.643114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:58.643185] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:58.643287] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:58.661444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:58.662078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:58.662183] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:58.662255] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:58.694803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:58.694955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:58.694999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:58.695033] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:58.698698] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=77.66%) [2025-09-26T11:07:58.698991] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-09-26T11:07:58.699171] [INFO ] [sig ] BRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:58.854763] [INFO ] [LOCAL ] Saved forecast: BRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BRC.txt [2025-09-26T11:07:58.855015] [INFO ] [sig ] [248/2043] Completed BRC in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:58.855096] [INFO ] [sig ] [249/2043] Forecasting BRCC... [2025-09-26T11:07:58.855168] [INFO ] [sig ] Generating forecast for: BRCC [2025-09-26T11:07:58.855243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-09-26T11:07:58.866028] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRCC'. [2025-09-26T11:07:58.866407] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-09-26T11:07:58.893367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:58.894307] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-09-26T11:07:58.894404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:58.894485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:58.894559] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:58.894691] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:58.913214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:58.913895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:58.914004] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:58.914082] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:58.942548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:58.942721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:58.942784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:58.942822] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:58.946355] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=68.75%) [2025-09-26T11:07:58.946669] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-09-26T11:07:58.946862] [INFO ] [sig ] BRCC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:59.103105] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BRCC.txt [2025-09-26T11:07:59.103429] [INFO ] [sig ] [249/2043] Completed BRCC in 0.2s | 3.74 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:59.103510] [INFO ] [sig ] [250/2043] Forecasting BRO... [2025-09-26T11:07:59.103581] [INFO ] [sig ] Generating forecast for: BRO [2025-09-26T11:07:59.103678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-09-26T11:07:59.114094] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRO'. [2025-09-26T11:07:59.114474] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-09-26T11:07:59.141258] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:59.142174] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-09-26T11:07:59.142254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:59.142327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:59.142396] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:59.142497] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:59.160613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:59.161498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:59.161618] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:59.161710] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:59.203955] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:59.204134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:59.204181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:59.204216] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:59.208969] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=76.49%) [2025-09-26T11:07:59.209463] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-09-26T11:07:59.209694] [INFO ] [sig ] BRO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:59.361072] [INFO ] [LOCAL ] Saved forecast: BRO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BRO.txt [2025-09-26T11:07:59.361402] [INFO ] [sig ] [250/2043] Completed BRO in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:59.361501] [INFO ] [sig ] [251/2043] Forecasting BROS... [2025-09-26T11:07:59.361574] [INFO ] [sig ] Generating forecast for: BROS [2025-09-26T11:07:59.361674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-09-26T11:07:59.373101] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BROS'. [2025-09-26T11:07:59.373540] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-09-26T11:07:59.399240] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:59.400067] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-09-26T11:07:59.400146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:59.400218] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:59.400286] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:59.400383] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:59.418194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:59.418817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:59.418922] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:59.418995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:59.460695] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:59.460807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:59.460854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:59.460892] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:59.464070] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-09-26T11:07:59.464354] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-09-26T11:07:59.464501] [INFO ] [sig ] BROS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:07:59.610773] [INFO ] [LOCAL ] Saved forecast: BROS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BROS.txt [2025-09-26T11:07:59.611036] [INFO ] [sig ] [251/2043] Completed BROS in 0.2s | 3.75 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:59.611114] [INFO ] [sig ] [252/2043] Forecasting BRSP... [2025-09-26T11:07:59.611185] [INFO ] [sig ] Generating forecast for: BRSP [2025-09-26T11:07:59.611265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-09-26T11:07:59.622422] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRSP'. [2025-09-26T11:07:59.622752] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-09-26T11:07:59.648356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:59.649195] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-09-26T11:07:59.649278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:59.649358] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:59.649437] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:59.649545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:59.667615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:59.668256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:59.668361] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:59.668430] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:59.707639] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:59.707858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:59.707907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:59.707941] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:59.711725] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: UP (p=92.94%) [2025-09-26T11:07:59.712018] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-09-26T11:07:59.712188] [INFO ] [sig ] BRSP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:07:59.861282] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BRSP.txt [2025-09-26T11:07:59.861521] [INFO ] [sig ] [252/2043] Completed BRSP in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:07:59.861599] [INFO ] [sig ] [253/2043] Forecasting BRT... [2025-09-26T11:07:59.861693] [INFO ] [sig ] Generating forecast for: BRT [2025-09-26T11:07:59.861766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'. [2025-09-26T11:07:59.872118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRT'. [2025-09-26T11:07:59.872439] [INFO ] [FORECASTER] Starting predict_future for BRT [2025-09-26T11:07:59.898988] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:07:59.899928] [DEBUG] [LOCAL ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt [2025-09-26T11:07:59.900010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:07:59.900082] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:07:59.900151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:07:59.900250] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:07:59.919473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:07:59.920306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:07:59.920423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:07:59.920496] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:07:59.957285] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:07:59.957489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:07:59.957538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:07:59.957574] [INFO ] [FORECASTER] Training complete [2025-09-26T11:07:59.961340] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: DOWN (p=17.23%) [2025-09-26T11:07:59.961678] [INFO ] [FORECASTER] Completed predict_future for BRT [2025-09-26T11:07:59.961879] [INFO ] [sig ] BRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:00.110311] [INFO ] [LOCAL ] Saved forecast: BRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BRT.txt [2025-09-26T11:08:00.110916] [INFO ] [sig ] [253/2043] Completed BRT in 0.2s | 3.75 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:08:00.111000] [INFO ] [sig ] [254/2043] Forecasting BRW... [2025-09-26T11:08:00.111071] [INFO ] [sig ] Generating forecast for: BRW [2025-09-26T11:08:00.111141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'. [2025-09-26T11:08:00.121819] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRW'. [2025-09-26T11:08:00.122148] [INFO ] [FORECASTER] Starting predict_future for BRW [2025-09-26T11:08:00.148789] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:00.149690] [DEBUG] [LOCAL ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt [2025-09-26T11:08:00.149773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:00.149847] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:00.149918] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:00.150020] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:00.168878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:00.169533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:00.169639] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:00.169749] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:00.207577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:00.207724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:00.207790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:00.207829] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:00.211422] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: UP (p=86.69%) [2025-09-26T11:08:00.211763] [INFO ] [FORECASTER] Completed predict_future for BRW [2025-09-26T11:08:00.211927] [INFO ] [sig ] BRW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:00.366686] [INFO ] [LOCAL ] Saved forecast: BRW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BRW.txt [2025-09-26T11:08:00.366970] [INFO ] [sig ] [254/2043] Completed BRW in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:08:00.367052] [INFO ] [sig ] [255/2043] Forecasting BRX... [2025-09-26T11:08:00.367124] [INFO ] [sig ] Generating forecast for: BRX [2025-09-26T11:08:00.367200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-09-26T11:08:00.377762] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BRX'. [2025-09-26T11:08:00.378139] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-09-26T11:08:00.405506] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:00.406333] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-09-26T11:08:00.406415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:00.406493] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:00.406564] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:00.406696] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:00.425631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:00.426243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:00.426353] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:00.426425] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:00.464168] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:00.464282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:00.464324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:00.464358] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:00.467767] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: DOWN (p=25.09%) [2025-09-26T11:08:00.468055] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-09-26T11:08:00.468210] [INFO ] [sig ] BRX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:00.620096] [INFO ] [LOCAL ] Saved forecast: BRX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BRX.txt [2025-09-26T11:08:00.620367] [INFO ] [sig ] [255/2043] Completed BRX in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 7.9m [2025-09-26T11:08:00.620448] [INFO ] [sig ] [256/2043] Forecasting BSAC... [2025-09-26T11:08:00.620521] [INFO ] [sig ] Generating forecast for: BSAC [2025-09-26T11:08:00.620593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-09-26T11:08:00.631150] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSAC'. [2025-09-26T11:08:00.631469] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-09-26T11:08:00.659527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:00.660852] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-09-26T11:08:00.660959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:00.661076] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:00.661176] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:00.661321] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:00.690429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:00.691484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:00.691630] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:00.691746] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:00.740678] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:00.740913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:00.740970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:00.741012] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:00.745829] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=92.78%) [2025-09-26T11:08:00.746197] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-09-26T11:08:00.746367] [INFO ] [sig ] BSAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:00.946472] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BSAC.txt [2025-09-26T11:08:00.946895] [INFO ] [sig ] [256/2043] Completed BSAC in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 8.0m [2025-09-26T11:08:00.946987] [INFO ] [sig ] [257/2043] Forecasting BSBR... [2025-09-26T11:08:00.947064] [INFO ] [sig ] Generating forecast for: BSBR [2025-09-26T11:08:00.947146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'. [2025-09-26T11:08:00.960071] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSBR'. [2025-09-26T11:08:00.960610] [INFO ] [FORECASTER] Starting predict_future for BSBR [2025-09-26T11:08:00.990110] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:00.991245] [DEBUG] [LOCAL ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt [2025-09-26T11:08:00.991329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:00.991403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:00.991480] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:00.991592] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:01.010685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:01.011639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:01.011789] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:01.011864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:01.053380] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:01.053587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:01.053638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:01.053730] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:01.057874] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: DOWN (p=29.85%) [2025-09-26T11:08:01.058232] [INFO ] [FORECASTER] Completed predict_future for BSBR [2025-09-26T11:08:01.058388] [INFO ] [sig ] BSBR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:01.218446] [INFO ] [LOCAL ] Saved forecast: BSBR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BSBR.txt [2025-09-26T11:08:01.218886] [INFO ] [sig ] [257/2043] Completed BSBR in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 7.9m [2025-09-26T11:08:01.218974] [INFO ] [sig ] [258/2043] Forecasting BSL... [2025-09-26T11:08:01.219053] [INFO ] [sig ] Generating forecast for: BSL [2025-09-26T11:08:01.219187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-09-26T11:08:01.232350] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSL'. [2025-09-26T11:08:01.232955] [INFO ] [FORECASTER] Starting predict_future for BSL [2025-09-26T11:08:01.270941] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:01.271988] [DEBUG] [LOCAL ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt [2025-09-26T11:08:01.272079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:01.272158] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:01.272229] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:01.272399] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:01.291088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:01.292101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:01.292226] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:01.292299] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:01.332302] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:01.332505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:01.332553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:01.332588] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:01.336294] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: DOWN (p=41.01%) [2025-09-26T11:08:01.336600] [INFO ] [FORECASTER] Completed predict_future for BSL [2025-09-26T11:08:01.336787] [INFO ] [sig ] BSL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:01.496293] [INFO ] [LOCAL ] Saved forecast: BSL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BSL.txt [2025-09-26T11:08:01.496618] [INFO ] [sig ] [258/2043] Completed BSL in 0.3s | 3.75 sym/s | Total: 1.1m | ETA: 7.9m [2025-09-26T11:08:01.496720] [INFO ] [sig ] [259/2043] Forecasting BSM... [2025-09-26T11:08:01.496791] [INFO ] [sig ] Generating forecast for: BSM [2025-09-26T11:08:01.496890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-09-26T11:08:01.507817] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSM'. [2025-09-26T11:08:01.508325] [INFO ] [FORECASTER] Starting predict_future for BSM [2025-09-26T11:08:01.535072] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:01.536017] [DEBUG] [LOCAL ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt [2025-09-26T11:08:01.536100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:01.536176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:01.536247] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:01.536350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:01.554105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:01.555085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:01.555218] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:01.555290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:01.590030] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:01.590225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:01.590275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:01.590312] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:01.594055] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=23.66%) [2025-09-26T11:08:01.594373] [INFO ] [FORECASTER] Completed predict_future for BSM [2025-09-26T11:08:01.594629] [INFO ] [sig ] BSM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:01.765914] [INFO ] [LOCAL ] Saved forecast: BSM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BSM.txt [2025-09-26T11:08:01.766269] [INFO ] [sig ] [259/2043] Completed BSM in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:01.766353] [INFO ] [sig ] [260/2043] Forecasting BSTZ... [2025-09-26T11:08:01.766426] [INFO ] [sig ] Generating forecast for: BSTZ [2025-09-26T11:08:01.766503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-09-26T11:08:01.777390] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSTZ'. [2025-09-26T11:08:01.777900] [INFO ] [FORECASTER] Starting predict_future for BSTZ [2025-09-26T11:08:01.805807] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:01.806757] [DEBUG] [LOCAL ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt [2025-09-26T11:08:01.806899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:01.806978] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:01.807047] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:01.807150] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:01.828518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:01.829314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:01.829428] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:01.829500] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:01.865393] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:01.865575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:01.865624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:01.865698] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:01.869926] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=67.82%) [2025-09-26T11:08:01.870230] [INFO ] [FORECASTER] Completed predict_future for BSTZ [2025-09-26T11:08:01.870378] [INFO ] [sig ] BSTZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:02.032595] [INFO ] [LOCAL ] Saved forecast: BSTZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BSTZ.txt [2025-09-26T11:08:02.032909] [INFO ] [sig ] [260/2043] Completed BSTZ in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:02.032988] [INFO ] [sig ] [261/2043] Forecasting BSX... [2025-09-26T11:08:02.033092] [INFO ] [sig ] Generating forecast for: BSX [2025-09-26T11:08:02.033167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-09-26T11:08:02.044027] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BSX'. [2025-09-26T11:08:02.044422] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-09-26T11:08:02.073340] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:02.074334] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-09-26T11:08:02.074417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:02.074492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:02.074563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:02.074686] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:02.095449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:02.096405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:02.096536] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:02.096611] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:02.139222] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:02.139442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:02.139492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:02.139557] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:02.144186] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=87.72%) [2025-09-26T11:08:02.144669] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-09-26T11:08:02.144886] [INFO ] [sig ] BSX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:02.311543] [INFO ] [LOCAL ] Saved forecast: BSX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BSX.txt [2025-09-26T11:08:02.311878] [INFO ] [sig ] [261/2043] Completed BSX in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:02.311961] [INFO ] [sig ] [262/2043] Forecasting BTE... [2025-09-26T11:08:02.312034] [INFO ] [sig ] Generating forecast for: BTE [2025-09-26T11:08:02.312110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-09-26T11:08:02.322688] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTE'. [2025-09-26T11:08:02.323043] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-09-26T11:08:02.352752] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:02.353864] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-09-26T11:08:02.353946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:02.354021] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:02.354098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:02.354199] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:02.376600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:02.377486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:02.377601] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:02.377697] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:02.416287] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:02.416443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:02.416489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:02.416524] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:02.420460] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=20.86%) [2025-09-26T11:08:02.420805] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-09-26T11:08:02.420981] [INFO ] [sig ] BTE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:02.578885] [INFO ] [LOCAL ] Saved forecast: BTE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BTE.txt [2025-09-26T11:08:02.579192] [INFO ] [sig ] [262/2043] Completed BTE in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:02.579274] [INFO ] [sig ] [263/2043] Forecasting BTI... [2025-09-26T11:08:02.579345] [INFO ] [sig ] Generating forecast for: BTI [2025-09-26T11:08:02.579419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-09-26T11:08:02.590780] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTI'. [2025-09-26T11:08:02.591171] [INFO ] [FORECASTER] Starting predict_future for BTI [2025-09-26T11:08:02.620883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:02.622036] [DEBUG] [LOCAL ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt [2025-09-26T11:08:02.622128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:02.622275] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:02.622393] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:02.622499] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:02.642199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:02.643183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:02.643306] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:02.643378] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:02.682263] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:02.682460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:02.682509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:02.682545] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:02.686415] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=23.30%) [2025-09-26T11:08:02.686911] [INFO ] [FORECASTER] Completed predict_future for BTI [2025-09-26T11:08:02.687159] [INFO ] [sig ] BTI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:02.848838] [INFO ] [LOCAL ] Saved forecast: BTI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BTI.txt [2025-09-26T11:08:02.849141] [INFO ] [sig ] [263/2043] Completed BTI in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:02.849221] [INFO ] [sig ] [264/2043] Forecasting BTO... [2025-09-26T11:08:02.849292] [INFO ] [sig ] Generating forecast for: BTO [2025-09-26T11:08:02.849370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-09-26T11:08:02.859743] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTO'. [2025-09-26T11:08:02.860191] [INFO ] [FORECASTER] Starting predict_future for BTO [2025-09-26T11:08:02.887445] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:02.888405] [DEBUG] [LOCAL ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt [2025-09-26T11:08:02.888500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:02.888596] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:02.888713] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:02.888846] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:02.907865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:02.908633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:02.908790] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:02.908884] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:02.944788] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:02.945013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:02.945073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:02.945113] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:02.949408] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-09-26T11:08:02.949795] [INFO ] [FORECASTER] Completed predict_future for BTO [2025-09-26T11:08:02.949963] [INFO ] [sig ] BTO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:03.104493] [INFO ] [LOCAL ] Saved forecast: BTO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BTO.txt [2025-09-26T11:08:03.104797] [INFO ] [sig ] [264/2043] Completed BTO in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:03.104877] [INFO ] [sig ] [265/2043] Forecasting BTT... [2025-09-26T11:08:03.104943] [INFO ] [sig ] Generating forecast for: BTT [2025-09-26T11:08:03.105011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'. [2025-09-26T11:08:03.114959] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTT'. [2025-09-26T11:08:03.115342] [INFO ] [FORECASTER] Starting predict_future for BTT [2025-09-26T11:08:03.141477] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:03.142347] [DEBUG] [LOCAL ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt [2025-09-26T11:08:03.142426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:03.142499] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:03.142566] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:03.142685] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:03.161682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:03.162350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:03.162463] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:03.162533] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:03.195260] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:03.195449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:03.195497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:03.195531] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:03.199578] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: UP (p=94.46%) [2025-09-26T11:08:03.199936] [INFO ] [FORECASTER] Completed predict_future for BTT [2025-09-26T11:08:03.200090] [INFO ] [sig ] BTT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:03.355314] [INFO ] [LOCAL ] Saved forecast: BTT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BTT.txt [2025-09-26T11:08:03.355581] [INFO ] [sig ] [265/2043] Completed BTT in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:03.355682] [INFO ] [sig ] [266/2043] Forecasting BTU... [2025-09-26T11:08:03.355754] [INFO ] [sig ] Generating forecast for: BTU [2025-09-26T11:08:03.355815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-09-26T11:08:03.367079] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTU'. [2025-09-26T11:08:03.367520] [INFO ] [FORECASTER] Starting predict_future for BTU [2025-09-26T11:08:03.394894] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:03.395820] [DEBUG] [LOCAL ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt [2025-09-26T11:08:03.395902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:03.395975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:03.396043] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:03.396142] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:03.415098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:03.415859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:03.415971] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:03.416039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:03.453811] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:03.454029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:03.454089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:03.454127] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:03.458207] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-09-26T11:08:03.458634] [INFO ] [FORECASTER] Completed predict_future for BTU [2025-09-26T11:08:03.458851] [INFO ] [sig ] BTU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:03.611233] [INFO ] [LOCAL ] Saved forecast: BTU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BTU.txt [2025-09-26T11:08:03.611560] [INFO ] [sig ] [266/2043] Completed BTU in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:03.611661] [INFO ] [sig ] [267/2043] Forecasting BTZ... [2025-09-26T11:08:03.611753] [INFO ] [sig ] Generating forecast for: BTZ [2025-09-26T11:08:03.611826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-09-26T11:08:03.622074] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BTZ'. [2025-09-26T11:08:03.622518] [INFO ] [FORECASTER] Starting predict_future for BTZ [2025-09-26T11:08:03.649513] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:03.650421] [DEBUG] [LOCAL ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt [2025-09-26T11:08:03.650504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:03.650577] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:03.650667] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:03.650769] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:03.669533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:03.670354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:03.670473] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:03.670541] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:03.705303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:03.705474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:03.705519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:03.705553] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:03.709180] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-09-26T11:08:03.709473] [INFO ] [FORECASTER] Completed predict_future for BTZ [2025-09-26T11:08:03.709621] [INFO ] [sig ] BTZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:03.862754] [INFO ] [LOCAL ] Saved forecast: BTZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BTZ.txt [2025-09-26T11:08:03.863063] [INFO ] [sig ] [267/2043] Completed BTZ in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:03.863142] [INFO ] [sig ] [268/2043] Forecasting BUD... [2025-09-26T11:08:03.863211] [INFO ] [sig ] Generating forecast for: BUD [2025-09-26T11:08:03.863284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-09-26T11:08:03.873948] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BUD'. [2025-09-26T11:08:03.874526] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-09-26T11:08:03.903530] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:03.904503] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-09-26T11:08:03.904585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:03.904689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:03.904774] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:03.904895] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:03.923548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:03.924464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:03.924588] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:03.924699] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:03.964418] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:03.964634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:03.964736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:03.964785] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:03.968614] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=1.81%) [2025-09-26T11:08:03.969047] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-09-26T11:08:03.969214] [INFO ] [sig ] BUD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:04.136501] [INFO ] [LOCAL ] Saved forecast: BUD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BUD.txt [2025-09-26T11:08:04.136908] [INFO ] [sig ] [268/2043] Completed BUD in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:04.136993] [INFO ] [sig ] [269/2043] Forecasting BUR... [2025-09-26T11:08:04.137065] [INFO ] [sig ] Generating forecast for: BUR [2025-09-26T11:08:04.137137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'. [2025-09-26T11:08:04.148451] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BUR'. [2025-09-26T11:08:04.148955] [INFO ] [FORECASTER] Starting predict_future for BUR [2025-09-26T11:08:04.176071] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:04.177118] [DEBUG] [LOCAL ] No optimal features file found for BUR: ./output/feature-sets/BUR.txt [2025-09-26T11:08:04.177215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:04.177267] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:04.177334] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:04.177441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:04.196282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:04.197228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:04.197345] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:04.197419] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:04.238176] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:04.238369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:04.238419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:04.238454] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:04.242521] [DEBUG] [FORECASTER] BUR: Forecast T+1@11:T+2@11: UP (p=82.69%) [2025-09-26T11:08:04.242883] [INFO ] [FORECASTER] Completed predict_future for BUR [2025-09-26T11:08:04.243070] [INFO ] [sig ] BUR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:04.422703] [INFO ] [LOCAL ] Saved forecast: BUR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BUR.txt [2025-09-26T11:08:04.423106] [INFO ] [sig ] [269/2043] Completed BUR in 0.3s | 3.75 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:04.423206] [INFO ] [sig ] [270/2043] Forecasting BURL... [2025-09-26T11:08:04.423304] [INFO ] [sig ] Generating forecast for: BURL [2025-09-26T11:08:04.423406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-09-26T11:08:04.434281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BURL'. [2025-09-26T11:08:04.434823] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-09-26T11:08:04.474824] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:04.476381] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-09-26T11:08:04.476501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:04.476617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:04.476733] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:04.476911] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:04.507431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:04.508734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:04.508913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:04.509002] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:04.553303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:04.553499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:04.553548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:04.553582] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:04.557634] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=74.82%) [2025-09-26T11:08:04.557996] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-09-26T11:08:04.558149] [INFO ] [sig ] BURL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:04.754317] [INFO ] [LOCAL ] Saved forecast: BURL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BURL.txt [2025-09-26T11:08:04.754795] [INFO ] [sig ] [270/2043] Completed BURL in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:04.754901] [INFO ] [sig ] [271/2043] Forecasting BV... [2025-09-26T11:08:04.755001] [INFO ] [sig ] Generating forecast for: BV [2025-09-26T11:08:04.755104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-09-26T11:08:04.767570] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BV'. [2025-09-26T11:08:04.768168] [INFO ] [FORECASTER] Starting predict_future for BV [2025-09-26T11:08:04.804474] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:04.805543] [DEBUG] [LOCAL ] No optimal features file found for BV: ./output/feature-sets/BV.txt [2025-09-26T11:08:04.805627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:04.805718] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:04.805788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:04.805896] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:04.828170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:04.829210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:04.829337] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:04.829416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:04.881339] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:04.881585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:04.881673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:04.881842] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:04.886680] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: UP (p=72.48%) [2025-09-26T11:08:04.887219] [INFO ] [FORECASTER] Completed predict_future for BV [2025-09-26T11:08:04.887412] [INFO ] [sig ] BV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:05.091874] [INFO ] [LOCAL ] Saved forecast: BV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BV.txt [2025-09-26T11:08:05.092282] [INFO ] [sig ] [271/2043] Completed BV in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:05.092377] [INFO ] [sig ] [272/2043] Forecasting BW... [2025-09-26T11:08:05.092424] [INFO ] [sig ] Generating forecast for: BW [2025-09-26T11:08:05.092464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-09-26T11:08:05.107703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BW'. [2025-09-26T11:08:05.108381] [INFO ] [FORECASTER] Starting predict_future for BW [2025-09-26T11:08:05.144318] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:05.145817] [DEBUG] [LOCAL ] No optimal features file found for BW: ./output/feature-sets/BW.txt [2025-09-26T11:08:05.145949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:05.146043] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:05.146104] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:05.146235] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:05.176166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:05.177597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:05.177792] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:05.177882] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:05.230690] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:05.230918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:05.230991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:05.231063] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:05.235347] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=97.08%) [2025-09-26T11:08:05.235863] [INFO ] [FORECASTER] Completed predict_future for BW [2025-09-26T11:08:05.236139] [INFO ] [sig ] BW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:05.424755] [INFO ] [LOCAL ] Saved forecast: BW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BW.txt [2025-09-26T11:08:05.425117] [INFO ] [sig ] [272/2043] Completed BW in 0.3s | 3.74 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:05.425198] [INFO ] [sig ] [273/2043] Forecasting BWA... [2025-09-26T11:08:05.425269] [INFO ] [sig ] Generating forecast for: BWA [2025-09-26T11:08:05.425317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-09-26T11:08:05.436491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWA'. [2025-09-26T11:08:05.437062] [INFO ] [FORECASTER] Starting predict_future for BWA [2025-09-26T11:08:05.470937] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:05.472167] [DEBUG] [LOCAL ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt [2025-09-26T11:08:05.472263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:05.472404] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:05.472489] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:05.472622] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:05.495580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:05.496559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:05.496708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:05.496781] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:05.539955] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:05.540192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:05.540249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:05.540285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:05.544836] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: UP (p=94.72%) [2025-09-26T11:08:05.545320] [INFO ] [FORECASTER] Completed predict_future for BWA [2025-09-26T11:08:05.545513] [INFO ] [sig ] BWA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:05.731229] [INFO ] [LOCAL ] Saved forecast: BWA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BWA.txt [2025-09-26T11:08:05.731581] [INFO ] [sig ] [273/2043] Completed BWA in 0.3s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:05.731690] [INFO ] [sig ] [274/2043] Forecasting BWG... [2025-09-26T11:08:05.731764] [INFO ] [sig ] Generating forecast for: BWG [2025-09-26T11:08:05.731838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-09-26T11:08:05.742310] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWG'. [2025-09-26T11:08:05.742783] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-09-26T11:08:05.771696] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:05.772746] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-09-26T11:08:05.772831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:05.772905] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:05.773003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:05.773182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:05.794777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:05.795936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:05.796070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:05.796156] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:05.834153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:05.834390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:05.834458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:05.834509] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:05.838911] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=3.70%) [2025-09-26T11:08:05.839437] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-09-26T11:08:05.839613] [INFO ] [sig ] BWG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:06.001486] [INFO ] [LOCAL ] Saved forecast: BWG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BWG.txt [2025-09-26T11:08:06.001898] [INFO ] [sig ] [274/2043] Completed BWG in 0.3s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:06.002018] [INFO ] [sig ] [275/2043] Forecasting BWLP... [2025-09-26T11:08:06.002133] [INFO ] [sig ] Generating forecast for: BWLP [2025-09-26T11:08:06.002245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'. [2025-09-26T11:08:06.012663] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWLP'. [2025-09-26T11:08:06.013026] [INFO ] [FORECASTER] Starting predict_future for BWLP [2025-09-26T11:08:06.040432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:06.041352] [DEBUG] [LOCAL ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt [2025-09-26T11:08:06.041439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:06.041513] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:06.041619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:06.041767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:06.062904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:06.064192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:06.064347] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:06.064428] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:06.105117] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:06.105354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:06.105454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:06.105500] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:06.109403] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=93.11%) [2025-09-26T11:08:06.109814] [INFO ] [FORECASTER] Completed predict_future for BWLP [2025-09-26T11:08:06.109980] [INFO ] [sig ] BWLP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:06.269734] [INFO ] [LOCAL ] Saved forecast: BWLP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BWLP.txt [2025-09-26T11:08:06.270044] [INFO ] [sig ] [275/2043] Completed BWLP in 0.3s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:06.270148] [INFO ] [sig ] [276/2043] Forecasting BWNB... [2025-09-26T11:08:06.270231] [INFO ] [sig ] Generating forecast for: BWNB [2025-09-26T11:08:06.270320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'. [2025-09-26T11:08:06.280042] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'BWNB'. [2025-09-26T11:08:06.280439] [INFO ] [FORECASTER] Starting predict_future for BWNB [2025-09-26T11:08:06.310293] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:06.311232] [DEBUG] [LOCAL ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt [2025-09-26T11:08:06.311312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:06.311389] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:06.311462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:06.311563] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:06.331534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:06.332542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:06.332682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:06.332756] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:06.362636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:06.362847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:06.362900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:06.362936] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:06.367048] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: DOWN (p=39.29%) [2025-09-26T11:08:06.367392] [INFO ] [FORECASTER] Completed predict_future for BWNB [2025-09-26T11:08:06.367571] [INFO ] [sig ] BWNB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:06.527378] [INFO ] [LOCAL ] Saved forecast: BWNB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BWNB.txt [2025-09-26T11:08:06.527770] [INFO ] [sig ] [276/2043] Completed BWNB in 0.3s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:06.527857] [INFO ] [sig ] [277/2043] Forecasting BWXT... [2025-09-26T11:08:06.527934] [INFO ] [sig ] Generating forecast for: BWXT [2025-09-26T11:08:06.528012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-09-26T11:08:06.540331] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BWXT'. [2025-09-26T11:08:06.540810] [INFO ] [FORECASTER] Starting predict_future for BWXT [2025-09-26T11:08:06.568878] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:06.569843] [DEBUG] [LOCAL ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt [2025-09-26T11:08:06.569921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:06.569999] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:06.570114] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:06.570233] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:06.590359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:06.591422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:06.591538] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:06.591615] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:06.629772] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:06.630005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:06.630076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:06.630126] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:06.635836] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: DOWN (p=12.61%) [2025-09-26T11:08:06.636299] [INFO ] [FORECASTER] Completed predict_future for BWXT [2025-09-26T11:08:06.636481] [INFO ] [sig ] BWXT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:06.869102] [INFO ] [LOCAL ] Saved forecast: BWXT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BWXT.txt [2025-09-26T11:08:06.869369] [INFO ] [sig ] [277/2043] Completed BWXT in 0.3s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:06.869449] [INFO ] [sig ] [278/2043] Forecasting BX... [2025-09-26T11:08:06.869522] [INFO ] [sig ] Generating forecast for: BX [2025-09-26T11:08:06.869622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'. [2025-09-26T11:08:06.880208] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BX'. [2025-09-26T11:08:06.880606] [INFO ] [FORECASTER] Starting predict_future for BX [2025-09-26T11:08:06.906950] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:06.907943] [DEBUG] [LOCAL ] No optimal features file found for BX: ./output/feature-sets/BX.txt [2025-09-26T11:08:06.908023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:06.908105] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:06.908185] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:06.908297] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:06.927541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:06.928299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:06.928410] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:06.928486] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:06.961473] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:06.961713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:06.961790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:06.961832] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:06.966374] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: DOWN (p=33.23%) [2025-09-26T11:08:06.966809] [INFO ] [FORECASTER] Completed predict_future for BX [2025-09-26T11:08:06.967023] [INFO ] [sig ] BX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:07.118184] [INFO ] [LOCAL ] Saved forecast: BX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BX.txt [2025-09-26T11:08:07.118467] [INFO ] [sig ] [278/2043] Completed BX in 0.2s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:07.118550] [INFO ] [sig ] [279/2043] Forecasting BXC... [2025-09-26T11:08:07.118631] [INFO ] [sig ] Generating forecast for: BXC [2025-09-26T11:08:07.118746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-09-26T11:08:07.128589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXC'. [2025-09-26T11:08:07.129051] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-09-26T11:08:07.155610] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:07.156537] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-09-26T11:08:07.156636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:07.156757] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:07.156869] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:07.156998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:07.175549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:07.176599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:07.176761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:07.176885] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:07.210105] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:07.210274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:07.210324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:07.210361] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:07.214559] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=15.80%) [2025-09-26T11:08:07.214937] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-09-26T11:08:07.215106] [INFO ] [sig ] BXC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:07.373804] [INFO ] [LOCAL ] Saved forecast: BXC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BXC.txt [2025-09-26T11:08:07.374127] [INFO ] [sig ] [279/2043] Completed BXC in 0.3s | 3.73 sym/s | Total: 1.2m | ETA: 7.9m [2025-09-26T11:08:07.374224] [INFO ] [sig ] [280/2043] Forecasting BXMT... [2025-09-26T11:08:07.374322] [INFO ] [sig ] Generating forecast for: BXMT [2025-09-26T11:08:07.374423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-09-26T11:08:07.385213] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXMT'. [2025-09-26T11:08:07.385603] [INFO ] [FORECASTER] Starting predict_future for BXMT [2025-09-26T11:08:07.413277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:07.414261] [DEBUG] [LOCAL ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt [2025-09-26T11:08:07.414354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:07.414441] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:07.414533] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:07.414676] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:07.433247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:07.434081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:07.434196] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:07.434358] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:07.468974] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:07.469170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:07.469221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:07.469259] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:07.473420] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=78.74%) [2025-09-26T11:08:07.473807] [INFO ] [FORECASTER] Completed predict_future for BXMT [2025-09-26T11:08:07.473977] [INFO ] [sig ] BXMT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:07.627153] [INFO ] [LOCAL ] Saved forecast: BXMT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BXMT.txt [2025-09-26T11:08:07.627449] [INFO ] [sig ] [280/2043] Completed BXMT in 0.3s | 3.73 sym/s | Total: 1.3m | ETA: 7.9m [2025-09-26T11:08:07.627530] [INFO ] [sig ] [281/2043] Forecasting BXP... [2025-09-26T11:08:07.627601] [INFO ] [sig ] Generating forecast for: BXP [2025-09-26T11:08:07.627707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-09-26T11:08:07.637638] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BXP'. [2025-09-26T11:08:07.638064] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-09-26T11:08:07.664742] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:07.665670] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-09-26T11:08:07.665862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:07.665955] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:07.666044] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:07.666174] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:07.684609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:07.685629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:07.685783] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:07.686053] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:07.718884] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:07.719063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:07.719111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:07.719149] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:07.723275] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=60.91%) [2025-09-26T11:08:07.723620] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-09-26T11:08:07.723822] [INFO ] [sig ] BXP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:07.876020] [INFO ] [LOCAL ] Saved forecast: BXP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/BXP.txt [2025-09-26T11:08:07.876285] [INFO ] [sig ] [281/2043] Completed BXP in 0.2s | 3.73 sym/s | Total: 1.3m | ETA: 7.9m [2025-09-26T11:08:07.876364] [INFO ] [sig ] [282/2043] Forecasting BY... [2025-09-26T11:08:07.876440] [INFO ] [sig ] Generating forecast for: BY [2025-09-26T11:08:07.876524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-09-26T11:08:07.886598] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BY'. [2025-09-26T11:08:07.887093] [INFO ] [FORECASTER] Starting predict_future for BY [2025-09-26T11:08:07.913481] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:07.914420] [DEBUG] [LOCAL ] No optimal features file found for BY: ./output/feature-sets/BY.txt [2025-09-26T11:08:07.914500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:07.914572] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:07.914675] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:07.914796] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:07.934585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:07.935381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:07.935499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:07.935594] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:07.971794] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:07.971982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:07.972087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:07.972189] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:07.977171] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: DOWN (p=23.57%) [2025-09-26T11:08:07.977601] [INFO ] [FORECASTER] Completed predict_future for BY [2025-09-26T11:08:07.977831] [INFO ] [sig ] BY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:08.135242] [INFO ] [LOCAL ] Saved forecast: BY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BY.txt [2025-09-26T11:08:08.135553] [INFO ] [sig ] [282/2043] Completed BY in 0.3s | 3.73 sym/s | Total: 1.3m | ETA: 7.9m [2025-09-26T11:08:08.135636] [INFO ] [sig ] [283/2043] Forecasting BYD... [2025-09-26T11:08:08.135774] [INFO ] [sig ] Generating forecast for: BYD [2025-09-26T11:08:08.135860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-09-26T11:08:08.145675] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BYD'. [2025-09-26T11:08:08.146045] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-09-26T11:08:08.172032] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:08.172928] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-09-26T11:08:08.173008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:08.173080] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:08.173170] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:08.173318] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:08.191257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:08.192153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:08.192263] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:08.192355] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:08.230196] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:08.230388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:08.230435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:08.230471] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:08.234401] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=4.78%) [2025-09-26T11:08:08.234749] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-09-26T11:08:08.234915] [INFO ] [sig ] BYD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:08.384933] [INFO ] [LOCAL ] Saved forecast: BYD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BYD.txt [2025-09-26T11:08:08.385230] [INFO ] [sig ] [283/2043] Completed BYD in 0.2s | 3.73 sym/s | Total: 1.3m | ETA: 7.9m [2025-09-26T11:08:08.385310] [INFO ] [sig ] [284/2043] Forecasting BZH... [2025-09-26T11:08:08.385386] [INFO ] [sig ] Generating forecast for: BZH [2025-09-26T11:08:08.385467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-09-26T11:08:08.396331] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'BZH'. [2025-09-26T11:08:08.396811] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-09-26T11:08:08.424267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:08.425203] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-09-26T11:08:08.425284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:08.425356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:08.425426] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:08.425546] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:08.444425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:08.445141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:08.445252] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:08.445323] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:08.479270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:08.479447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:08.479496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:08.479531] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:08.483581] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=13.34%) [2025-09-26T11:08:08.483927] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-09-26T11:08:08.484089] [INFO ] [sig ] BZH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:08.636930] [INFO ] [LOCAL ] Saved forecast: BZH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/BZH.txt [2025-09-26T11:08:08.637223] [INFO ] [sig ] [284/2043] Completed BZH in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:08.637304] [INFO ] [sig ] [285/2043] Forecasting CABO... [2025-09-26T11:08:08.637374] [INFO ] [sig ] Generating forecast for: CABO [2025-09-26T11:08:08.637446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-09-26T11:08:08.647757] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CABO'. [2025-09-26T11:08:08.648197] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-09-26T11:08:08.676311] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:08.677359] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-09-26T11:08:08.677443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:08.677517] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:08.677586] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:08.677715] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:08.696418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:08.697326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:08.697442] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:08.697511] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:08.732231] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:08.732425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:08.732472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:08.732506] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:08.736386] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-09-26T11:08:08.736724] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-09-26T11:08:08.736925] [INFO ] [sig ] CABO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:08.894600] [INFO ] [LOCAL ] Saved forecast: CABO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CABO.txt [2025-09-26T11:08:08.894938] [INFO ] [sig ] [285/2043] Completed CABO in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:08.895024] [INFO ] [sig ] [286/2043] Forecasting CACI... [2025-09-26T11:08:08.895095] [INFO ] [sig ] Generating forecast for: CACI [2025-09-26T11:08:08.895165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-09-26T11:08:08.905381] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CACI'. [2025-09-26T11:08:08.905768] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-09-26T11:08:08.932529] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:08.933490] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-09-26T11:08:08.933575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:08.933670] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:08.933742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:08.933843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:08.952226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:08.953017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:08.953128] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:08.953198] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:08.989506] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:08.989729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:08.989799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:08.989839] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:08.993571] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=10.29%) [2025-09-26T11:08:08.993939] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-09-26T11:08:08.994109] [INFO ] [sig ] CACI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:09.147037] [INFO ] [LOCAL ] Saved forecast: CACI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CACI.txt [2025-09-26T11:08:09.147317] [INFO ] [sig ] [286/2043] Completed CACI in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:09.147397] [INFO ] [sig ] [287/2043] Forecasting CADE... [2025-09-26T11:08:09.147467] [INFO ] [sig ] Generating forecast for: CADE [2025-09-26T11:08:09.147539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-09-26T11:08:09.158483] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CADE'. [2025-09-26T11:08:09.158996] [INFO ] [FORECASTER] Starting predict_future for CADE [2025-09-26T11:08:09.186269] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:09.187248] [DEBUG] [LOCAL ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt [2025-09-26T11:08:09.187329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:09.187400] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:09.187469] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:09.187570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:09.206435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:09.207430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:09.207543] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:09.207613] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:09.240555] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:09.240752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:09.240815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:09.240850] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:09.244444] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=8.83%) [2025-09-26T11:08:09.244782] [INFO ] [FORECASTER] Completed predict_future for CADE [2025-09-26T11:08:09.244935] [INFO ] [sig ] CADE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:09.397121] [INFO ] [LOCAL ] Saved forecast: CADE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CADE.txt [2025-09-26T11:08:09.397414] [INFO ] [sig ] [287/2043] Completed CADE in 0.2s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:09.397498] [INFO ] [sig ] [288/2043] Forecasting CAE... [2025-09-26T11:08:09.397569] [INFO ] [sig ] Generating forecast for: CAE [2025-09-26T11:08:09.397663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-09-26T11:08:09.408567] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAE'. [2025-09-26T11:08:09.408983] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-09-26T11:08:09.435252] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:09.436114] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-09-26T11:08:09.436192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:09.436266] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:09.436333] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:09.436431] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:09.455131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:09.455803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:09.455913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:09.455983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:09.491071] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:09.491224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:09.491271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:09.491306] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:09.495713] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=92.37%) [2025-09-26T11:08:09.496016] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-09-26T11:08:09.496163] [INFO ] [sig ] CAE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:09.658000] [INFO ] [LOCAL ] Saved forecast: CAE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAE.txt [2025-09-26T11:08:09.658282] [INFO ] [sig ] [288/2043] Completed CAE in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:09.658363] [INFO ] [sig ] [289/2043] Forecasting CAF... [2025-09-26T11:08:09.658434] [INFO ] [sig ] Generating forecast for: CAF [2025-09-26T11:08:09.658509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-09-26T11:08:09.668066] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAF'. [2025-09-26T11:08:09.668423] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-09-26T11:08:09.694452] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:09.695279] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-09-26T11:08:09.695357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:09.695429] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:09.695496] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:09.695594] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:09.713582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:09.714338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:09.714456] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:09.714532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:09.742534] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:09.742687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:09.742752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:09.742806] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:09.746435] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: UP (p=97.12%) [2025-09-26T11:08:09.746782] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-09-26T11:08:09.747004] [INFO ] [sig ] CAF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:09.910016] [INFO ] [LOCAL ] Saved forecast: CAF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAF.txt [2025-09-26T11:08:09.910322] [INFO ] [sig ] [289/2043] Completed CAF in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:09.910409] [INFO ] [sig ] [290/2043] Forecasting CAG... [2025-09-26T11:08:09.910480] [INFO ] [sig ] Generating forecast for: CAG [2025-09-26T11:08:09.910553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-09-26T11:08:09.923028] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAG'. [2025-09-26T11:08:09.923453] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-09-26T11:08:09.952455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:09.953457] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-09-26T11:08:09.953541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:09.953665] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:09.953749] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:09.953892] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:09.972581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:09.973317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:09.973429] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:09.973517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:10.011573] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:10.011798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:10.011860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:10.011896] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:10.015793] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=56.31%) [2025-09-26T11:08:10.016105] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-09-26T11:08:10.016328] [INFO ] [sig ] CAG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:10.172299] [INFO ] [LOCAL ] Saved forecast: CAG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAG.txt [2025-09-26T11:08:10.172627] [INFO ] [sig ] [290/2043] Completed CAG in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:10.172732] [INFO ] [sig ] [291/2043] Forecasting CAH... [2025-09-26T11:08:10.172814] [INFO ] [sig ] Generating forecast for: CAH [2025-09-26T11:08:10.172897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-09-26T11:08:10.183146] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAH'. [2025-09-26T11:08:10.183610] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-09-26T11:08:10.211319] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:10.212273] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-09-26T11:08:10.212365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:10.212444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:10.212526] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:10.212708] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:10.231536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:10.232322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:10.232484] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:10.232561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:10.263317] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:10.263463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:10.263512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:10.263550] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:10.267524] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=99.25%) [2025-09-26T11:08:10.267900] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-09-26T11:08:10.268061] [INFO ] [sig ] CAH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:10.421397] [INFO ] [LOCAL ] Saved forecast: CAH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAH.txt [2025-09-26T11:08:10.421724] [INFO ] [sig ] [291/2043] Completed CAH in 0.2s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:10.421852] [INFO ] [sig ] [292/2043] Forecasting CAL... [2025-09-26T11:08:10.421933] [INFO ] [sig ] Generating forecast for: CAL [2025-09-26T11:08:10.422031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-09-26T11:08:10.432461] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAL'. [2025-09-26T11:08:10.432816] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-09-26T11:08:10.460000] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:10.460908] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-09-26T11:08:10.460991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:10.461088] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:10.461176] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:10.461289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:10.480540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:10.481218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:10.481326] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:10.481405] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:10.518805] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:10.518984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:10.519032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:10.519068] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:10.522984] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=95.88%) [2025-09-26T11:08:10.523301] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-09-26T11:08:10.523449] [INFO ] [sig ] CAL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:10.682344] [INFO ] [LOCAL ] Saved forecast: CAL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAL.txt [2025-09-26T11:08:10.682692] [INFO ] [sig ] [292/2043] Completed CAL in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:10.682777] [INFO ] [sig ] [293/2043] Forecasting CALX... [2025-09-26T11:08:10.682861] [INFO ] [sig ] Generating forecast for: CALX [2025-09-26T11:08:10.682948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-09-26T11:08:10.693271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CALX'. [2025-09-26T11:08:10.693748] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-09-26T11:08:10.720694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:10.721558] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-09-26T11:08:10.721663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:10.721739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:10.721816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:10.721930] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:10.740762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:10.741583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:10.741729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:10.741803] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:10.778296] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:10.778500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:10.778554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:10.778590] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:10.782387] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=40.43%) [2025-09-26T11:08:10.782814] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-09-26T11:08:10.783018] [INFO ] [sig ] CALX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:10.937162] [INFO ] [LOCAL ] Saved forecast: CALX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CALX.txt [2025-09-26T11:08:10.937486] [INFO ] [sig ] [293/2043] Completed CALX in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:10.937587] [INFO ] [sig ] [294/2043] Forecasting CANG... [2025-09-26T11:08:10.937695] [INFO ] [sig ] Generating forecast for: CANG [2025-09-26T11:08:10.937770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-09-26T11:08:10.948055] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CANG'. [2025-09-26T11:08:10.948449] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-09-26T11:08:10.974620] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:10.975559] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-09-26T11:08:10.975662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:10.975740] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:10.975824] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:10.976029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:10.994735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:10.995452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:10.995568] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:10.995675] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:11.029844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:11.030034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:11.030081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:11.030115] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:11.033966] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=18.98%) [2025-09-26T11:08:11.034301] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-09-26T11:08:11.034454] [INFO ] [sig ] CANG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:11.190390] [INFO ] [LOCAL ] Saved forecast: CANG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CANG.txt [2025-09-26T11:08:11.190689] [INFO ] [sig ] [294/2043] Completed CANG in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:11.190826] [INFO ] [sig ] [295/2043] Forecasting CAPL... [2025-09-26T11:08:11.190916] [INFO ] [sig ] Generating forecast for: CAPL [2025-09-26T11:08:11.190989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-09-26T11:08:11.200907] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAPL'. [2025-09-26T11:08:11.201275] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-09-26T11:08:11.227854] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:11.228720] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-09-26T11:08:11.228799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:11.228881] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:11.228959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:11.229077] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:11.248310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:11.249094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:11.249211] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:11.249316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:11.290998] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:11.291216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:11.291267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:11.291306] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:11.295757] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=13.29%) [2025-09-26T11:08:11.296142] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-09-26T11:08:11.296311] [INFO ] [sig ] CAPL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:11.449306] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CAPL.txt [2025-09-26T11:08:11.449629] [INFO ] [sig ] [295/2043] Completed CAPL in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:11.449750] [INFO ] [sig ] [296/2043] Forecasting CARR... [2025-09-26T11:08:11.449851] [INFO ] [sig ] Generating forecast for: CARR [2025-09-26T11:08:11.449955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'. [2025-09-26T11:08:11.460410] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CARR'. [2025-09-26T11:08:11.461085] [INFO ] [FORECASTER] Starting predict_future for CARR [2025-09-26T11:08:11.488772] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:11.489804] [DEBUG] [LOCAL ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt [2025-09-26T11:08:11.489914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:11.490025] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:11.490129] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:11.490288] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:11.510158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:11.511040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:11.511192] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:11.511287] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:11.555877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:11.556186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:11.556270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:11.556344] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:11.561397] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: UP (p=87.68%) [2025-09-26T11:08:11.561920] [INFO ] [FORECASTER] Completed predict_future for CARR [2025-09-26T11:08:11.562182] [INFO ] [sig ] CARR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:11.720564] [INFO ] [LOCAL ] Saved forecast: CARR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CARR.txt [2025-09-26T11:08:11.720915] [INFO ] [sig ] [296/2043] Completed CARR in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:11.721002] [INFO ] [sig ] [297/2043] Forecasting CARS... [2025-09-26T11:08:11.721074] [INFO ] [sig ] Generating forecast for: CARS [2025-09-26T11:08:11.721160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-09-26T11:08:11.732231] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CARS'. [2025-09-26T11:08:11.732889] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-09-26T11:08:11.761444] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:11.762631] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-09-26T11:08:11.762804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:11.762901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:11.762993] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:11.763126] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:11.782359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:11.783300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:11.783426] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:11.783529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:11.822849] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:11.823005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:11.823049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:11.823084] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:11.826930] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=91.67%) [2025-09-26T11:08:11.827230] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-09-26T11:08:11.827373] [INFO ] [sig ] CARS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:11.986408] [INFO ] [LOCAL ] Saved forecast: CARS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CARS.txt [2025-09-26T11:08:11.986795] [INFO ] [sig ] [297/2043] Completed CARS in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:11.986897] [INFO ] [sig ] [298/2043] Forecasting CAT... [2025-09-26T11:08:11.986988] [INFO ] [sig ] Generating forecast for: CAT [2025-09-26T11:08:11.987085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-09-26T11:08:11.998383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAT'. [2025-09-26T11:08:11.998875] [INFO ] [FORECASTER] Starting predict_future for CAT [2025-09-26T11:08:12.027225] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:12.028289] [DEBUG] [LOCAL ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt [2025-09-26T11:08:12.028381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:12.028475] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:12.028563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:12.028733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:12.047909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:12.048933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:12.049054] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:12.049175] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:12.094391] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:12.094634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:12.094739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:12.094787] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:12.099737] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=73.32%) [2025-09-26T11:08:12.100157] [INFO ] [FORECASTER] Completed predict_future for CAT [2025-09-26T11:08:12.100366] [INFO ] [sig ] CAT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:12.270071] [INFO ] [LOCAL ] Saved forecast: CAT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAT.txt [2025-09-26T11:08:12.270380] [INFO ] [sig ] [298/2043] Completed CAT in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:12.270548] [INFO ] [sig ] [299/2043] Forecasting CATO... [2025-09-26T11:08:12.270638] [INFO ] [sig ] Generating forecast for: CATO [2025-09-26T11:08:12.270753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-09-26T11:08:12.281092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CATO'. [2025-09-26T11:08:12.281562] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-09-26T11:08:12.310798] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:12.311768] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-09-26T11:08:12.311851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:12.311939] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:12.312029] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:12.312157] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:12.331750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:12.332602] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:12.332743] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:12.332830] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:12.368447] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:12.368630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:12.368725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:12.368775] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:12.372770] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=7.17%) [2025-09-26T11:08:12.373119] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-09-26T11:08:12.373279] [INFO ] [sig ] CATO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:12.531503] [INFO ] [LOCAL ] Saved forecast: CATO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CATO.txt [2025-09-26T11:08:12.531811] [INFO ] [sig ] [299/2043] Completed CATO in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:12.531919] [INFO ] [sig ] [300/2043] Forecasting CAVA... [2025-09-26T11:08:12.532012] [INFO ] [sig ] Generating forecast for: CAVA [2025-09-26T11:08:12.532089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-09-26T11:08:12.542009] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CAVA'. [2025-09-26T11:08:12.542365] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-09-26T11:08:12.569733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:12.570785] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-09-26T11:08:12.570881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:12.570971] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:12.571052] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:12.571175] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:12.590041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:12.591155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:12.591277] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:12.591410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:12.624022] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:12.624211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:12.624260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:12.624296] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:12.628403] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: UP (p=71.02%) [2025-09-26T11:08:12.628804] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-09-26T11:08:12.629166] [INFO ] [sig ] CAVA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:12.791852] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CAVA.txt [2025-09-26T11:08:12.792399] [INFO ] [sig ] [300/2043] Completed CAVA in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:12.792482] [INFO ] [sig ] [301/2043] Forecasting CB... [2025-09-26T11:08:12.792553] [INFO ] [sig ] Generating forecast for: CB [2025-09-26T11:08:12.792675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-09-26T11:08:12.805563] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CB'. [2025-09-26T11:08:12.806065] [INFO ] [FORECASTER] Starting predict_future for CB [2025-09-26T11:08:12.834040] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:12.834987] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-09-26T11:08:12.835070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:12.835144] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:12.835231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:12.835346] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:12.854492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:12.855461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:12.855624] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:12.855720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:12.895371] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:12.895568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:12.895618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:12.895686] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:12.899918] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=22.72%) [2025-09-26T11:08:12.900249] [INFO ] [FORECASTER] Completed predict_future for CB [2025-09-26T11:08:12.900400] [INFO ] [sig ] CB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:13.067409] [INFO ] [LOCAL ] Saved forecast: CB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CB.txt [2025-09-26T11:08:13.067782] [INFO ] [sig ] [301/2043] Completed CB in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:13.067891] [INFO ] [sig ] [302/2043] Forecasting CBAN... [2025-09-26T11:08:13.068004] [INFO ] [sig ] Generating forecast for: CBAN [2025-09-26T11:08:13.068090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-09-26T11:08:13.080018] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBAN'. [2025-09-26T11:08:13.080584] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-09-26T11:08:13.110353] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:13.111360] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-09-26T11:08:13.111439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:13.111534] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:13.111609] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:13.111736] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:13.131891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:13.132784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:13.132899] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:13.132970] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:13.170022] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:13.170225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:13.170277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:13.170312] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:13.174137] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=16.02%) [2025-09-26T11:08:13.174453] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-09-26T11:08:13.174667] [INFO ] [sig ] CBAN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:13.326273] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CBAN.txt [2025-09-26T11:08:13.326566] [INFO ] [sig ] [302/2043] Completed CBAN in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:13.326666] [INFO ] [sig ] [303/2043] Forecasting CBL... [2025-09-26T11:08:13.326741] [INFO ] [sig ] Generating forecast for: CBL [2025-09-26T11:08:13.326837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-09-26T11:08:13.336631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBL'. [2025-09-26T11:08:13.337059] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-09-26T11:08:13.365178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:13.366178] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-09-26T11:08:13.366263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:13.366376] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:13.366481] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:13.366604] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:13.387101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:13.388053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:13.388166] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:13.388260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:13.418937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:13.419093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:13.419138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:13.419235] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:13.423129] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=72.74%) [2025-09-26T11:08:13.423444] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-09-26T11:08:13.423601] [INFO ] [sig ] CBL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:13.583335] [INFO ] [LOCAL ] Saved forecast: CBL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CBL.txt [2025-09-26T11:08:13.583669] [INFO ] [sig ] [303/2043] Completed CBL in 0.3s | 3.74 sym/s | Total: 1.3m | ETA: 7.8m [2025-09-26T11:08:13.583773] [INFO ] [sig ] [304/2043] Forecasting CBNA... [2025-09-26T11:08:13.583857] [INFO ] [sig ] Generating forecast for: CBNA [2025-09-26T11:08:13.583942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'. [2025-09-26T11:08:13.593497] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBNA'. [2025-09-26T11:08:13.593897] [INFO ] [FORECASTER] Starting predict_future for CBNA [2025-09-26T11:08:13.622049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:13.623065] [DEBUG] [LOCAL ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt [2025-09-26T11:08:13.623147] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:13.623228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:13.623302] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:13.623407] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:13.642055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:13.642707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:13.642815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:13.642927] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:13.683056] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:13.683447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:13.683570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:13.683634] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:13.689935] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=97.63%) [2025-09-26T11:08:13.690490] [INFO ] [FORECASTER] Completed predict_future for CBNA [2025-09-26T11:08:13.690753] [INFO ] [sig ] CBNA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:13.852870] [INFO ] [LOCAL ] Saved forecast: CBNA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CBNA.txt [2025-09-26T11:08:13.853349] [INFO ] [sig ] [304/2043] Completed CBNA in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:13.853450] [INFO ] [sig ] [305/2043] Forecasting CBRE... [2025-09-26T11:08:13.853560] [INFO ] [sig ] Generating forecast for: CBRE [2025-09-26T11:08:13.853709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-09-26T11:08:13.868459] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBRE'. [2025-09-26T11:08:13.868965] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-09-26T11:08:13.898414] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:13.899363] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-09-26T11:08:13.899445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:13.899528] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:13.899609] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:13.899791] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:13.920241] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:13.921304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:13.921447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:13.921520] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:13.955808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:13.956002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:13.956053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:13.956091] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:13.960976] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=94.14%) [2025-09-26T11:08:13.961305] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-09-26T11:08:13.961458] [INFO ] [sig ] CBRE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:14.116864] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CBRE.txt [2025-09-26T11:08:14.117231] [INFO ] [sig ] [305/2043] Completed CBRE in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:14.117318] [INFO ] [sig ] [306/2043] Forecasting CBT... [2025-09-26T11:08:14.117401] [INFO ] [sig ] Generating forecast for: CBT [2025-09-26T11:08:14.117485] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'. [2025-09-26T11:08:14.127668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBT'. [2025-09-26T11:08:14.128072] [INFO ] [FORECASTER] Starting predict_future for CBT [2025-09-26T11:08:14.155636] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:14.156561] [DEBUG] [LOCAL ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt [2025-09-26T11:08:14.156677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:14.156781] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:14.156898] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:14.157041] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:14.175872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:14.176590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:14.176738] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:14.176843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:14.209099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:14.209282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:14.209332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:14.209369] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:14.213771] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=47.08%) [2025-09-26T11:08:14.214097] [INFO ] [FORECASTER] Completed predict_future for CBT [2025-09-26T11:08:14.214251] [INFO ] [sig ] CBT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:14.376207] [INFO ] [LOCAL ] Saved forecast: CBT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CBT.txt [2025-09-26T11:08:14.376583] [INFO ] [sig ] [306/2043] Completed CBT in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:14.376708] [INFO ] [sig ] [307/2043] Forecasting CBU... [2025-09-26T11:08:14.376801] [INFO ] [sig ] Generating forecast for: CBU [2025-09-26T11:08:14.376930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-09-26T11:08:14.387262] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBU'. [2025-09-26T11:08:14.387697] [INFO ] [FORECASTER] Starting predict_future for CBU [2025-09-26T11:08:14.418766] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:14.419982] [DEBUG] [LOCAL ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt [2025-09-26T11:08:14.420091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:14.420184] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:14.420267] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:14.420395] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:14.442092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:14.443102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:14.443221] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:14.443293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:14.474205] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:14.474394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:14.474465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:14.474575] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:14.478939] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=5.87%) [2025-09-26T11:08:14.479293] [INFO ] [FORECASTER] Completed predict_future for CBU [2025-09-26T11:08:14.479448] [INFO ] [sig ] CBU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:14.644331] [INFO ] [LOCAL ] Saved forecast: CBU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CBU.txt [2025-09-26T11:08:14.644737] [INFO ] [sig ] [307/2043] Completed CBU in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:14.644842] [INFO ] [sig ] [308/2043] Forecasting CBZ... [2025-09-26T11:08:14.644938] [INFO ] [sig ] Generating forecast for: CBZ [2025-09-26T11:08:14.645097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-09-26T11:08:14.656523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CBZ'. [2025-09-26T11:08:14.657091] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-09-26T11:08:14.693119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:14.694342] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-09-26T11:08:14.694446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:14.694535] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:14.694620] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:14.694775] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:14.717180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:14.718448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:14.718574] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:14.718681] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:14.752797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:14.753021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:14.753088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:14.753129] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:14.757316] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=31.28%) [2025-09-26T11:08:14.757631] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-09-26T11:08:14.757833] [INFO ] [sig ] CBZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:14.917619] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CBZ.txt [2025-09-26T11:08:14.917959] [INFO ] [sig ] [308/2043] Completed CBZ in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:14.918052] [INFO ] [sig ] [309/2043] Forecasting CC... [2025-09-26T11:08:14.918124] [INFO ] [sig ] Generating forecast for: CC [2025-09-26T11:08:14.918198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-09-26T11:08:14.929127] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CC'. [2025-09-26T11:08:14.929565] [INFO ] [FORECASTER] Starting predict_future for CC [2025-09-26T11:08:14.959100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:14.960128] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-09-26T11:08:14.960215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:14.960298] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:14.960381] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:14.960495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:14.980202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:14.981246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:14.981378] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:14.981463] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:15.017859] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:15.018069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:15.018120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:15.018158] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:15.022902] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: UP (p=82.34%) [2025-09-26T11:08:15.023249] [INFO ] [FORECASTER] Completed predict_future for CC [2025-09-26T11:08:15.023408] [INFO ] [sig ] CC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:15.198854] [INFO ] [LOCAL ] Saved forecast: CC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CC.txt [2025-09-26T11:08:15.199188] [INFO ] [sig ] [309/2043] Completed CC in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:15.199274] [INFO ] [sig ] [310/2043] Forecasting CCI... [2025-09-26T11:08:15.199358] [INFO ] [sig ] Generating forecast for: CCI [2025-09-26T11:08:15.199446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-09-26T11:08:15.210341] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCI'. [2025-09-26T11:08:15.210823] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-09-26T11:08:15.239884] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:15.240985] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-09-26T11:08:15.241096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:15.241214] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:15.241324] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:15.241495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:15.263131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:15.264276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:15.264439] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:15.264541] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:15.303409] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:15.303605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:15.303682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:15.303765] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:15.307766] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=91.48%) [2025-09-26T11:08:15.308098] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-09-26T11:08:15.308252] [INFO ] [sig ] CCI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:15.467572] [INFO ] [LOCAL ] Saved forecast: CCI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CCI.txt [2025-09-26T11:08:15.467915] [INFO ] [sig ] [310/2043] Completed CCI in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:15.468019] [INFO ] [sig ] [311/2043] Forecasting CCIF... [2025-09-26T11:08:15.468107] [INFO ] [sig ] Generating forecast for: CCIF [2025-09-26T11:08:15.468194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-09-26T11:08:15.479798] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCIF'. [2025-09-26T11:08:15.480177] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-09-26T11:08:15.508064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:15.508965] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-09-26T11:08:15.509046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:15.509134] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:15.509219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:15.509337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:15.528867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:15.529694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:15.529805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:15.529889] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:15.577376] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:15.577515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:15.577561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:15.577598] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:15.582263] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=2.09%) [2025-09-26T11:08:15.582585] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-09-26T11:08:15.582787] [INFO ] [sig ] CCIF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:15.737061] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CCIF.txt [2025-09-26T11:08:15.737375] [INFO ] [sig ] [311/2043] Completed CCIF in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:15.737471] [INFO ] [sig ] [312/2043] Forecasting CCJ... [2025-09-26T11:08:15.737547] [INFO ] [sig ] Generating forecast for: CCJ [2025-09-26T11:08:15.737619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-09-26T11:08:15.748080] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCJ'. [2025-09-26T11:08:15.748556] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-09-26T11:08:15.775734] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:15.776612] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-09-26T11:08:15.776726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:15.776800] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:15.776888] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:15.776995] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:15.798161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:15.798891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:15.798997] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:15.799070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:15.839290] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:15.839411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:15.839466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:15.839502] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:15.842836] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=19.99%) [2025-09-26T11:08:15.843122] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-09-26T11:08:15.843268] [INFO ] [sig ] CCJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:16.000713] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CCJ.txt [2025-09-26T11:08:16.000979] [INFO ] [sig ] [312/2043] Completed CCJ in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:16.001063] [INFO ] [sig ] [313/2043] Forecasting CCK... [2025-09-26T11:08:16.001135] [INFO ] [sig ] Generating forecast for: CCK [2025-09-26T11:08:16.001208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-09-26T11:08:16.011851] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCK'. [2025-09-26T11:08:16.012198] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-09-26T11:08:16.038610] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:16.039409] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-09-26T11:08:16.039489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:16.039563] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:16.039632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:16.039757] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:16.058634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:16.059244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:16.059352] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:16.059421] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:16.107276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:16.108496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:16.108605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:16.108719] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:16.112844] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=82.46%) [2025-09-26T11:08:16.113258] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-09-26T11:08:16.113475] [INFO ] [sig ] CCK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:16.269481] [INFO ] [LOCAL ] Saved forecast: CCK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CCK.txt [2025-09-26T11:08:16.269785] [INFO ] [sig ] [313/2043] Completed CCK in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:16.269873] [INFO ] [sig ] [314/2043] Forecasting CCL... [2025-09-26T11:08:16.269943] [INFO ] [sig ] Generating forecast for: CCL [2025-09-26T11:08:16.270016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-09-26T11:08:16.283823] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCL'. [2025-09-26T11:08:16.284243] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-09-26T11:08:16.311459] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:16.312348] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-09-26T11:08:16.312431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:16.312506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:16.312590] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:16.312750] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:16.331696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:16.332348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:16.332454] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:16.332542] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:16.372281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:16.372400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:16.372443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:16.372476] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:16.376278] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=40.96%) [2025-09-26T11:08:16.376570] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-09-26T11:08:16.376752] [INFO ] [sig ] CCL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:16.531785] [INFO ] [LOCAL ] Saved forecast: CCL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CCL.txt [2025-09-26T11:08:16.532064] [INFO ] [sig ] [314/2043] Completed CCL in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:16.532160] [INFO ] [sig ] [315/2043] Forecasting CCO... [2025-09-26T11:08:16.532232] [INFO ] [sig ] Generating forecast for: CCO [2025-09-26T11:08:16.532319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-09-26T11:08:16.543056] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCO'. [2025-09-26T11:08:16.543389] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-09-26T11:08:16.572689] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:16.573834] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-09-26T11:08:16.573914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:16.574005] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:16.574093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:16.574222] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:16.596408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:16.597123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:16.597282] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:16.597469] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:16.639947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:16.640067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:16.640109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:16.640142] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:16.643741] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-09-26T11:08:16.644030] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-09-26T11:08:16.644177] [INFO ] [sig ] CCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:16.798516] [INFO ] [LOCAL ] Saved forecast: CCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CCO.txt [2025-09-26T11:08:16.798915] [INFO ] [sig ] [315/2043] Completed CCO in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:16.798999] [INFO ] [sig ] [316/2043] Forecasting CCRD... [2025-09-26T11:08:16.799145] [INFO ] [sig ] Generating forecast for: CCRD [2025-09-26T11:08:16.799232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'. [2025-09-26T11:08:16.809836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCRD'. [2025-09-26T11:08:16.810206] [INFO ] [FORECASTER] Starting predict_future for CCRD [2025-09-26T11:08:16.839745] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:16.840630] [DEBUG] [LOCAL ] No optimal features file found for CCRD: ./output/feature-sets/CCRD.txt [2025-09-26T11:08:16.840733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:16.840807] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:16.840890] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:16.841020] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:16.860421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:16.861102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:16.861212] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:16.861298] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:16.903129] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:16.903328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:16.903391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:16.903428] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:16.907478] [DEBUG] [FORECASTER] CCRD: Forecast T+1@11:T+2@11: UP (p=76.54%) [2025-09-26T11:08:16.907835] [INFO ] [FORECASTER] Completed predict_future for CCRD [2025-09-26T11:08:16.908027] [INFO ] [sig ] CCRD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:17.066268] [INFO ] [LOCAL ] Saved forecast: CCRD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CCRD.txt [2025-09-26T11:08:17.066549] [INFO ] [sig ] [316/2043] Completed CCRD in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:17.066630] [INFO ] [sig ] [317/2043] Forecasting CCS... [2025-09-26T11:08:17.066736] [INFO ] [sig ] Generating forecast for: CCS [2025-09-26T11:08:17.066850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-09-26T11:08:17.077796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCS'. [2025-09-26T11:08:17.078117] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-09-26T11:08:17.105921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:17.106853] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-09-26T11:08:17.106939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:17.107031] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:17.107118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:17.107245] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:17.126574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:17.127308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:17.127417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:17.127502] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:17.166331] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:17.166440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:17.166483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:17.166518] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:17.169960] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=11.99%) [2025-09-26T11:08:17.170245] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-09-26T11:08:17.170394] [INFO ] [sig ] CCS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:17.324317] [INFO ] [LOCAL ] Saved forecast: CCS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CCS.txt [2025-09-26T11:08:17.324591] [INFO ] [sig ] [317/2043] Completed CCS in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:17.324697] [INFO ] [sig ] [318/2043] Forecasting CCU... [2025-09-26T11:08:17.324780] [INFO ] [sig ] Generating forecast for: CCU [2025-09-26T11:08:17.324865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-09-26T11:08:17.335613] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CCU'. [2025-09-26T11:08:17.336014] [INFO ] [FORECASTER] Starting predict_future for CCU [2025-09-26T11:08:17.362773] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:17.363753] [DEBUG] [LOCAL ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt [2025-09-26T11:08:17.363834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:17.363922] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:17.364006] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:17.364134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:17.384077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:17.385039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:17.385148] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:17.385235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:17.422575] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:17.422717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:17.422778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:17.422814] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:17.426359] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: DOWN (p=47.50%) [2025-09-26T11:08:17.426667] [INFO ] [FORECASTER] Completed predict_future for CCU [2025-09-26T11:08:17.426873] [INFO ] [sig ] CCU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:17.582147] [INFO ] [LOCAL ] Saved forecast: CCU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CCU.txt [2025-09-26T11:08:17.582517] [INFO ] [sig ] [318/2043] Completed CCU in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:17.582616] [INFO ] [sig ] [319/2043] Forecasting CDE... [2025-09-26T11:08:17.582745] [INFO ] [sig ] Generating forecast for: CDE [2025-09-26T11:08:17.582846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-09-26T11:08:17.595490] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDE'. [2025-09-26T11:08:17.595949] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-09-26T11:08:17.631789] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:17.632979] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-09-26T11:08:17.633078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:17.633182] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:17.633282] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:17.633441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:17.664780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:17.666235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:17.666451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:17.666540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:17.721282] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:17.721521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:17.721605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:17.721693] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:17.726722] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=98.39%) [2025-09-26T11:08:17.727144] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-09-26T11:08:17.727334] [INFO ] [sig ] CDE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:17.898601] [INFO ] [LOCAL ] Saved forecast: CDE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CDE.txt [2025-09-26T11:08:17.898981] [INFO ] [sig ] [319/2043] Completed CDE in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:17.899065] [INFO ] [sig ] [320/2043] Forecasting CDLR... [2025-09-26T11:08:17.899156] [INFO ] [sig ] Generating forecast for: CDLR [2025-09-26T11:08:17.899243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'. [2025-09-26T11:08:17.910089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDLR'. [2025-09-26T11:08:17.910436] [INFO ] [FORECASTER] Starting predict_future for CDLR [2025-09-26T11:08:17.937437] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:17.938290] [DEBUG] [LOCAL ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt [2025-09-26T11:08:17.938371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:17.938446] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:17.938532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:17.938742] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:17.957891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:17.958575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:17.958707] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:17.958794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:17.999175] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:17.999355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:17.999402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:17.999438] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:18.003751] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-09-26T11:08:18.004074] [INFO ] [FORECASTER] Completed predict_future for CDLR [2025-09-26T11:08:18.004226] [INFO ] [sig ] CDLR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:18.183545] [INFO ] [LOCAL ] Saved forecast: CDLR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CDLR.txt [2025-09-26T11:08:18.183854] [INFO ] [sig ] [320/2043] Completed CDLR in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:18.183936] [INFO ] [sig ] [321/2043] Forecasting CDP... [2025-09-26T11:08:18.184020] [INFO ] [sig ] Generating forecast for: CDP [2025-09-26T11:08:18.184108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-09-26T11:08:18.194582] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDP'. [2025-09-26T11:08:18.194937] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-09-26T11:08:18.221411] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:18.222288] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-09-26T11:08:18.222385] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:18.222461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:18.222545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:18.222706] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:18.242102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:18.242833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:18.242941] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:18.242990] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:18.283235] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:18.283347] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:18.283388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:18.283421] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:18.287188] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=69.28%) [2025-09-26T11:08:18.287469] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-09-26T11:08:18.287613] [INFO ] [sig ] CDP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:18.446709] [INFO ] [LOCAL ] Saved forecast: CDP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CDP.txt [2025-09-26T11:08:18.447073] [INFO ] [sig ] [321/2043] Completed CDP in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:18.447167] [INFO ] [sig ] [322/2043] Forecasting CDRE... [2025-09-26T11:08:18.447251] [INFO ] [sig ] Generating forecast for: CDRE [2025-09-26T11:08:18.447337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-09-26T11:08:18.459431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CDRE'. [2025-09-26T11:08:18.459791] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-09-26T11:08:18.488693] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:18.489568] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-09-26T11:08:18.489674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:18.489772] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:18.489860] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:18.489997] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:18.509757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:18.510417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:18.510544] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:18.510675] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:18.553546] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:18.553710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:18.553775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:18.553812] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:18.557496] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=8.45%) [2025-09-26T11:08:18.557830] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-09-26T11:08:18.557995] [INFO ] [sig ] CDRE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:18.725229] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CDRE.txt [2025-09-26T11:08:18.725492] [INFO ] [sig ] [322/2043] Completed CDRE in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:18.725572] [INFO ] [sig ] [323/2043] Forecasting CE... [2025-09-26T11:08:18.725743] [INFO ] [sig ] Generating forecast for: CE [2025-09-26T11:08:18.725829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-09-26T11:08:18.736792] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CE'. [2025-09-26T11:08:18.737161] [INFO ] [FORECASTER] Starting predict_future for CE [2025-09-26T11:08:18.766023] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:18.767097] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-09-26T11:08:18.767177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:18.767266] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:18.767353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:18.767501] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:18.787039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:18.787875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:18.787995] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:18.788091] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:18.831716] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:18.831891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:18.831937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:18.831972] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:18.835719] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=20.59%) [2025-09-26T11:08:18.836016] [INFO ] [FORECASTER] Completed predict_future for CE [2025-09-26T11:08:18.836203] [INFO ] [sig ] CE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:18.996948] [INFO ] [LOCAL ] Saved forecast: CE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CE.txt [2025-09-26T11:08:18.997231] [INFO ] [sig ] [323/2043] Completed CE in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:18.997313] [INFO ] [sig ] [324/2043] Forecasting CEE... [2025-09-26T11:08:18.997385] [INFO ] [sig ] Generating forecast for: CEE [2025-09-26T11:08:18.997463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-09-26T11:08:19.008217] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CEE'. [2025-09-26T11:08:19.008535] [INFO ] [FORECASTER] Starting predict_future for CEE [2025-09-26T11:08:19.036334] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:19.037321] [DEBUG] [LOCAL ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt [2025-09-26T11:08:19.037402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:19.037475] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:19.037545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:19.037666] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:19.058169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:19.058827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:19.059011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:19.059088] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:19.096372] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:19.096494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:19.096544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:19.096581] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:19.100533] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=3.55%) [2025-09-26T11:08:19.100918] [INFO ] [FORECASTER] Completed predict_future for CEE [2025-09-26T11:08:19.101165] [INFO ] [sig ] CEE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:19.261500] [INFO ] [LOCAL ] Saved forecast: CEE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CEE.txt [2025-09-26T11:08:19.261826] [INFO ] [sig ] [324/2043] Completed CEE in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:19.261909] [INFO ] [sig ] [325/2043] Forecasting CEPU... [2025-09-26T11:08:19.261994] [INFO ] [sig ] Generating forecast for: CEPU [2025-09-26T11:08:19.262081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'. [2025-09-26T11:08:19.272600] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CEPU'. [2025-09-26T11:08:19.272979] [INFO ] [FORECASTER] Starting predict_future for CEPU [2025-09-26T11:08:19.300233] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:19.301121] [DEBUG] [LOCAL ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt [2025-09-26T11:08:19.301201] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:19.301272] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:19.301341] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:19.301418] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:19.321126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:19.321891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:19.321999] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:19.322071] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:19.361929] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:19.362052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:19.362095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:19.362129] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:19.365822] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: UP (p=60.34%) [2025-09-26T11:08:19.366113] [INFO ] [FORECASTER] Completed predict_future for CEPU [2025-09-26T11:08:19.366264] [INFO ] [sig ] CEPU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:19.525783] [INFO ] [LOCAL ] Saved forecast: CEPU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CEPU.txt [2025-09-26T11:08:19.526136] [INFO ] [sig ] [325/2043] Completed CEPU in 0.3s | 3.74 sym/s | Total: 1.4m | ETA: 7.7m [2025-09-26T11:08:19.526231] [INFO ] [sig ] [326/2043] Forecasting CF... [2025-09-26T11:08:19.526280] [INFO ] [sig ] Generating forecast for: CF [2025-09-26T11:08:19.526321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-09-26T11:08:19.536876] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CF'. [2025-09-26T11:08:19.537250] [INFO ] [FORECASTER] Starting predict_future for CF [2025-09-26T11:08:19.563542] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:19.564437] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-09-26T11:08:19.564519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:19.564620] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:19.564738] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:19.564880] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:19.583043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:19.583732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:19.583869] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:19.584006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:19.628017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:19.628146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:19.628191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:19.628227] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:19.632361] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=59.12%) [2025-09-26T11:08:19.632747] [INFO ] [FORECASTER] Completed predict_future for CF [2025-09-26T11:08:19.632944] [INFO ] [sig ] CF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:19.787240] [INFO ] [LOCAL ] Saved forecast: CF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CF.txt [2025-09-26T11:08:19.787524] [INFO ] [sig ] [326/2043] Completed CF in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.7m [2025-09-26T11:08:19.787631] [INFO ] [sig ] [327/2043] Forecasting CFG... [2025-09-26T11:08:19.787747] [INFO ] [sig ] Generating forecast for: CFG [2025-09-26T11:08:19.787846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-09-26T11:08:19.803845] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CFG'. [2025-09-26T11:08:19.804350] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-09-26T11:08:19.840422] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:19.841514] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-09-26T11:08:19.841608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:19.841718] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:19.841798] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:19.841922] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:19.868049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:19.869200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:19.869337] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:19.869420] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:19.925281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:19.925540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:19.925622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:19.925707] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:19.929753] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=88.19%) [2025-09-26T11:08:19.930051] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-09-26T11:08:19.930197] [INFO ] [sig ] CFG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:20.092131] [INFO ] [LOCAL ] Saved forecast: CFG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CFG.txt [2025-09-26T11:08:20.093092] [INFO ] [sig ] [327/2043] Completed CFG in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.7m [2025-09-26T11:08:20.093204] [INFO ] [sig ] [328/2043] Forecasting CFR... [2025-09-26T11:08:20.093294] [INFO ] [sig ] Generating forecast for: CFR [2025-09-26T11:08:20.093377] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'. [2025-09-26T11:08:20.106803] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CFR'. [2025-09-26T11:08:20.107429] [INFO ] [FORECASTER] Starting predict_future for CFR [2025-09-26T11:08:20.136098] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:20.137149] [DEBUG] [LOCAL ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt [2025-09-26T11:08:20.137251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:20.137327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:20.137397] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:20.137498] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:20.156552] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:20.157349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:20.157468] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:20.157540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:20.199901] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:20.200107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:20.200159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:20.200226] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:20.204187] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-09-26T11:08:20.204498] [INFO ] [FORECASTER] Completed predict_future for CFR [2025-09-26T11:08:20.204675] [INFO ] [sig ] CFR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:20.363914] [INFO ] [LOCAL ] Saved forecast: CFR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CFR.txt [2025-09-26T11:08:20.364283] [INFO ] [sig ] [328/2043] Completed CFR in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:20.364368] [INFO ] [sig ] [329/2043] Forecasting CGAU... [2025-09-26T11:08:20.364439] [INFO ] [sig ] Generating forecast for: CGAU [2025-09-26T11:08:20.364511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'. [2025-09-26T11:08:20.376146] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CGAU'. [2025-09-26T11:08:20.376584] [INFO ] [FORECASTER] Starting predict_future for CGAU [2025-09-26T11:08:20.404702] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:20.405563] [DEBUG] [LOCAL ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt [2025-09-26T11:08:20.405662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:20.405751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:20.405835] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:20.405957] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:20.428200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:20.429203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:20.429331] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:20.429415] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:20.467130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:20.467331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:20.467378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:20.467413] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:20.471172] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=93.94%) [2025-09-26T11:08:20.471471] [INFO ] [FORECASTER] Completed predict_future for CGAU [2025-09-26T11:08:20.471624] [INFO ] [sig ] CGAU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:20.634743] [INFO ] [LOCAL ] Saved forecast: CGAU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CGAU.txt [2025-09-26T11:08:20.635090] [INFO ] [sig ] [329/2043] Completed CGAU in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:20.635191] [INFO ] [sig ] [330/2043] Forecasting CGV... [2025-09-26T11:08:20.635263] [INFO ] [sig ] Generating forecast for: CGV [2025-09-26T11:08:20.635346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-09-26T11:08:20.646177] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CGV'. [2025-09-26T11:08:20.646582] [INFO ] [FORECASTER] Starting predict_future for CGV [2025-09-26T11:08:20.676345] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:20.677383] [DEBUG] [LOCAL ] No optimal features file found for CGV: ./output/feature-sets/CGV.txt [2025-09-26T11:08:20.677500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:20.677610] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:20.677725] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:20.677853] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:20.699371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:20.700271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:20.700412] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:20.700503] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:20.732171] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:20.732330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:20.732378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:20.732417] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:20.736358] [DEBUG] [FORECASTER] CGV: Forecast T+1@11:T+2@11: DOWN (p=3.82%) [2025-09-26T11:08:20.736798] [INFO ] [FORECASTER] Completed predict_future for CGV [2025-09-26T11:08:20.737005] [INFO ] [sig ] CGV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:20.893537] [INFO ] [LOCAL ] Saved forecast: CGV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CGV.txt [2025-09-26T11:08:20.893921] [INFO ] [sig ] [330/2043] Completed CGV in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:20.894006] [INFO ] [sig ] [331/2043] Forecasting CHCT... [2025-09-26T11:08:20.894096] [INFO ] [sig ] Generating forecast for: CHCT [2025-09-26T11:08:20.894187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-09-26T11:08:20.905467] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHCT'. [2025-09-26T11:08:20.905957] [INFO ] [FORECASTER] Starting predict_future for CHCT [2025-09-26T11:08:20.934306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:20.935395] [DEBUG] [LOCAL ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt [2025-09-26T11:08:20.935476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:20.935549] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:20.935630] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:20.935775] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:20.954420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:20.955318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:20.955432] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:20.955518] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:20.993294] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:20.993508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:20.993559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:20.993595] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:20.997840] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: DOWN (p=6.56%) [2025-09-26T11:08:20.998458] [INFO ] [FORECASTER] Completed predict_future for CHCT [2025-09-26T11:08:20.998710] [INFO ] [sig ] CHCT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:21.155951] [INFO ] [LOCAL ] Saved forecast: CHCT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CHCT.txt [2025-09-26T11:08:21.156260] [INFO ] [sig ] [331/2043] Completed CHCT in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:21.156391] [INFO ] [sig ] [332/2043] Forecasting CHD... [2025-09-26T11:08:21.156485] [INFO ] [sig ] Generating forecast for: CHD [2025-09-26T11:08:21.156575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-09-26T11:08:21.168252] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHD'. [2025-09-26T11:08:21.168769] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-09-26T11:08:21.197689] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:21.198725] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-09-26T11:08:21.198808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:21.198896] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:21.198982] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:21.199111] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:21.221546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:21.222569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:21.222757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:21.222836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:21.265116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:21.265311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:21.265359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:21.265393] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:21.269313] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=83.81%) [2025-09-26T11:08:21.269733] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-09-26T11:08:21.269906] [INFO ] [sig ] CHD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:21.424975] [INFO ] [LOCAL ] Saved forecast: CHD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHD.txt [2025-09-26T11:08:21.425315] [INFO ] [sig ] [332/2043] Completed CHD in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:21.425399] [INFO ] [sig ] [333/2043] Forecasting CHE... [2025-09-26T11:08:21.425470] [INFO ] [sig ] Generating forecast for: CHE [2025-09-26T11:08:21.425543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-09-26T11:08:21.435768] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHE'. [2025-09-26T11:08:21.436140] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-09-26T11:08:21.463869] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:21.464885] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-09-26T11:08:21.464967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:21.465042] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:21.465112] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:21.465219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:21.484510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:21.485243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:21.485356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:21.485444] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:21.524765] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:21.524945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:21.524993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:21.525078] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:21.529022] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-09-26T11:08:21.529392] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-09-26T11:08:21.529551] [INFO ] [sig ] CHE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:21.692751] [INFO ] [LOCAL ] Saved forecast: CHE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHE.txt [2025-09-26T11:08:21.693082] [INFO ] [sig ] [333/2043] Completed CHE in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:21.693168] [INFO ] [sig ] [334/2043] Forecasting CHGG... [2025-09-26T11:08:21.693246] [INFO ] [sig ] Generating forecast for: CHGG [2025-09-26T11:08:21.693325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-09-26T11:08:21.704372] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHGG'. [2025-09-26T11:08:21.704834] [INFO ] [FORECASTER] Starting predict_future for CHGG [2025-09-26T11:08:21.733158] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:21.734099] [DEBUG] [LOCAL ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt [2025-09-26T11:08:21.734184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:21.734299] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:21.734420] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:21.734522] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:21.753281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:21.754196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:21.754313] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:21.754401] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:21.794035] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:21.794251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:21.794303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:21.794339] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:21.798502] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: UP (p=95.62%) [2025-09-26T11:08:21.798846] [INFO ] [FORECASTER] Completed predict_future for CHGG [2025-09-26T11:08:21.799050] [INFO ] [sig ] CHGG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:21.992208] [INFO ] [LOCAL ] Saved forecast: CHGG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHGG.txt [2025-09-26T11:08:21.992577] [INFO ] [sig ] [334/2043] Completed CHGG in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:21.992685] [INFO ] [sig ] [335/2043] Forecasting CHH... [2025-09-26T11:08:21.992771] [INFO ] [sig ] Generating forecast for: CHH [2025-09-26T11:08:21.992858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-09-26T11:08:22.004569] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHH'. [2025-09-26T11:08:22.005068] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-09-26T11:08:22.032585] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:22.033576] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-09-26T11:08:22.033697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:22.033773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:22.033845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:22.033947] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:22.053148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:22.054026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:22.054145] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:22.054216] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:22.082012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:22.082203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:22.082251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:22.082285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:22.086189] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-09-26T11:08:22.086491] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-09-26T11:08:22.086679] [INFO ] [sig ] CHH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:22.245418] [INFO ] [LOCAL ] Saved forecast: CHH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CHH.txt [2025-09-26T11:08:22.245782] [INFO ] [sig ] [335/2043] Completed CHH in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:22.245865] [INFO ] [sig ] [336/2043] Forecasting CHMI... [2025-09-26T11:08:22.245939] [INFO ] [sig ] Generating forecast for: CHMI [2025-09-26T11:08:22.246012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-09-26T11:08:22.256390] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHMI'. [2025-09-26T11:08:22.256903] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-09-26T11:08:22.283891] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:22.284881] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-09-26T11:08:22.284965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:22.285064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:22.285274] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:22.285405] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:22.305773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:22.306554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:22.306686] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:22.306759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:22.344301] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:22.344515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:22.344565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:22.344600] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:22.348690] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: UP (p=65.07%) [2025-09-26T11:08:22.349067] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-09-26T11:08:22.349226] [INFO ] [sig ] CHMI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:22.512332] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHMI.txt [2025-09-26T11:08:22.512711] [INFO ] [sig ] [336/2043] Completed CHMI in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:22.512799] [INFO ] [sig ] [337/2043] Forecasting CHN... [2025-09-26T11:08:22.512872] [INFO ] [sig ] Generating forecast for: CHN [2025-09-26T11:08:22.512957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'. [2025-09-26T11:08:22.524906] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHN'. [2025-09-26T11:08:22.525509] [INFO ] [FORECASTER] Starting predict_future for CHN [2025-09-26T11:08:22.572242] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:22.573219] [DEBUG] [LOCAL ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt [2025-09-26T11:08:22.573301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:22.573376] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:22.573446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:22.573594] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:22.592713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:22.593624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:22.593765] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:22.593848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:22.633886] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:22.634113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:22.634195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:22.634269] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:22.639279] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: UP (p=96.72%) [2025-09-26T11:08:22.639597] [INFO ] [FORECASTER] Completed predict_future for CHN [2025-09-26T11:08:22.639781] [INFO ] [sig ] CHN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:22.812086] [INFO ] [LOCAL ] Saved forecast: CHN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHN.txt [2025-09-26T11:08:22.812451] [INFO ] [sig ] [337/2043] Completed CHN in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:22.812548] [INFO ] [sig ] [338/2043] Forecasting CHPT... [2025-09-26T11:08:22.812668] [INFO ] [sig ] Generating forecast for: CHPT [2025-09-26T11:08:22.812763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'. [2025-09-26T11:08:22.823094] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHPT'. [2025-09-26T11:08:22.823460] [INFO ] [FORECASTER] Starting predict_future for CHPT [2025-09-26T11:08:22.850524] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:22.851539] [DEBUG] [LOCAL ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt [2025-09-26T11:08:22.851624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:22.851724] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:22.851792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:22.851892] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:22.871077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:22.872083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:22.872221] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:22.872295] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:22.909894] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:22.910097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:22.910147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:22.910184] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:22.914014] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: UP (p=91.79%) [2025-09-26T11:08:22.914313] [INFO ] [FORECASTER] Completed predict_future for CHPT [2025-09-26T11:08:22.914483] [INFO ] [sig ] CHPT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:23.072730] [INFO ] [LOCAL ] Saved forecast: CHPT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHPT.txt [2025-09-26T11:08:23.073054] [INFO ] [sig ] [338/2043] Completed CHPT in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:23.073135] [INFO ] [sig ] [339/2043] Forecasting CHT... [2025-09-26T11:08:23.073206] [INFO ] [sig ] Generating forecast for: CHT [2025-09-26T11:08:23.073277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'. [2025-09-26T11:08:23.083563] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHT'. [2025-09-26T11:08:23.083979] [INFO ] [FORECASTER] Starting predict_future for CHT [2025-09-26T11:08:23.112347] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:23.113328] [DEBUG] [LOCAL ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt [2025-09-26T11:08:23.113421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:23.113496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:23.113567] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:23.113735] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:23.134091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:23.134990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:23.135103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:23.135175] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:23.174522] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:23.174753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:23.174826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:23.174864] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:23.179034] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: UP (p=89.24%) [2025-09-26T11:08:23.179353] [INFO ] [FORECASTER] Completed predict_future for CHT [2025-09-26T11:08:23.179516] [INFO ] [sig ] CHT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:23.340109] [INFO ] [LOCAL ] Saved forecast: CHT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CHT.txt [2025-09-26T11:08:23.340423] [INFO ] [sig ] [339/2043] Completed CHT in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:23.340505] [INFO ] [sig ] [340/2043] Forecasting CHWY... [2025-09-26T11:08:23.340578] [INFO ] [sig ] Generating forecast for: CHWY [2025-09-26T11:08:23.340685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-09-26T11:08:23.352368] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CHWY'. [2025-09-26T11:08:23.352854] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-09-26T11:08:23.381404] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:23.382339] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-09-26T11:08:23.382421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:23.382509] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:23.382592] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:23.382732] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:23.402044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:23.402840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:23.402956] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:23.403065] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:23.444369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:23.444545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:23.444593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:23.444629] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:23.448427] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=6.49%) [2025-09-26T11:08:23.448771] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-09-26T11:08:23.448979] [INFO ] [sig ] CHWY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:23.613575] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CHWY.txt [2025-09-26T11:08:23.613908] [INFO ] [sig ] [340/2043] Completed CHWY in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:23.613992] [INFO ] [sig ] [341/2043] Forecasting CI... [2025-09-26T11:08:23.614078] [INFO ] [sig ] Generating forecast for: CI [2025-09-26T11:08:23.614168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-09-26T11:08:23.625724] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CI'. [2025-09-26T11:08:23.626239] [INFO ] [FORECASTER] Starting predict_future for CI [2025-09-26T11:08:23.655675] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:23.656983] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-09-26T11:08:23.657066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:23.657141] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:23.657215] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:23.657322] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:23.676684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:23.677680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:23.677802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:23.677873] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:23.712619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:23.712832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:23.712886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:23.712922] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:23.717196] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=73.39%) [2025-09-26T11:08:23.717506] [INFO ] [FORECASTER] Completed predict_future for CI [2025-09-26T11:08:23.717681] [INFO ] [sig ] CI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:23.877357] [INFO ] [LOCAL ] Saved forecast: CI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CI.txt [2025-09-26T11:08:23.877685] [INFO ] [sig ] [341/2043] Completed CI in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:23.877770] [INFO ] [sig ] [342/2043] Forecasting CIA... [2025-09-26T11:08:23.877843] [INFO ] [sig ] Generating forecast for: CIA [2025-09-26T11:08:23.877919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-09-26T11:08:23.889327] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIA'. [2025-09-26T11:08:23.889884] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-09-26T11:08:23.921514] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:23.922542] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-09-26T11:08:23.922635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:23.922756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:23.922833] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:23.922943] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:23.943504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:23.944682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:23.944806] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:23.944879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:23.985316] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:23.985528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:23.985579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:23.985614] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:23.990325] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: UP (p=55.23%) [2025-09-26T11:08:23.990726] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-09-26T11:08:23.990910] [INFO ] [sig ] CIA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:24.155188] [INFO ] [LOCAL ] Saved forecast: CIA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CIA.txt [2025-09-26T11:08:24.155520] [INFO ] [sig ] [342/2043] Completed CIA in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:24.155613] [INFO ] [sig ] [343/2043] Forecasting CIB... [2025-09-26T11:08:24.155747] [INFO ] [sig ] Generating forecast for: CIB [2025-09-26T11:08:24.155857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-09-26T11:08:24.167020] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIB'. [2025-09-26T11:08:24.167585] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-09-26T11:08:24.196506] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:24.197585] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-09-26T11:08:24.197691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:24.197769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:24.197840] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:24.197943] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:24.218311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:24.219288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:24.219427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:24.219503] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:24.264941] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:24.265163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:24.265227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:24.265266] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:24.269636] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=89.66%) [2025-09-26T11:08:24.269987] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-09-26T11:08:24.270141] [INFO ] [sig ] CIB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:24.425342] [INFO ] [LOCAL ] Saved forecast: CIB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CIB.txt [2025-09-26T11:08:24.425987] [INFO ] [sig ] [343/2043] Completed CIB in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:24.426075] [INFO ] [sig ] [344/2043] Forecasting CIEN... [2025-09-26T11:08:24.426148] [INFO ] [sig ] Generating forecast for: CIEN [2025-09-26T11:08:24.426221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-09-26T11:08:24.436608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIEN'. [2025-09-26T11:08:24.437064] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-09-26T11:08:24.464843] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:24.465825] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-09-26T11:08:24.465917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:24.466007] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:24.466093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:24.466197] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:24.486950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:24.487966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:24.488087] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:24.488176] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:24.528069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:24.528277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:24.528325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:24.528360] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:24.532249] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=89.60%) [2025-09-26T11:08:24.532583] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-09-26T11:08:24.532784] [INFO ] [sig ] CIEN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:24.686115] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CIEN.txt [2025-09-26T11:08:24.686454] [INFO ] [sig ] [344/2043] Completed CIEN in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:24.686534] [INFO ] [sig ] [345/2043] Forecasting CIF... [2025-09-26T11:08:24.686606] [INFO ] [sig ] Generating forecast for: CIF [2025-09-26T11:08:24.686702] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-09-26T11:08:24.697423] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIF'. [2025-09-26T11:08:24.697927] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-09-26T11:08:24.724932] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:24.725984] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-09-26T11:08:24.726067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:24.726159] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:24.726245] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:24.726380] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:24.744873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:24.745687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:24.745835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:24.745919] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:24.773572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:24.773789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:24.773852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:24.773890] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:24.777838] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=94.75%) [2025-09-26T11:08:24.778129] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-09-26T11:08:24.778266] [INFO ] [sig ] CIF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:24.931144] [INFO ] [LOCAL ] Saved forecast: CIF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CIF.txt [2025-09-26T11:08:24.931424] [INFO ] [sig ] [345/2043] Completed CIF in 0.2s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:24.931504] [INFO ] [sig ] [346/2043] Forecasting CIG... [2025-09-26T11:08:24.931584] [INFO ] [sig ] Generating forecast for: CIG [2025-09-26T11:08:24.931689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-09-26T11:08:24.941456] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIG'. [2025-09-26T11:08:24.941836] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-09-26T11:08:24.968550] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:24.969419] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-09-26T11:08:24.969501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:24.969589] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:24.969692] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:24.969817] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:24.989388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:24.990077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:24.990185] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:24.990268] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:25.022158] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:25.022334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:25.022383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:25.022461] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:25.026857] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=9.96%) [2025-09-26T11:08:25.027279] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-09-26T11:08:25.027487] [INFO ] [sig ] CIG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:25.197311] [INFO ] [LOCAL ] Saved forecast: CIG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CIG.txt [2025-09-26T11:08:25.197694] [INFO ] [sig ] [346/2043] Completed CIG in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:25.197780] [INFO ] [sig ] [347/2043] Forecasting CII... [2025-09-26T11:08:25.197869] [INFO ] [sig ] Generating forecast for: CII [2025-09-26T11:08:25.197959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-09-26T11:08:25.208383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CII'. [2025-09-26T11:08:25.208828] [INFO ] [FORECASTER] Starting predict_future for CII [2025-09-26T11:08:25.238124] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:25.239313] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-09-26T11:08:25.239405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:25.239488] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:25.239564] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:25.239690] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:25.259226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:25.259989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:25.260102] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:25.260182] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:25.290527] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:25.290836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:25.290913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:25.290954] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:25.295451] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=56.12%) [2025-09-26T11:08:25.295879] [INFO ] [FORECASTER] Completed predict_future for CII [2025-09-26T11:08:25.296076] [INFO ] [sig ] CII: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:25.460129] [INFO ] [LOCAL ] Saved forecast: CII 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CII.txt [2025-09-26T11:08:25.460767] [INFO ] [sig ] [347/2043] Completed CII in 0.3s | 3.74 sym/s | Total: 1.5m | ETA: 7.6m [2025-09-26T11:08:25.460913] [INFO ] [sig ] [348/2043] Forecasting CIM... [2025-09-26T11:08:25.461023] [INFO ] [sig ] Generating forecast for: CIM [2025-09-26T11:08:25.461144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-09-26T11:08:25.473409] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIM'. [2025-09-26T11:08:25.473960] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-09-26T11:08:25.502549] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:25.503477] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-09-26T11:08:25.503557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:25.503683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:25.503777] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:25.503894] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:25.522184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:25.523031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:25.523404] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:25.523479] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:25.558734] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:25.558955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:25.559006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:25.559040] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:25.563119] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=74.97%) [2025-09-26T11:08:25.563438] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-09-26T11:08:25.563605] [INFO ] [sig ] CIM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:25.721187] [INFO ] [LOCAL ] Saved forecast: CIM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CIM.txt [2025-09-26T11:08:25.721522] [INFO ] [sig ] [348/2043] Completed CIM in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.6m [2025-09-26T11:08:25.721606] [INFO ] [sig ] [349/2043] Forecasting CIMN... [2025-09-26T11:08:25.721725] [INFO ] [sig ] Generating forecast for: CIMN [2025-09-26T11:08:25.721804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIMN' from 'https://tdm.silogroup.org/data/derivative_storage/CIMN.csv'. [2025-09-26T11:08:25.732960] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIMN'. [2025-09-26T11:08:25.733387] [INFO ] [FORECASTER] Starting predict_future for CIMN [2025-09-26T11:08:25.761412] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:25.762349] [DEBUG] [LOCAL ] No optimal features file found for CIMN: ./output/feature-sets/CIMN.txt [2025-09-26T11:08:25.762429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:25.762541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:25.762614] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:25.762748] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:25.782874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:25.783503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:25.783611] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:25.783707] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:25.814433] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:25.814555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:25.814604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:25.814666] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:25.818422] [DEBUG] [FORECASTER] CIMN: Forecast T+1@11:T+2@11: DOWN (p=35.44%) [2025-09-26T11:08:25.818774] [INFO ] [FORECASTER] Completed predict_future for CIMN [2025-09-26T11:08:25.818938] [INFO ] [sig ] CIMN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:25.976932] [INFO ] [LOCAL ] Saved forecast: CIMN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CIMN.txt [2025-09-26T11:08:25.977364] [INFO ] [sig ] [349/2043] Completed CIMN in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.6m [2025-09-26T11:08:25.977446] [INFO ] [sig ] [350/2043] Forecasting CINT... [2025-09-26T11:08:25.977515] [INFO ] [sig ] Generating forecast for: CINT [2025-09-26T11:08:25.977588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'. [2025-09-26T11:08:25.988056] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CINT'. [2025-09-26T11:08:25.988545] [INFO ] [FORECASTER] Starting predict_future for CINT [2025-09-26T11:08:26.016573] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:26.017669] [DEBUG] [LOCAL ] No optimal features file found for CINT: ./output/feature-sets/CINT.txt [2025-09-26T11:08:26.017756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:26.017828] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:26.017895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:26.017995] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:26.037660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:26.038720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:26.038831] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:26.038931] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:26.070256] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:26.070411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:26.070456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:26.070490] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:26.074326] [DEBUG] [FORECASTER] CINT: Forecast T+1@11:T+2@11: DOWN (p=29.15%) [2025-09-26T11:08:26.074679] [INFO ] [FORECASTER] Completed predict_future for CINT [2025-09-26T11:08:26.074852] [INFO ] [sig ] CINT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:26.232578] [INFO ] [LOCAL ] Saved forecast: CINT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CINT.txt [2025-09-26T11:08:26.232926] [INFO ] [sig ] [350/2043] Completed CINT in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:26.233011] [INFO ] [sig ] [351/2043] Forecasting CIO... [2025-09-26T11:08:26.233098] [INFO ] [sig ] Generating forecast for: CIO [2025-09-26T11:08:26.233172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-09-26T11:08:26.242815] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CIO'. [2025-09-26T11:08:26.243202] [INFO ] [FORECASTER] Starting predict_future for CIO [2025-09-26T11:08:26.271636] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:26.272554] [DEBUG] [LOCAL ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt [2025-09-26T11:08:26.272635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:26.272728] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:26.272843] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:26.272949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:26.292772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:26.293542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:26.293679] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:26.293756] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:26.324262] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:26.324480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:26.324565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:26.324627] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:26.328438] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=14.90%) [2025-09-26T11:08:26.328928] [INFO ] [FORECASTER] Completed predict_future for CIO [2025-09-26T11:08:26.329094] [INFO ] [sig ] CIO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:26.487775] [INFO ] [LOCAL ] Saved forecast: CIO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CIO.txt [2025-09-26T11:08:26.488083] [INFO ] [sig ] [351/2043] Completed CIO in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:26.488166] [INFO ] [sig ] [352/2043] Forecasting CION... [2025-09-26T11:08:26.488249] [INFO ] [sig ] Generating forecast for: CION [2025-09-26T11:08:26.488334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-09-26T11:08:26.497903] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CION'. [2025-09-26T11:08:26.498269] [INFO ] [FORECASTER] Starting predict_future for CION [2025-09-26T11:08:26.525059] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:26.526048] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-09-26T11:08:26.526128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:26.526212] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:26.526295] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:26.526473] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:26.546384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:26.547352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:26.547470] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:26.547553] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:26.582495] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:26.582736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:26.582807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:26.582847] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:26.587397] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=66.91%) [2025-09-26T11:08:26.587811] [INFO ] [FORECASTER] Completed predict_future for CION [2025-09-26T11:08:26.587984] [INFO ] [sig ] CION: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:26.750756] [INFO ] [LOCAL ] Saved forecast: CION 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CION.txt [2025-09-26T11:08:26.751174] [INFO ] [sig ] [352/2043] Completed CION in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:26.751260] [INFO ] [sig ] [353/2043] Forecasting CL... [2025-09-26T11:08:26.751340] [INFO ] [sig ] Generating forecast for: CL [2025-09-26T11:08:26.751423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-09-26T11:08:26.762904] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CL'. [2025-09-26T11:08:26.763332] [INFO ] [FORECASTER] Starting predict_future for CL [2025-09-26T11:08:26.792090] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:26.793345] [DEBUG] [LOCAL ] No optimal features file found for CL: ./output/feature-sets/CL.txt [2025-09-26T11:08:26.793455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:26.793554] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:26.793692] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:26.793839] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:26.819392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:26.820493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:26.820630] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:26.820753] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:26.856742] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:26.856993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:26.857056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:26.857092] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:26.861355] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: DOWN (p=43.35%) [2025-09-26T11:08:26.861743] [INFO ] [FORECASTER] Completed predict_future for CL [2025-09-26T11:08:26.861927] [INFO ] [sig ] CL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:27.013216] [INFO ] [LOCAL ] Saved forecast: CL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CL.txt [2025-09-26T11:08:27.013521] [INFO ] [sig ] [353/2043] Completed CL in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:27.013605] [INFO ] [sig ] [354/2043] Forecasting CLCO... [2025-09-26T11:08:27.013705] [INFO ] [sig ] Generating forecast for: CLCO [2025-09-26T11:08:27.013783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-09-26T11:08:27.024672] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLCO'. [2025-09-26T11:08:27.025183] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-09-26T11:08:27.053400] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:27.054370] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-09-26T11:08:27.054450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:27.054534] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:27.054619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:27.054811] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:27.074502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:27.075480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:27.075595] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:27.075727] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:27.109257] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:27.109463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:27.109513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:27.109548] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:27.113428] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-09-26T11:08:27.113813] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-09-26T11:08:27.113988] [INFO ] [sig ] CLCO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:27.269949] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CLCO.txt [2025-09-26T11:08:27.270277] [INFO ] [sig ] [354/2043] Completed CLCO in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:27.270363] [INFO ] [sig ] [355/2043] Forecasting CLDT... [2025-09-26T11:08:27.270437] [INFO ] [sig ] Generating forecast for: CLDT [2025-09-26T11:08:27.270522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-09-26T11:08:27.280884] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLDT'. [2025-09-26T11:08:27.281314] [INFO ] [FORECASTER] Starting predict_future for CLDT [2025-09-26T11:08:27.309750] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:27.310730] [DEBUG] [LOCAL ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt [2025-09-26T11:08:27.310813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:27.310899] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:27.310982] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:27.311114] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:27.330116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:27.330971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:27.331104] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:27.331179] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:27.363064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:27.363230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:27.363275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:27.363309] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:27.367353] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: DOWN (p=37.17%) [2025-09-26T11:08:27.367671] [INFO ] [FORECASTER] Completed predict_future for CLDT [2025-09-26T11:08:27.367838] [INFO ] [sig ] CLDT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:27.523888] [INFO ] [LOCAL ] Saved forecast: CLDT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CLDT.txt [2025-09-26T11:08:27.524213] [INFO ] [sig ] [355/2043] Completed CLDT in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:27.524297] [INFO ] [sig ] [356/2043] Forecasting CLH... [2025-09-26T11:08:27.524384] [INFO ] [sig ] Generating forecast for: CLH [2025-09-26T11:08:27.524474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-09-26T11:08:27.535288] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLH'. [2025-09-26T11:08:27.535746] [INFO ] [FORECASTER] Starting predict_future for CLH [2025-09-26T11:08:27.563306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:27.564281] [DEBUG] [LOCAL ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt [2025-09-26T11:08:27.564368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:27.564484] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:27.564558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:27.564692] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:27.585036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:27.585858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:27.585969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:27.586052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:27.626026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:27.626386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:27.626483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:27.626545] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:27.632065] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: DOWN (p=13.14%) [2025-09-26T11:08:27.632519] [INFO ] [FORECASTER] Completed predict_future for CLH [2025-09-26T11:08:27.632765] [INFO ] [sig ] CLH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:27.791879] [INFO ] [LOCAL ] Saved forecast: CLH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CLH.txt [2025-09-26T11:08:27.792267] [INFO ] [sig ] [356/2043] Completed CLH in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:27.792351] [INFO ] [sig ] [357/2043] Forecasting CLPR... [2025-09-26T11:08:27.792438] [INFO ] [sig ] Generating forecast for: CLPR [2025-09-26T11:08:27.792528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'. [2025-09-26T11:08:27.804843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLPR'. [2025-09-26T11:08:27.805369] [INFO ] [FORECASTER] Starting predict_future for CLPR [2025-09-26T11:08:27.835948] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:27.837174] [DEBUG] [LOCAL ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt [2025-09-26T11:08:27.837280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:27.837379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:27.837476] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:27.837624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:27.856845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:27.857786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:27.857928] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:27.858022] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:27.889923] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:27.890109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:27.890158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:27.890196] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:27.894430] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: UP (p=53.80%) [2025-09-26T11:08:27.894819] [INFO ] [FORECASTER] Completed predict_future for CLPR [2025-09-26T11:08:27.895020] [INFO ] [sig ] CLPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:28.050053] [INFO ] [LOCAL ] Saved forecast: CLPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CLPR.txt [2025-09-26T11:08:28.050424] [INFO ] [sig ] [357/2043] Completed CLPR in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:28.050556] [INFO ] [sig ] [358/2043] Forecasting CLS... [2025-09-26T11:08:28.050675] [INFO ] [sig ] Generating forecast for: CLS [2025-09-26T11:08:28.050778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-09-26T11:08:28.062973] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLS'. [2025-09-26T11:08:28.063426] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-09-26T11:08:28.099821] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:28.101209] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-09-26T11:08:28.101298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:28.101373] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:28.101451] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:28.101602] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:28.128832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:28.129892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:28.130047] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:28.130135] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:28.172099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:28.172316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:28.172366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:28.172400] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:28.176231] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=99.22%) [2025-09-26T11:08:28.176534] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-09-26T11:08:28.176717] [INFO ] [sig ] CLS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:28.326758] [INFO ] [LOCAL ] Saved forecast: CLS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CLS.txt [2025-09-26T11:08:28.327120] [INFO ] [sig ] [358/2043] Completed CLS in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:28.327209] [INFO ] [sig ] [359/2043] Forecasting CLVT... [2025-09-26T11:08:28.327256] [INFO ] [sig ] Generating forecast for: CLVT [2025-09-26T11:08:28.327298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'. [2025-09-26T11:08:28.338107] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLVT'. [2025-09-26T11:08:28.338576] [INFO ] [FORECASTER] Starting predict_future for CLVT [2025-09-26T11:08:28.366461] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:28.367559] [DEBUG] [LOCAL ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt [2025-09-26T11:08:28.367669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:28.367756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:28.367838] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:28.367957] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:28.389740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:28.390610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:28.390761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:28.390844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:28.419955] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:28.420149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:28.420199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:28.420266] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:28.424120] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: DOWN (p=24.22%) [2025-09-26T11:08:28.424451] [INFO ] [FORECASTER] Completed predict_future for CLVT [2025-09-26T11:08:28.424611] [INFO ] [sig ] CLVT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:28.582077] [INFO ] [LOCAL ] Saved forecast: CLVT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CLVT.txt [2025-09-26T11:08:28.582368] [INFO ] [sig ] [359/2043] Completed CLVT in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:28.582450] [INFO ] [sig ] [360/2043] Forecasting CLW... [2025-09-26T11:08:28.582528] [INFO ] [sig ] Generating forecast for: CLW [2025-09-26T11:08:28.582603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-09-26T11:08:28.592513] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CLW'. [2025-09-26T11:08:28.592908] [INFO ] [FORECASTER] Starting predict_future for CLW [2025-09-26T11:08:28.623253] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:28.624548] [DEBUG] [LOCAL ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt [2025-09-26T11:08:28.624633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:28.624728] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:28.624802] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:28.624916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:28.646838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:28.648026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:28.648153] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:28.648224] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:28.679800] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:28.679978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:28.680026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:28.680063] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:28.683984] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=91.50%) [2025-09-26T11:08:28.684333] [INFO ] [FORECASTER] Completed predict_future for CLW [2025-09-26T11:08:28.684502] [INFO ] [sig ] CLW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:28.837343] [INFO ] [LOCAL ] Saved forecast: CLW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CLW.txt [2025-09-26T11:08:28.837688] [INFO ] [sig ] [360/2043] Completed CLW in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:28.837769] [INFO ] [sig ] [361/2043] Forecasting CMA... [2025-09-26T11:08:28.837838] [INFO ] [sig ] Generating forecast for: CMA [2025-09-26T11:08:28.837911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-09-26T11:08:28.847860] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMA'. [2025-09-26T11:08:28.848334] [INFO ] [FORECASTER] Starting predict_future for CMA [2025-09-26T11:08:28.875482] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:28.876511] [DEBUG] [LOCAL ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt [2025-09-26T11:08:28.876601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:28.876702] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:28.876779] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:28.876920] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:28.896039] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:28.897020] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:28.897137] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:28.897214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:28.929769] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:28.929966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:28.930033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:28.930072] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:28.933987] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: UP (p=96.73%) [2025-09-26T11:08:28.934305] [INFO ] [FORECASTER] Completed predict_future for CMA [2025-09-26T11:08:28.934455] [INFO ] [sig ] CMA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:29.089221] [INFO ] [LOCAL ] Saved forecast: CMA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMA.txt [2025-09-26T11:08:29.089541] [INFO ] [sig ] [361/2043] Completed CMA in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:29.089621] [INFO ] [sig ] [362/2043] Forecasting CMBT... [2025-09-26T11:08:29.089739] [INFO ] [sig ] Generating forecast for: CMBT [2025-09-26T11:08:29.089847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'. [2025-09-26T11:08:29.100474] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMBT'. [2025-09-26T11:08:29.100911] [INFO ] [FORECASTER] Starting predict_future for CMBT [2025-09-26T11:08:29.128081] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:29.128977] [DEBUG] [LOCAL ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt [2025-09-26T11:08:29.129054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:29.129138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:29.129207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:29.129332] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:29.147884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:29.148524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:29.148660] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:29.148733] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:29.180781] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:29.180974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:29.181025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:29.181062] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:29.185343] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: DOWN (p=4.55%) [2025-09-26T11:08:29.185750] [INFO ] [FORECASTER] Completed predict_future for CMBT [2025-09-26T11:08:29.185930] [INFO ] [sig ] CMBT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:29.343595] [INFO ] [LOCAL ] Saved forecast: CMBT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CMBT.txt [2025-09-26T11:08:29.343956] [INFO ] [sig ] [362/2043] Completed CMBT in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:29.344037] [INFO ] [sig ] [363/2043] Forecasting CMC... [2025-09-26T11:08:29.344117] [INFO ] [sig ] Generating forecast for: CMC [2025-09-26T11:08:29.344200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-09-26T11:08:29.355427] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMC'. [2025-09-26T11:08:29.355910] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-09-26T11:08:29.382581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:29.383693] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-09-26T11:08:29.383798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:29.383896] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:29.384013] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:29.384153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:29.403781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:29.404881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:29.405060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:29.405154] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:29.438697] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:29.438912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:29.438966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:29.439007] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:29.443423] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=51.46%) [2025-09-26T11:08:29.443868] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-09-26T11:08:29.444052] [INFO ] [sig ] CMC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:29.610807] [INFO ] [LOCAL ] Saved forecast: CMC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMC.txt [2025-09-26T11:08:29.611179] [INFO ] [sig ] [363/2043] Completed CMC in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:29.611281] [INFO ] [sig ] [364/2043] Forecasting CMCM... [2025-09-26T11:08:29.611362] [INFO ] [sig ] Generating forecast for: CMCM [2025-09-26T11:08:29.611438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-09-26T11:08:29.623599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMCM'. [2025-09-26T11:08:29.624050] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-09-26T11:08:29.653464] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:29.654413] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-09-26T11:08:29.654495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:29.654574] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:29.654672] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:29.654781] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:29.674434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:29.675334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:29.675457] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:29.675530] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:29.704092] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:29.704271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:29.704320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:29.704358] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:29.708108] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: DOWN (p=15.54%) [2025-09-26T11:08:29.708416] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-09-26T11:08:29.708562] [INFO ] [sig ] CMCM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:29.868756] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CMCM.txt [2025-09-26T11:08:29.869067] [INFO ] [sig ] [364/2043] Completed CMCM in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:29.869146] [INFO ] [sig ] [365/2043] Forecasting CMI... [2025-09-26T11:08:29.869228] [INFO ] [sig ] Generating forecast for: CMI [2025-09-26T11:08:29.869319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-09-26T11:08:29.879859] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'CMI'. [2025-09-26T11:08:29.880290] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-09-26T11:08:29.909712] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:29.910728] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-09-26T11:08:29.910820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:29.910897] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:29.910969] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:29.911072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:29.931729] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:29.932718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:29.932835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:29.932907] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:29.972880] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:29.973082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:29.973131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:29.973167] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:29.977590] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-09-26T11:08:29.978137] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-09-26T11:08:29.978355] [INFO ] [sig ] CMI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:30.139328] [INFO ] [LOCAL ] Saved forecast: CMI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMI.txt [2025-09-26T11:08:30.139669] [INFO ] [sig ] [365/2043] Completed CMI in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:30.139754] [INFO ] [sig ] [366/2043] Forecasting CMP... [2025-09-26T11:08:30.139827] [INFO ] [sig ] Generating forecast for: CMP [2025-09-26T11:08:30.139901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-09-26T11:08:30.150124] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMP'. [2025-09-26T11:08:30.150493] [INFO ] [FORECASTER] Starting predict_future for CMP [2025-09-26T11:08:30.178468] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:30.179345] [DEBUG] [LOCAL ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt [2025-09-26T11:08:30.179440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:30.179515] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:30.179584] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:30.179711] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:30.199831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:30.200550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:30.200682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:30.200766] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:30.234427] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:30.234622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:30.234713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:30.234769] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:30.239096] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: DOWN (p=16.81%) [2025-09-26T11:08:30.239422] [INFO ] [FORECASTER] Completed predict_future for CMP [2025-09-26T11:08:30.239577] [INFO ] [sig ] CMP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:30.395118] [INFO ] [LOCAL ] Saved forecast: CMP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CMP.txt [2025-09-26T11:08:30.395533] [INFO ] [sig ] [366/2043] Completed CMP in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:30.395628] [INFO ] [sig ] [367/2043] Forecasting CMPO... [2025-09-26T11:08:30.395745] [INFO ] [sig ] Generating forecast for: CMPO [2025-09-26T11:08:30.395836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-09-26T11:08:30.407387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMPO'. [2025-09-26T11:08:30.407930] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-09-26T11:08:30.436562] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:30.437595] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-09-26T11:08:30.437702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:30.437792] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:30.437877] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:30.438032] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:30.456801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:30.457709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:30.457824] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:30.457943] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:30.497849] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:30.498056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:30.498107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:30.498144] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:30.502611] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=63.78%) [2025-09-26T11:08:30.502993] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-09-26T11:08:30.503155] [INFO ] [sig ] CMPO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:30.677742] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMPO.txt [2025-09-26T11:08:30.678084] [INFO ] [sig ] [367/2043] Completed CMPO in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:30.678167] [INFO ] [sig ] [368/2043] Forecasting CMRE... [2025-09-26T11:08:30.678253] [INFO ] [sig ] Generating forecast for: CMRE [2025-09-26T11:08:30.678342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-09-26T11:08:30.690240] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMRE'. [2025-09-26T11:08:30.690743] [INFO ] [FORECASTER] Starting predict_future for CMRE [2025-09-26T11:08:30.720828] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:30.722070] [DEBUG] [LOCAL ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt [2025-09-26T11:08:30.722167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:30.722243] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:30.722312] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:30.722414] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:30.742573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:30.743529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:30.743680] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:30.743773] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:30.780264] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:30.780456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:30.780521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:30.780557] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:30.784288] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: DOWN (p=18.15%) [2025-09-26T11:08:30.784597] [INFO ] [FORECASTER] Completed predict_future for CMRE [2025-09-26T11:08:30.784800] [INFO ] [sig ] CMRE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:30.939756] [INFO ] [LOCAL ] Saved forecast: CMRE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CMRE.txt [2025-09-26T11:08:30.940062] [INFO ] [sig ] [368/2043] Completed CMRE in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:30.940143] [INFO ] [sig ] [369/2043] Forecasting CMS... [2025-09-26T11:08:30.940213] [INFO ] [sig ] Generating forecast for: CMS [2025-09-26T11:08:30.940284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-09-26T11:08:30.950259] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMS'. [2025-09-26T11:08:30.950686] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-09-26T11:08:30.977849] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:30.978818] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-09-26T11:08:30.978898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:30.978947] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:30.979014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:30.979124] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:30.998519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:30.999270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:30.999379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:30.999448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:31.029868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:31.030048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:31.030134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:31.030183] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:31.034193] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=76.72%) [2025-09-26T11:08:31.034513] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-09-26T11:08:31.034713] [INFO ] [sig ] CMS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:31.192298] [INFO ] [LOCAL ] Saved forecast: CMS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMS.txt [2025-09-26T11:08:31.192611] [INFO ] [sig ] [369/2043] Completed CMS in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.5m [2025-09-26T11:08:31.192710] [INFO ] [sig ] [370/2043] Forecasting CMSA... [2025-09-26T11:08:31.192788] [INFO ] [sig ] Generating forecast for: CMSA [2025-09-26T11:08:31.192870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-09-26T11:08:31.202305] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMSA'. [2025-09-26T11:08:31.202691] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-09-26T11:08:31.230454] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:31.231449] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-09-26T11:08:31.231547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:31.231692] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:31.231832] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:31.231985] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:31.251231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:31.251999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:31.252206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:31.252298] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:31.283586] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:31.283843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:31.283918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:31.283979] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:31.288249] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=4.99%) [2025-09-26T11:08:31.288583] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-09-26T11:08:31.288785] [INFO ] [sig ] CMSA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:31.449676] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CMSA.txt [2025-09-26T11:08:31.450019] [INFO ] [sig ] [370/2043] Completed CMSA in 0.3s | 3.74 sym/s | Total: 1.6m | ETA: 7.4m [2025-09-26T11:08:31.450103] [INFO ] [sig ] [371/2043] Forecasting CMSC... [2025-09-26T11:08:31.450186] [INFO ] [sig ] Generating forecast for: CMSC [2025-09-26T11:08:31.450269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-09-26T11:08:31.460257] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMSC'. [2025-09-26T11:08:31.460697] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-09-26T11:08:31.488800] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:31.489827] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-09-26T11:08:31.489919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:31.490018] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:31.490110] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:31.490253] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:31.509706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:31.510531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:31.510692] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:31.510784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:31.539806] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:31.540012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:31.540070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:31.540107] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:31.544051] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=94.92%) [2025-09-26T11:08:31.544386] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-09-26T11:08:31.544530] [INFO ] [sig ] CMSC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:31.699419] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMSC.txt [2025-09-26T11:08:31.699780] [INFO ] [sig ] [371/2043] Completed CMSC in 0.2s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:31.699884] [INFO ] [sig ] [372/2043] Forecasting CMSD... [2025-09-26T11:08:31.699966] [INFO ] [sig ] Generating forecast for: CMSD [2025-09-26T11:08:31.700051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-09-26T11:08:31.710736] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMSD'. [2025-09-26T11:08:31.711311] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-09-26T11:08:31.738320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:31.739290] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-09-26T11:08:31.739375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:31.739448] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:31.739530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:31.739718] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:31.757783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:31.758605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:31.758740] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:31.758827] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:31.803073] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:31.803291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:31.803343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:31.803380] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:31.807921] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=47.48%) [2025-09-26T11:08:31.808289] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-09-26T11:08:31.808484] [INFO ] [sig ] CMSD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:31.961542] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CMSD.txt [2025-09-26T11:08:31.961885] [INFO ] [sig ] [372/2043] Completed CMSD in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:31.961970] [INFO ] [sig ] [373/2043] Forecasting CMTG... [2025-09-26T11:08:31.962055] [INFO ] [sig ] Generating forecast for: CMTG [2025-09-26T11:08:31.962143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-09-26T11:08:31.972756] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMTG'. [2025-09-26T11:08:31.973147] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-09-26T11:08:32.002989] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:32.003964] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-09-26T11:08:32.004050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:32.004125] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:32.004194] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:32.004295] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:32.023461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:32.024218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:32.024328] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:32.024397] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:32.062501] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:32.062708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:32.062779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:32.062818] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:32.066639] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=69.96%) [2025-09-26T11:08:32.067041] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-09-26T11:08:32.067210] [INFO ] [sig ] CMTG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:32.227513] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMTG.txt [2025-09-26T11:08:32.227907] [INFO ] [sig ] [373/2043] Completed CMTG in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:32.227991] [INFO ] [sig ] [374/2043] Forecasting CMU... [2025-09-26T11:08:32.228063] [INFO ] [sig ] Generating forecast for: CMU [2025-09-26T11:08:32.228137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'. [2025-09-26T11:08:32.237844] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CMU'. [2025-09-26T11:08:32.238266] [INFO ] [FORECASTER] Starting predict_future for CMU [2025-09-26T11:08:32.266498] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:32.267507] [DEBUG] [LOCAL ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt [2025-09-26T11:08:32.267594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:32.267691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:32.267777] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:32.267888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:32.286860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:32.287721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:32.287834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:32.287914] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:32.324728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:32.324986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:32.325050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:32.325105] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:32.329302] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-09-26T11:08:32.329624] [INFO ] [FORECASTER] Completed predict_future for CMU [2025-09-26T11:08:32.329819] [INFO ] [sig ] CMU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:32.497449] [INFO ] [LOCAL ] Saved forecast: CMU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CMU.txt [2025-09-26T11:08:32.497808] [INFO ] [sig ] [374/2043] Completed CMU in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:32.497896] [INFO ] [sig ] [375/2043] Forecasting CNA... [2025-09-26T11:08:32.497969] [INFO ] [sig ] Generating forecast for: CNA [2025-09-26T11:08:32.498042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-09-26T11:08:32.509151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNA'. [2025-09-26T11:08:32.509630] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-09-26T11:08:32.536844] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:32.537817] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-09-26T11:08:32.537901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:32.537975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:32.538046] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:32.538147] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:32.556908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:32.558000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:32.558126] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:32.558197] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:32.595969] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:32.596178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:32.596244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:32.596282] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:32.600185] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=15.51%) [2025-09-26T11:08:32.600517] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-09-26T11:08:32.600707] [INFO ] [sig ] CNA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:32.753629] [INFO ] [LOCAL ] Saved forecast: CNA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CNA.txt [2025-09-26T11:08:32.753941] [INFO ] [sig ] [375/2043] Completed CNA in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:32.754019] [INFO ] [sig ] [376/2043] Forecasting CNC... [2025-09-26T11:08:32.754090] [INFO ] [sig ] Generating forecast for: CNC [2025-09-26T11:08:32.754162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-09-26T11:08:32.765283] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNC'. [2025-09-26T11:08:32.765723] [INFO ] [FORECASTER] Starting predict_future for CNC [2025-09-26T11:08:32.792995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:32.793991] [DEBUG] [LOCAL ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt [2025-09-26T11:08:32.794075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:32.794148] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:32.794234] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:32.794362] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:32.813302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:32.814204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:32.814321] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:32.814411] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:32.855154] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:32.855363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:32.855414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:32.855450] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:32.859437] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=4.16%) [2025-09-26T11:08:32.859789] [INFO ] [FORECASTER] Completed predict_future for CNC [2025-09-26T11:08:32.859952] [INFO ] [sig ] CNC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:33.018978] [INFO ] [LOCAL ] Saved forecast: CNC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CNC.txt [2025-09-26T11:08:33.019301] [INFO ] [sig ] [376/2043] Completed CNC in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:33.019420] [INFO ] [sig ] [377/2043] Forecasting CNH... [2025-09-26T11:08:33.019509] [INFO ] [sig ] Generating forecast for: CNH [2025-09-26T11:08:33.019601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'. [2025-09-26T11:08:33.030147] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNH'. [2025-09-26T11:08:33.030613] [INFO ] [FORECASTER] Starting predict_future for CNH [2025-09-26T11:08:33.058121] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:33.059093] [DEBUG] [LOCAL ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt [2025-09-26T11:08:33.059174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:33.059247] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:33.059358] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:33.059487] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:33.078505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:33.079257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:33.079369] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:33.079455] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:33.119933] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:33.120138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:33.120186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:33.120219] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:33.124198] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: DOWN (p=19.91%) [2025-09-26T11:08:33.124564] [INFO ] [FORECASTER] Completed predict_future for CNH [2025-09-26T11:08:33.124760] [INFO ] [sig ] CNH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:33.282829] [INFO ] [LOCAL ] Saved forecast: CNH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CNH.txt [2025-09-26T11:08:33.283131] [INFO ] [sig ] [377/2043] Completed CNH in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:33.283209] [INFO ] [sig ] [378/2043] Forecasting CNI... [2025-09-26T11:08:33.283279] [INFO ] [sig ] Generating forecast for: CNI [2025-09-26T11:08:33.283350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-09-26T11:08:33.294355] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNI'. [2025-09-26T11:08:33.294824] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-09-26T11:08:33.322802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:33.323674] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-09-26T11:08:33.323757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:33.323832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:33.323902] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:33.324003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:33.343268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:33.344147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:33.344258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:33.344331] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:33.383555] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:33.383753] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:33.383816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:33.383851] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:33.387536] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=65.84%) [2025-09-26T11:08:33.387900] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-09-26T11:08:33.388066] [INFO ] [sig ] CNI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:33.544853] [INFO ] [LOCAL ] Saved forecast: CNI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNI.txt [2025-09-26T11:08:33.545168] [INFO ] [sig ] [378/2043] Completed CNI in 0.3s | 3.74 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:33.545250] [INFO ] [sig ] [379/2043] Forecasting CNK... [2025-09-26T11:08:33.545322] [INFO ] [sig ] Generating forecast for: CNK [2025-09-26T11:08:33.545396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-09-26T11:08:33.555813] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNK'. [2025-09-26T11:08:33.556210] [INFO ] [FORECASTER] Starting predict_future for CNK [2025-09-26T11:08:33.582929] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:33.583827] [DEBUG] [LOCAL ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt [2025-09-26T11:08:33.583907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:33.583982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:33.584052] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:33.584158] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:33.602438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:33.603220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:33.603336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:33.603408] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:33.641238] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:33.641430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:33.641478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:33.641512] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:33.645271] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=95.05%) [2025-09-26T11:08:33.645587] [INFO ] [FORECASTER] Completed predict_future for CNK [2025-09-26T11:08:33.645772] [INFO ] [sig ] CNK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:33.795979] [INFO ] [LOCAL ] Saved forecast: CNK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNK.txt [2025-09-26T11:08:33.796291] [INFO ] [sig ] [379/2043] Completed CNK in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:33.796370] [INFO ] [sig ] [380/2043] Forecasting CNM... [2025-09-26T11:08:33.796445] [INFO ] [sig ] Generating forecast for: CNM [2025-09-26T11:08:33.796500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-09-26T11:08:33.806837] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNM'. [2025-09-26T11:08:33.807189] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-09-26T11:08:33.833060] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:33.834009] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-09-26T11:08:33.834089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:33.834162] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:33.834296] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:33.834458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:33.852869] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:33.853682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:33.853793] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:33.853875] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:33.891900] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:33.892044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:33.892089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:33.892125] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:33.895630] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=74.61%) [2025-09-26T11:08:33.895981] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-09-26T11:08:33.896162] [INFO ] [sig ] CNM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:34.044826] [INFO ] [LOCAL ] Saved forecast: CNM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNM.txt [2025-09-26T11:08:34.045159] [INFO ] [sig ] [380/2043] Completed CNM in 0.2s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:34.045264] [INFO ] [sig ] [381/2043] Forecasting CNMD... [2025-09-26T11:08:34.045352] [INFO ] [sig ] Generating forecast for: CNMD [2025-09-26T11:08:34.045444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-09-26T11:08:34.058210] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNMD'. [2025-09-26T11:08:34.058768] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-09-26T11:08:34.093288] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:34.094333] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-09-26T11:08:34.094414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:34.094503] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:34.094585] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:34.094736] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:34.115132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:34.116062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:34.116174] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:34.116255] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:34.152901] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:34.153133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:34.153193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:34.153231] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:34.157138] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: DOWN (p=7.13%) [2025-09-26T11:08:34.157457] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-09-26T11:08:34.157606] [INFO ] [sig ] CNMD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:34.310601] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CNMD.txt [2025-09-26T11:08:34.310957] [INFO ] [sig ] [381/2043] Completed CNMD in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:34.311059] [INFO ] [sig ] [382/2043] Forecasting CNNE... [2025-09-26T11:08:34.311130] [INFO ] [sig ] Generating forecast for: CNNE [2025-09-26T11:08:34.311213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-09-26T11:08:34.322265] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNNE'. [2025-09-26T11:08:34.322744] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-09-26T11:08:34.350002] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:34.350911] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-09-26T11:08:34.350993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:34.351078] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:34.351151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:34.351276] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:34.369782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:34.370766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:34.370884] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:34.370956] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:34.410333] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:34.410536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:34.410602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:34.410639] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:34.414396] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=86.99%) [2025-09-26T11:08:34.414718] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-09-26T11:08:34.414878] [INFO ] [sig ] CNNE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:34.560693] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNNE.txt [2025-09-26T11:08:34.561015] [INFO ] [sig ] [382/2043] Completed CNNE in 0.2s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:34.561099] [INFO ] [sig ] [383/2043] Forecasting CNO... [2025-09-26T11:08:34.561185] [INFO ] [sig ] Generating forecast for: CNO [2025-09-26T11:08:34.561256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-09-26T11:08:34.571668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNO'. [2025-09-26T11:08:34.572039] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-09-26T11:08:34.597710] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:34.598524] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-09-26T11:08:34.598602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:34.598695] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:34.598764] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:34.598862] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:34.616387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:34.617083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:34.617190] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:34.617260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:34.655867] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:34.656004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:34.656048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:34.656082] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:34.659634] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=86.73%) [2025-09-26T11:08:34.659957] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-09-26T11:08:34.660104] [INFO ] [sig ] CNO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:34.806108] [INFO ] [LOCAL ] Saved forecast: CNO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNO.txt [2025-09-26T11:08:34.806408] [INFO ] [sig ] [383/2043] Completed CNO in 0.2s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:34.806489] [INFO ] [sig ] [384/2043] Forecasting CNP... [2025-09-26T11:08:34.806559] [INFO ] [sig ] Generating forecast for: CNP [2025-09-26T11:08:34.806631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-09-26T11:08:34.817343] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNP'. [2025-09-26T11:08:34.817811] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-09-26T11:08:34.849304] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:34.850509] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-09-26T11:08:34.850602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:34.850700] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:34.850769] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:34.850891] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:34.870610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:34.871566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:34.871710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:34.871783] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:34.910439] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:34.910689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:34.910763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:34.910802] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:34.914700] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-09-26T11:08:34.915006] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-09-26T11:08:34.915160] [INFO ] [sig ] CNP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:35.072695] [INFO ] [LOCAL ] Saved forecast: CNP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNP.txt [2025-09-26T11:08:35.073014] [INFO ] [sig ] [384/2043] Completed CNP in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:35.073095] [INFO ] [sig ] [385/2043] Forecasting CNQ... [2025-09-26T11:08:35.073165] [INFO ] [sig ] Generating forecast for: CNQ [2025-09-26T11:08:35.073238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-09-26T11:08:35.083928] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNQ'. [2025-09-26T11:08:35.084379] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-09-26T11:08:35.110977] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:35.111844] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-09-26T11:08:35.111921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:35.111995] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:35.112066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:35.112165] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:35.131927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:35.132633] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:35.132765] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:35.132837] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:35.170630] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:35.170824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:35.170873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:35.170908] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:35.174530] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=7.75%) [2025-09-26T11:08:35.174870] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-09-26T11:08:35.175034] [INFO ] [sig ] CNQ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:35.324309] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CNQ.txt [2025-09-26T11:08:35.324598] [INFO ] [sig ] [385/2043] Completed CNQ in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:35.324701] [INFO ] [sig ] [386/2043] Forecasting CNS... [2025-09-26T11:08:35.324772] [INFO ] [sig ] Generating forecast for: CNS [2025-09-26T11:08:35.324845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-09-26T11:08:35.335204] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNS'. [2025-09-26T11:08:35.335738] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-09-26T11:08:35.362939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:35.363903] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-09-26T11:08:35.363983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:35.364058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:35.364151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:35.364330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:35.383477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:35.384401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:35.384524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:35.384617] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:35.424829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:35.425060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:35.425114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:35.425151] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:35.429019] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=8.17%) [2025-09-26T11:08:35.429319] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-09-26T11:08:35.429468] [INFO ] [sig ] CNS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:35.585569] [INFO ] [LOCAL ] Saved forecast: CNS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CNS.txt [2025-09-26T11:08:35.585905] [INFO ] [sig ] [386/2043] Completed CNS in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:35.586008] [INFO ] [sig ] [387/2043] Forecasting CNX... [2025-09-26T11:08:35.586092] [INFO ] [sig ] Generating forecast for: CNX [2025-09-26T11:08:35.586166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-09-26T11:08:35.597266] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CNX'. [2025-09-26T11:08:35.597756] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-09-26T11:08:35.624841] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:35.625777] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-09-26T11:08:35.625859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:35.625933] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:35.626003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:35.626104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:35.644576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:35.645558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:35.645709] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:35.645819] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:35.689011] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:35.689262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:35.689356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:35.689420] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:35.693825] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=74.66%) [2025-09-26T11:08:35.694262] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-09-26T11:08:35.694440] [INFO ] [sig ] CNX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:35.843699] [INFO ] [LOCAL ] Saved forecast: CNX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CNX.txt [2025-09-26T11:08:35.843959] [INFO ] [sig ] [387/2043] Completed CNX in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:35.844043] [INFO ] [sig ] [388/2043] Forecasting CODI... [2025-09-26T11:08:35.844113] [INFO ] [sig ] Generating forecast for: CODI [2025-09-26T11:08:35.844185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-09-26T11:08:35.854889] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CODI'. [2025-09-26T11:08:35.855343] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-09-26T11:08:35.883183] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:35.884126] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-09-26T11:08:35.884208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:35.884284] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:35.884353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:35.884487] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:35.903124] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:35.904035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:35.904151] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:35.904227] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:35.939961] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:35.940150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:35.940199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:35.940235] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:35.944025] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=95.97%) [2025-09-26T11:08:35.944326] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-09-26T11:08:35.944487] [INFO ] [sig ] CODI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:36.094326] [INFO ] [LOCAL ] Saved forecast: CODI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CODI.txt [2025-09-26T11:08:36.094687] [INFO ] [sig ] [388/2043] Completed CODI in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:36.094803] [INFO ] [sig ] [389/2043] Forecasting COF... [2025-09-26T11:08:36.094889] [INFO ] [sig ] Generating forecast for: COF [2025-09-26T11:08:36.094962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-09-26T11:08:36.106579] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COF'. [2025-09-26T11:08:36.107084] [INFO ] [FORECASTER] Starting predict_future for COF [2025-09-26T11:08:36.134016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:36.134893] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-09-26T11:08:36.134974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:36.135048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:36.135120] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:36.135222] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:36.153845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:36.154681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:36.154798] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:36.154870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:36.196281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:36.196564] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:36.196633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:36.196738] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:36.202043] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=75.42%) [2025-09-26T11:08:36.202484] [INFO ] [FORECASTER] Completed predict_future for COF [2025-09-26T11:08:36.202670] [INFO ] [sig ] COF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:36.353354] [INFO ] [LOCAL ] Saved forecast: COF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/COF.txt [2025-09-26T11:08:36.353757] [INFO ] [sig ] [389/2043] Completed COF in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.4m [2025-09-26T11:08:36.353839] [INFO ] [sig ] [390/2043] Forecasting COHR... [2025-09-26T11:08:36.353923] [INFO ] [sig ] Generating forecast for: COHR [2025-09-26T11:08:36.354013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'. [2025-09-26T11:08:36.370831] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COHR'. [2025-09-26T11:08:36.371382] [INFO ] [FORECASTER] Starting predict_future for COHR [2025-09-26T11:08:36.407323] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:36.408312] [DEBUG] [LOCAL ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt [2025-09-26T11:08:36.408393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:36.408469] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:36.408541] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:36.408667] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:36.428375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:36.429283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:36.429401] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:36.429473] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:36.472501] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:36.472710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:36.472780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:36.472817] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:36.476438] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=70.34%) [2025-09-26T11:08:36.476792] [INFO ] [FORECASTER] Completed predict_future for COHR [2025-09-26T11:08:36.477005] [INFO ] [sig ] COHR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:36.627935] [INFO ] [LOCAL ] Saved forecast: COHR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/COHR.txt [2025-09-26T11:08:36.628239] [INFO ] [sig ] [390/2043] Completed COHR in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.3m [2025-09-26T11:08:36.628318] [INFO ] [sig ] [391/2043] Forecasting COLD... [2025-09-26T11:08:36.628388] [INFO ] [sig ] Generating forecast for: COLD [2025-09-26T11:08:36.628460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-09-26T11:08:36.639820] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COLD'. [2025-09-26T11:08:36.640228] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-09-26T11:08:36.667082] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:36.667932] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-09-26T11:08:36.668010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:36.668095] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:36.668182] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:36.668306] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:36.687600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:36.689168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:36.689334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:36.689413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:36.736743] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:36.737086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:36.737149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:36.737186] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:36.741972] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=0.76%) [2025-09-26T11:08:36.742406] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-09-26T11:08:36.742594] [INFO ] [sig ] COLD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:36.906229] [INFO ] [LOCAL ] Saved forecast: COLD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/COLD.txt [2025-09-26T11:08:36.907085] [INFO ] [sig ] [391/2043] Completed COLD in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.3m [2025-09-26T11:08:36.907175] [INFO ] [sig ] [392/2043] Forecasting COMP... [2025-09-26T11:08:36.907266] [INFO ] [sig ] Generating forecast for: COMP [2025-09-26T11:08:36.907359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-09-26T11:08:36.921742] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COMP'. [2025-09-26T11:08:36.922193] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-09-26T11:08:36.953309] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:36.954386] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-09-26T11:08:36.954468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:36.954675] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:36.954749] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:36.954851] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:36.977079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:36.978250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:36.978376] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:36.978450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:37.020550] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:37.020832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:37.020899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:37.020935] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:37.025621] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: UP (p=87.14%) [2025-09-26T11:08:37.026076] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-09-26T11:08:37.026248] [INFO ] [sig ] COMP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:37.196951] [INFO ] [LOCAL ] Saved forecast: COMP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/COMP.txt [2025-09-26T11:08:37.197563] [INFO ] [sig ] [392/2043] Completed COMP in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.3m [2025-09-26T11:08:37.197672] [INFO ] [sig ] [393/2043] Forecasting CON... [2025-09-26T11:08:37.197750] [INFO ] [sig ] Generating forecast for: CON [2025-09-26T11:08:37.197849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'. [2025-09-26T11:08:37.214043] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CON'. [2025-09-26T11:08:37.214496] [INFO ] [FORECASTER] Starting predict_future for CON [2025-09-26T11:08:37.242921] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:37.243876] [DEBUG] [LOCAL ] No optimal features file found for CON: ./output/feature-sets/CON.txt [2025-09-26T11:08:37.243956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:37.244029] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:37.244098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:37.244194] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:37.261972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:37.262716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:37.262825] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:37.262895] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:37.300673] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:37.300813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:37.300856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:37.300890] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:37.304253] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: DOWN (p=6.46%) [2025-09-26T11:08:37.304546] [INFO ] [FORECASTER] Completed predict_future for CON [2025-09-26T11:08:37.304732] [INFO ] [sig ] CON: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:37.452875] [INFO ] [LOCAL ] Saved forecast: CON 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CON.txt [2025-09-26T11:08:37.453164] [INFO ] [sig ] [393/2043] Completed CON in 0.3s | 3.75 sym/s | Total: 1.7m | ETA: 7.3m [2025-09-26T11:08:37.453243] [INFO ] [sig ] [394/2043] Forecasting COOK... [2025-09-26T11:08:37.453312] [INFO ] [sig ] Generating forecast for: COOK [2025-09-26T11:08:37.453382] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'. [2025-09-26T11:08:37.463894] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COOK'. [2025-09-26T11:08:37.464241] [INFO ] [FORECASTER] Starting predict_future for COOK [2025-09-26T11:08:37.490352] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:37.491250] [DEBUG] [LOCAL ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt [2025-09-26T11:08:37.491329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:37.491403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:37.491472] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:37.491570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:37.509335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:37.509999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:37.510107] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:37.510178] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:37.549400] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:37.549619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:37.549704] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:37.549760] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:37.553532] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=35.52%) [2025-09-26T11:08:37.553901] [INFO ] [FORECASTER] Completed predict_future for COOK [2025-09-26T11:08:37.554066] [INFO ] [sig ] COOK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:37.704867] [INFO ] [LOCAL ] Saved forecast: COOK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/COOK.txt [2025-09-26T11:08:37.705195] [INFO ] [sig ] [394/2043] Completed COOK in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:37.705282] [INFO ] [sig ] [395/2043] Forecasting COP... [2025-09-26T11:08:37.705354] [INFO ] [sig ] Generating forecast for: COP [2025-09-26T11:08:37.705427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-09-26T11:08:37.714979] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COP'. [2025-09-26T11:08:37.715326] [INFO ] [FORECASTER] Starting predict_future for COP [2025-09-26T11:08:37.742091] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:37.742937] [DEBUG] [LOCAL ] No optimal features file found for COP: ./output/feature-sets/COP.txt [2025-09-26T11:08:37.743017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:37.743090] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:37.743159] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:37.743260] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:37.761815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:37.762471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:37.762578] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:37.762668] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:37.794786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:37.794915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:37.794958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:37.794994] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:37.798392] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=27.78%) [2025-09-26T11:08:37.798706] [INFO ] [FORECASTER] Completed predict_future for COP [2025-09-26T11:08:37.798865] [INFO ] [sig ] COP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:37.945806] [INFO ] [LOCAL ] Saved forecast: COP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/COP.txt [2025-09-26T11:08:37.946090] [INFO ] [sig ] [395/2043] Completed COP in 0.2s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:37.946170] [INFO ] [sig ] [396/2043] Forecasting COR... [2025-09-26T11:08:37.946239] [INFO ] [sig ] Generating forecast for: COR [2025-09-26T11:08:37.946311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-09-26T11:08:37.956406] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COR'. [2025-09-26T11:08:37.956773] [INFO ] [FORECASTER] Starting predict_future for COR [2025-09-26T11:08:37.983242] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:37.984118] [DEBUG] [LOCAL ] No optimal features file found for COR: ./output/feature-sets/COR.txt [2025-09-26T11:08:37.984198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:37.984272] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:37.984342] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:37.984442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:38.003046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:38.003773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:38.003880] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:38.003951] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:38.052223] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:38.052495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:38.052551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:38.052613] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:38.056851] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: UP (p=84.41%) [2025-09-26T11:08:38.057186] [INFO ] [FORECASTER] Completed predict_future for COR [2025-09-26T11:08:38.057365] [INFO ] [sig ] COR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:38.218170] [INFO ] [LOCAL ] Saved forecast: COR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/COR.txt [2025-09-26T11:08:38.218857] [INFO ] [sig ] [396/2043] Completed COR in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:38.218965] [INFO ] [sig ] [397/2043] Forecasting COTY... [2025-09-26T11:08:38.219039] [INFO ] [sig ] Generating forecast for: COTY [2025-09-26T11:08:38.219125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-09-26T11:08:38.237745] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COTY'. [2025-09-26T11:08:38.238316] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-09-26T11:08:38.266286] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:38.267289] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-09-26T11:08:38.267372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:38.267447] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:38.267518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:38.267617] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:38.285855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:38.286626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:38.286766] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:38.286873] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:38.333607] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:38.333874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:38.333998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:38.334119] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:38.338114] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=4.67%) [2025-09-26T11:08:38.338413] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-09-26T11:08:38.338569] [INFO ] [sig ] COTY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:38.492280] [INFO ] [LOCAL ] Saved forecast: COTY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/COTY.txt [2025-09-26T11:08:38.492604] [INFO ] [sig ] [397/2043] Completed COTY in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:38.492708] [INFO ] [sig ] [398/2043] Forecasting COUR... [2025-09-26T11:08:38.492782] [INFO ] [sig ] Generating forecast for: COUR [2025-09-26T11:08:38.492854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-09-26T11:08:38.504336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'COUR'. [2025-09-26T11:08:38.504912] [INFO ] [FORECASTER] Starting predict_future for COUR [2025-09-26T11:08:38.533395] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:38.534297] [DEBUG] [LOCAL ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt [2025-09-26T11:08:38.534377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:38.534429] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:38.534492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:38.534569] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:38.554056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:38.555178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:38.555329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:38.555403] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:38.605100] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:38.605315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:38.605365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:38.605400] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:38.609266] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: DOWN (p=30.27%) [2025-09-26T11:08:38.609626] [INFO ] [FORECASTER] Completed predict_future for COUR [2025-09-26T11:08:38.609850] [INFO ] [sig ] COUR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:38.766012] [INFO ] [LOCAL ] Saved forecast: COUR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/COUR.txt [2025-09-26T11:08:38.766319] [INFO ] [sig ] [398/2043] Completed COUR in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:38.766403] [INFO ] [sig ] [399/2043] Forecasting CP... [2025-09-26T11:08:38.766475] [INFO ] [sig ] Generating forecast for: CP [2025-09-26T11:08:38.766548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-09-26T11:08:38.780292] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CP'. [2025-09-26T11:08:38.780997] [INFO ] [FORECASTER] Starting predict_future for CP [2025-09-26T11:08:38.818165] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:38.819449] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-09-26T11:08:38.819549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:38.819674] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:38.819769] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:38.819911] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:38.843992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:38.845008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:38.845164] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:38.845252] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:38.909758] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:38.910091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:38.910187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:38.910266] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:38.916044] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=95.76%) [2025-09-26T11:08:38.916458] [INFO ] [FORECASTER] Completed predict_future for CP [2025-09-26T11:08:38.916676] [INFO ] [sig ] CP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:39.112465] [INFO ] [LOCAL ] Saved forecast: CP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CP.txt [2025-09-26T11:08:39.112872] [INFO ] [sig ] [399/2043] Completed CP in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:39.112958] [INFO ] [sig ] [400/2043] Forecasting CPA... [2025-09-26T11:08:39.113031] [INFO ] [sig ] Generating forecast for: CPA [2025-09-26T11:08:39.113108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-09-26T11:08:39.125394] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPA'. [2025-09-26T11:08:39.125920] [INFO ] [FORECASTER] Starting predict_future for CPA [2025-09-26T11:08:39.153800] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:39.154848] [DEBUG] [LOCAL ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt [2025-09-26T11:08:39.154934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:39.155019] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:39.155090] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:39.155192] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:39.175000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:39.175820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:39.175939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:39.176012] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:39.221749] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:39.221947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:39.221995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:39.222030] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:39.225961] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=5.88%) [2025-09-26T11:08:39.226265] [INFO ] [FORECASTER] Completed predict_future for CPA [2025-09-26T11:08:39.226429] [INFO ] [sig ] CPA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:39.377882] [INFO ] [LOCAL ] Saved forecast: CPA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CPA.txt [2025-09-26T11:08:39.378217] [INFO ] [sig ] [400/2043] Completed CPA in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:39.378298] [INFO ] [sig ] [401/2043] Forecasting CPAY... [2025-09-26T11:08:39.378368] [INFO ] [sig ] Generating forecast for: CPAY [2025-09-26T11:08:39.378442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'. [2025-09-26T11:08:39.388965] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPAY'. [2025-09-26T11:08:39.389320] [INFO ] [FORECASTER] Starting predict_future for CPAY [2025-09-26T11:08:39.418868] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:39.419861] [DEBUG] [LOCAL ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt [2025-09-26T11:08:39.419943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:39.420020] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:39.420091] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:39.420191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:39.439423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:39.440142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:39.440255] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:39.440328] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:39.482797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:39.483060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:39.483123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:39.483159] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:39.487233] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: DOWN (p=0.45%) [2025-09-26T11:08:39.487531] [INFO ] [FORECASTER] Completed predict_future for CPAY [2025-09-26T11:08:39.487721] [INFO ] [sig ] CPAY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:39.639682] [INFO ] [LOCAL ] Saved forecast: CPAY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CPAY.txt [2025-09-26T11:08:39.640016] [INFO ] [sig ] [401/2043] Completed CPAY in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:39.640107] [INFO ] [sig ] [402/2043] Forecasting CPF... [2025-09-26T11:08:39.640179] [INFO ] [sig ] Generating forecast for: CPF [2025-09-26T11:08:39.640250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-09-26T11:08:39.651397] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPF'. [2025-09-26T11:08:39.651783] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-09-26T11:08:39.678389] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:39.679288] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-09-26T11:08:39.679368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:39.679443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:39.679513] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:39.679614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:39.698003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:39.698801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:39.698913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:39.698983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:39.741216] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:39.741405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:39.741455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:39.741489] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:39.745499] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=2.57%) [2025-09-26T11:08:39.745839] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-09-26T11:08:39.746009] [INFO ] [sig ] CPF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:39.896949] [INFO ] [LOCAL ] Saved forecast: CPF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CPF.txt [2025-09-26T11:08:39.897305] [INFO ] [sig ] [402/2043] Completed CPF in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:39.897387] [INFO ] [sig ] [403/2043] Forecasting CPK... [2025-09-26T11:08:39.897460] [INFO ] [sig ] Generating forecast for: CPK [2025-09-26T11:08:39.897533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-09-26T11:08:39.909546] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPK'. [2025-09-26T11:08:39.910012] [INFO ] [FORECASTER] Starting predict_future for CPK [2025-09-26T11:08:39.936307] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:39.937262] [DEBUG] [LOCAL ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt [2025-09-26T11:08:39.937344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:39.937417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:39.937486] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:39.937585] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:39.955705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:39.956332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:39.956440] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:39.956512] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:39.991689] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:39.991841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:39.991885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:39.991935] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:39.995396] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: UP (p=83.08%) [2025-09-26T11:08:39.995710] [INFO ] [FORECASTER] Completed predict_future for CPK [2025-09-26T11:08:39.995869] [INFO ] [sig ] CPK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:40.144929] [INFO ] [LOCAL ] Saved forecast: CPK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CPK.txt [2025-09-26T11:08:40.145274] [INFO ] [sig ] [403/2043] Completed CPK in 0.2s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:40.145356] [INFO ] [sig ] [404/2043] Forecasting CPNG... [2025-09-26T11:08:40.145427] [INFO ] [sig ] Generating forecast for: CPNG [2025-09-26T11:08:40.145481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-09-26T11:08:40.156578] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPNG'. [2025-09-26T11:08:40.157019] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-09-26T11:08:40.184732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:40.185732] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-09-26T11:08:40.185816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:40.185890] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:40.185959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:40.186072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:40.206114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:40.207023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:40.207141] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:40.207211] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:40.246737] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:40.246958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:40.247012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:40.247048] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:40.250762] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=21.07%) [2025-09-26T11:08:40.251059] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-09-26T11:08:40.251210] [INFO ] [sig ] CPNG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:40.408618] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CPNG.txt [2025-09-26T11:08:40.408935] [INFO ] [sig ] [404/2043] Completed CPNG in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:40.409016] [INFO ] [sig ] [405/2043] Forecasting CPRI... [2025-09-26T11:08:40.409088] [INFO ] [sig ] Generating forecast for: CPRI [2025-09-26T11:08:40.409160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-09-26T11:08:40.419336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPRI'. [2025-09-26T11:08:40.419738] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-09-26T11:08:40.447771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:40.448732] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-09-26T11:08:40.448813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:40.448885] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:40.448954] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:40.449052] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:40.467883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:40.468601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:40.468736] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:40.468806] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:40.506717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:40.506917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:40.506974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:40.507011] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:40.510700] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: UP (p=90.50%) [2025-09-26T11:08:40.511002] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-09-26T11:08:40.511227] [INFO ] [sig ] CPRI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:40.667130] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CPRI.txt [2025-09-26T11:08:40.667456] [INFO ] [sig ] [405/2043] Completed CPRI in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:40.667537] [INFO ] [sig ] [406/2043] Forecasting CPS... [2025-09-26T11:08:40.667609] [INFO ] [sig ] Generating forecast for: CPS [2025-09-26T11:08:40.667706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-09-26T11:08:40.678170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPS'. [2025-09-26T11:08:40.678544] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-09-26T11:08:40.706438] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:40.707448] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-09-26T11:08:40.707530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:40.707606] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:40.707734] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:40.707838] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:40.727459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:40.728308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:40.728421] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:40.728493] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:40.765907] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:40.766123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:40.766172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:40.766207] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:40.770162] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=9.20%) [2025-09-26T11:08:40.770570] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-09-26T11:08:40.770788] [INFO ] [sig ] CPS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:40.926907] [INFO ] [LOCAL ] Saved forecast: CPS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CPS.txt [2025-09-26T11:08:40.927255] [INFO ] [sig ] [406/2043] Completed CPS in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:40.927342] [INFO ] [sig ] [407/2043] Forecasting CPT... [2025-09-26T11:08:40.927414] [INFO ] [sig ] Generating forecast for: CPT [2025-09-26T11:08:40.927489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'. [2025-09-26T11:08:40.938591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CPT'. [2025-09-26T11:08:40.939057] [INFO ] [FORECASTER] Starting predict_future for CPT [2025-09-26T11:08:40.965469] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:40.966402] [DEBUG] [LOCAL ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt [2025-09-26T11:08:40.966484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:40.966559] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:40.966628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:40.966753] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:40.987972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:40.989067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:40.989187] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:40.989262] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:41.026613] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:41.026858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:41.026924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:41.026960] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:41.030596] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: DOWN (p=35.18%) [2025-09-26T11:08:41.030919] [INFO ] [FORECASTER] Completed predict_future for CPT [2025-09-26T11:08:41.031082] [INFO ] [sig ] CPT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:41.179708] [INFO ] [LOCAL ] Saved forecast: CPT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CPT.txt [2025-09-26T11:08:41.179984] [INFO ] [sig ] [407/2043] Completed CPT in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:41.180063] [INFO ] [sig ] [408/2043] Forecasting CQP... [2025-09-26T11:08:41.180132] [INFO ] [sig ] Generating forecast for: CQP [2025-09-26T11:08:41.180204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-09-26T11:08:41.190885] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CQP'. [2025-09-26T11:08:41.191340] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-09-26T11:08:41.218756] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:41.219666] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-09-26T11:08:41.219767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:41.219855] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:41.219927] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:41.220028] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:41.239063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:41.240000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:41.240133] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:41.240190] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:41.280433] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:41.280711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:41.280786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:41.280824] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:41.284752] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=50.51%) [2025-09-26T11:08:41.285084] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-09-26T11:08:41.285242] [INFO ] [sig ] CQP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:41.440222] [INFO ] [LOCAL ] Saved forecast: CQP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CQP.txt [2025-09-26T11:08:41.440545] [INFO ] [sig ] [408/2043] Completed CQP in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:41.440636] [INFO ] [sig ] [409/2043] Forecasting CR... [2025-09-26T11:08:41.440735] [INFO ] [sig ] Generating forecast for: CR [2025-09-26T11:08:41.440808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'. [2025-09-26T11:08:41.451185] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CR'. [2025-09-26T11:08:41.451586] [INFO ] [FORECASTER] Starting predict_future for CR [2025-09-26T11:08:41.479158] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:41.480169] [DEBUG] [LOCAL ] No optimal features file found for CR: ./output/feature-sets/CR.txt [2025-09-26T11:08:41.480254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:41.480331] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:41.480402] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:41.480502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:41.498598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:41.499583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:41.499730] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:41.499804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:41.539189] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:41.539392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:41.539439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:41.539474] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:41.543293] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=81.25%) [2025-09-26T11:08:41.543591] [INFO ] [FORECASTER] Completed predict_future for CR [2025-09-26T11:08:41.543790] [INFO ] [sig ] CR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:41.708794] [INFO ] [LOCAL ] Saved forecast: CR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CR.txt [2025-09-26T11:08:41.709099] [INFO ] [sig ] [409/2043] Completed CR in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:41.709176] [INFO ] [sig ] [410/2043] Forecasting CRBD... [2025-09-26T11:08:41.709246] [INFO ] [sig ] Generating forecast for: CRBD [2025-09-26T11:08:41.709317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'. [2025-09-26T11:08:41.720323] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRBD'. [2025-09-26T11:08:41.720857] [INFO ] [FORECASTER] Starting predict_future for CRBD [2025-09-26T11:08:41.749614] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:41.750678] [DEBUG] [LOCAL ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt [2025-09-26T11:08:41.750759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:41.750833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:41.750902] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:41.751003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:41.770114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:41.771072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:41.771188] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:41.771258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:41.811970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:41.812196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:41.812246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:41.812281] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:41.816278] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: UP (p=51.04%) [2025-09-26T11:08:41.816579] [INFO ] [FORECASTER] Completed predict_future for CRBD [2025-09-26T11:08:41.816773] [INFO ] [sig ] CRBD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:42.099159] [INFO ] [LOCAL ] Saved forecast: CRBD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CRBD.txt [2025-09-26T11:08:42.099471] [INFO ] [sig ] [410/2043] Completed CRBD in 0.4s | 3.74 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:42.099552] [INFO ] [sig ] [411/2043] Forecasting CRBG... [2025-09-26T11:08:42.099624] [INFO ] [sig ] Generating forecast for: CRBG [2025-09-26T11:08:42.099723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-09-26T11:08:42.109756] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRBG'. [2025-09-26T11:08:42.110192] [INFO ] [FORECASTER] Starting predict_future for CRBG [2025-09-26T11:08:42.136576] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:42.137687] [DEBUG] [LOCAL ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt [2025-09-26T11:08:42.137769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:42.137842] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:42.137912] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:42.138012] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:42.155891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:42.156718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:42.156849] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:42.156922] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:42.197397] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:42.197603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:42.197679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:42.197743] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:42.201459] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: DOWN (p=8.61%) [2025-09-26T11:08:42.201828] [INFO ] [FORECASTER] Completed predict_future for CRBG [2025-09-26T11:08:42.201996] [INFO ] [sig ] CRBG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:42.354430] [INFO ] [LOCAL ] Saved forecast: CRBG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CRBG.txt [2025-09-26T11:08:42.354712] [INFO ] [sig ] [411/2043] Completed CRBG in 0.3s | 3.74 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:42.354795] [INFO ] [sig ] [412/2043] Forecasting CRC... [2025-09-26T11:08:42.354869] [INFO ] [sig ] Generating forecast for: CRC [2025-09-26T11:08:42.354944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-09-26T11:08:42.365421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRC'. [2025-09-26T11:08:42.365876] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-09-26T11:08:42.393421] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:42.394383] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-09-26T11:08:42.394463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:42.394537] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:42.394607] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:42.394739] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:42.413189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:42.414066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:42.414183] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:42.414253] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:42.448560] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:42.448763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:42.448827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:42.448864] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:42.452738] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=26.57%) [2025-09-26T11:08:42.453049] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-09-26T11:08:42.453198] [INFO ] [sig ] CRC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:42.615095] [INFO ] [LOCAL ] Saved forecast: CRC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CRC.txt [2025-09-26T11:08:42.615433] [INFO ] [sig ] [412/2043] Completed CRC in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:42.615518] [INFO ] [sig ] [413/2043] Forecasting CRGY... [2025-09-26T11:08:42.615613] [INFO ] [sig ] Generating forecast for: CRGY [2025-09-26T11:08:42.615750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-09-26T11:08:42.626593] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRGY'. [2025-09-26T11:08:42.627035] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-09-26T11:08:42.654143] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:42.654967] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-09-26T11:08:42.655046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:42.655125] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:42.655168] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:42.655259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:42.674554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:42.675222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:42.675338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:42.675411] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:42.714803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:42.714921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:42.714963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:42.714997] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:42.718488] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=52.75%) [2025-09-26T11:08:42.718816] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-09-26T11:08:42.718975] [INFO ] [sig ] CRGY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:42.877510] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CRGY.txt [2025-09-26T11:08:42.877798] [INFO ] [sig ] [413/2043] Completed CRGY in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.3m [2025-09-26T11:08:42.877884] [INFO ] [sig ] [414/2043] Forecasting CRH... [2025-09-26T11:08:42.877954] [INFO ] [sig ] Generating forecast for: CRH [2025-09-26T11:08:42.878030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-09-26T11:08:42.888322] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRH'. [2025-09-26T11:08:42.888672] [INFO ] [FORECASTER] Starting predict_future for CRH [2025-09-26T11:08:42.914754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:42.915707] [DEBUG] [LOCAL ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt [2025-09-26T11:08:42.915794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:42.915874] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:42.915946] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:42.916047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:42.933868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:42.934482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:42.934587] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:42.934681] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:42.976462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:42.976572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:42.976614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:42.976676] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:42.980414] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=87.32%) [2025-09-26T11:08:42.980736] [INFO ] [FORECASTER] Completed predict_future for CRH [2025-09-26T11:08:42.980899] [INFO ] [sig ] CRH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:43.144375] [INFO ] [LOCAL ] Saved forecast: CRH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CRH.txt [2025-09-26T11:08:43.144691] [INFO ] [sig ] [414/2043] Completed CRH in 0.3s | 3.75 sym/s | Total: 1.8m | ETA: 7.2m [2025-09-26T11:08:43.144774] [INFO ] [sig ] [415/2043] Forecasting CRI... [2025-09-26T11:08:43.144844] [INFO ] [sig ] Generating forecast for: CRI [2025-09-26T11:08:43.144918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-09-26T11:08:43.155332] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRI'. [2025-09-26T11:08:43.155753] [INFO ] [FORECASTER] Starting predict_future for CRI [2025-09-26T11:08:43.181929] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:43.182825] [DEBUG] [LOCAL ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt [2025-09-26T11:08:43.182904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:43.182977] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:43.183042] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:43.183141] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:43.201140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:43.201801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:43.201907] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:43.201975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:43.234962] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:43.235120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:43.235165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:43.235198] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:43.238970] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: UP (p=95.27%) [2025-09-26T11:08:43.239283] [INFO ] [FORECASTER] Completed predict_future for CRI [2025-09-26T11:08:43.239437] [INFO ] [sig ] CRI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:43.389918] [INFO ] [LOCAL ] Saved forecast: CRI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CRI.txt [2025-09-26T11:08:43.390207] [INFO ] [sig ] [415/2043] Completed CRI in 0.2s | 3.75 sym/s | Total: 1.8m | ETA: 7.2m [2025-09-26T11:08:43.390283] [INFO ] [sig ] [416/2043] Forecasting CRK... [2025-09-26T11:08:43.390363] [INFO ] [sig ] Generating forecast for: CRK [2025-09-26T11:08:43.390435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-09-26T11:08:43.400699] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRK'. [2025-09-26T11:08:43.401123] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-09-26T11:08:43.428125] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:43.429039] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-09-26T11:08:43.429120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:43.429193] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:43.429262] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:43.429362] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:43.448881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:43.449864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:43.449983] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:43.450054] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:43.492070] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:43.492295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:43.492364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:43.492404] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:43.496721] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=15.15%) [2025-09-26T11:08:43.497149] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-09-26T11:08:43.497318] [INFO ] [sig ] CRK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:43.662480] [INFO ] [LOCAL ] Saved forecast: CRK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CRK.txt [2025-09-26T11:08:43.662803] [INFO ] [sig ] [416/2043] Completed CRK in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:43.662885] [INFO ] [sig ] [417/2043] Forecasting CRL... [2025-09-26T11:08:43.662956] [INFO ] [sig ] Generating forecast for: CRL [2025-09-26T11:08:43.663030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-09-26T11:08:43.673729] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRL'. [2025-09-26T11:08:43.674083] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-09-26T11:08:43.700222] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:43.701134] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-09-26T11:08:43.701217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:43.701291] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:43.701363] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:43.701463] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:43.720375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:43.721214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:43.721329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:43.721407] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:43.765447] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:43.765584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:43.765630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:43.765709] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:43.769169] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=63.22%) [2025-09-26T11:08:43.769476] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-09-26T11:08:43.769628] [INFO ] [sig ] CRL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:43.920531] [INFO ] [LOCAL ] Saved forecast: CRL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CRL.txt [2025-09-26T11:08:43.920925] [INFO ] [sig ] [417/2043] Completed CRL in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:43.921008] [INFO ] [sig ] [418/2043] Forecasting CRM... [2025-09-26T11:08:43.921079] [INFO ] [sig ] Generating forecast for: CRM [2025-09-26T11:08:43.921153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-09-26T11:08:43.931872] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRM'. [2025-09-26T11:08:43.932238] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-09-26T11:08:43.958048] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:43.958991] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-09-26T11:08:43.959071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:43.959144] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:43.959212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:43.959311] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:43.977152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:43.977840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:43.977950] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:43.978022] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:44.020465] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:44.020708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:44.020780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:44.020818] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:44.024697] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: UP (p=73.11%) [2025-09-26T11:08:44.025154] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-09-26T11:08:44.025332] [INFO ] [sig ] CRM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:44.169847] [INFO ] [LOCAL ] Saved forecast: CRM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CRM.txt [2025-09-26T11:08:44.170166] [INFO ] [sig ] [418/2043] Completed CRM in 0.2s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:44.170248] [INFO ] [sig ] [419/2043] Forecasting CRT... [2025-09-26T11:08:44.170299] [INFO ] [sig ] Generating forecast for: CRT [2025-09-26T11:08:44.170342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'. [2025-09-26T11:08:44.180401] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CRT'. [2025-09-26T11:08:44.180803] [INFO ] [FORECASTER] Starting predict_future for CRT [2025-09-26T11:08:44.206401] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:44.207361] [DEBUG] [LOCAL ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt [2025-09-26T11:08:44.207443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:44.207517] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:44.207589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:44.207714] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:44.226950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:44.227687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:44.227816] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:44.227886] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:44.268904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:44.269097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:44.269165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:44.269236] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:44.273880] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=10.81%) [2025-09-26T11:08:44.274195] [INFO ] [FORECASTER] Completed predict_future for CRT [2025-09-26T11:08:44.274355] [INFO ] [sig ] CRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:44.427833] [INFO ] [LOCAL ] Saved forecast: CRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CRT.txt [2025-09-26T11:08:44.428317] [INFO ] [sig ] [419/2043] Completed CRT in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:44.428401] [INFO ] [sig ] [420/2043] Forecasting CSAN... [2025-09-26T11:08:44.428476] [INFO ] [sig ] Generating forecast for: CSAN [2025-09-26T11:08:44.428551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-09-26T11:08:44.438702] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSAN'. [2025-09-26T11:08:44.439078] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-09-26T11:08:44.466431] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:44.467555] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-09-26T11:08:44.467668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:44.467753] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:44.467829] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:44.467951] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:44.487501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:44.488573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:44.488740] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:44.488814] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:44.530202] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:44.530401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:44.530451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:44.530488] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:44.534299] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=64.92%) [2025-09-26T11:08:44.534599] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-09-26T11:08:44.534795] [INFO ] [sig ] CSAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:44.685260] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CSAN.txt [2025-09-26T11:08:44.685554] [INFO ] [sig ] [420/2043] Completed CSAN in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:44.685632] [INFO ] [sig ] [421/2043] Forecasting CSR... [2025-09-26T11:08:44.685728] [INFO ] [sig ] Generating forecast for: CSR [2025-09-26T11:08:44.685800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-09-26T11:08:44.695629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSR'. [2025-09-26T11:08:44.696051] [INFO ] [FORECASTER] Starting predict_future for CSR [2025-09-26T11:08:44.722924] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:44.723807] [DEBUG] [LOCAL ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt [2025-09-26T11:08:44.723902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:44.723973] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:44.724043] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:44.724141] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:44.742408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:44.743072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:44.743181] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:44.743263] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:44.775828] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:44.776002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:44.776049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:44.776082] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:44.779972] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: UP (p=51.23%) [2025-09-26T11:08:44.780275] [INFO ] [FORECASTER] Completed predict_future for CSR [2025-09-26T11:08:44.780427] [INFO ] [sig ] CSR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:44.933591] [INFO ] [LOCAL ] Saved forecast: CSR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CSR.txt [2025-09-26T11:08:44.933907] [INFO ] [sig ] [421/2043] Completed CSR in 0.2s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:44.933985] [INFO ] [sig ] [422/2043] Forecasting CSTM... [2025-09-26T11:08:44.934054] [INFO ] [sig ] Generating forecast for: CSTM [2025-09-26T11:08:44.934123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-09-26T11:08:44.943783] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSTM'. [2025-09-26T11:08:44.944123] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-09-26T11:08:44.970596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:44.971552] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-09-26T11:08:44.971637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:44.971735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:44.971806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:44.971909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:44.990757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:44.991631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:44.991775] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:44.991848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:45.027459] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:45.027596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:45.027639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:45.027726] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:45.031078] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=6.15%) [2025-09-26T11:08:45.031369] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-09-26T11:08:45.031517] [INFO ] [sig ] CSTM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:45.187044] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CSTM.txt [2025-09-26T11:08:45.187344] [INFO ] [sig ] [422/2043] Completed CSTM in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:45.187423] [INFO ] [sig ] [423/2043] Forecasting CSV... [2025-09-26T11:08:45.187490] [INFO ] [sig ] Generating forecast for: CSV [2025-09-26T11:08:45.187545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'. [2025-09-26T11:08:45.197693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CSV'. [2025-09-26T11:08:45.198123] [INFO ] [FORECASTER] Starting predict_future for CSV [2025-09-26T11:08:45.223839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:45.224812] [DEBUG] [LOCAL ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt [2025-09-26T11:08:45.224909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:45.225001] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:45.225089] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:45.225220] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:45.243546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:45.244226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:45.244336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:45.244404] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:45.282267] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:45.282523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:45.282596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:45.282683] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:45.288220] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: DOWN (p=7.94%) [2025-09-26T11:08:45.288700] [INFO ] [FORECASTER] Completed predict_future for CSV [2025-09-26T11:08:45.288977] [INFO ] [sig ] CSV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:45.450901] [INFO ] [LOCAL ] Saved forecast: CSV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CSV.txt [2025-09-26T11:08:45.451200] [INFO ] [sig ] [423/2043] Completed CSV in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:45.451281] [INFO ] [sig ] [424/2043] Forecasting CTBB... [2025-09-26T11:08:45.451354] [INFO ] [sig ] Generating forecast for: CTBB [2025-09-26T11:08:45.451431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-09-26T11:08:45.462089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTBB'. [2025-09-26T11:08:45.462497] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-09-26T11:08:45.489694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:45.490666] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-09-26T11:08:45.490745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:45.490817] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:45.490885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:45.490984] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:45.508841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:45.509439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:45.509544] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:45.509612] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:45.540416] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:45.540546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:45.540592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:45.540630] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:45.544465] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=64.39%) [2025-09-26T11:08:45.544865] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-09-26T11:08:45.545029] [INFO ] [sig ] CTBB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:45.693982] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTBB.txt [2025-09-26T11:08:45.694270] [INFO ] [sig ] [424/2043] Completed CTBB in 0.2s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:45.694348] [INFO ] [sig ] [425/2043] Forecasting CTDD... [2025-09-26T11:08:45.694417] [INFO ] [sig ] Generating forecast for: CTDD [2025-09-26T11:08:45.694467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-09-26T11:08:45.704042] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTDD'. [2025-09-26T11:08:45.704410] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-09-26T11:08:45.730839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:45.731748] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-09-26T11:08:45.731827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:45.731899] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:45.731966] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:45.732061] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:45.749902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:45.750505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:45.750610] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:45.750699] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:45.780529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:45.780701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:45.780769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:45.780810] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:45.784862] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=37.10%) [2025-09-26T11:08:45.785184] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-09-26T11:08:45.785338] [INFO ] [sig ] CTDD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:45.935714] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CTDD.txt [2025-09-26T11:08:45.935976] [INFO ] [sig ] [425/2043] Completed CTDD in 0.2s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:45.936054] [INFO ] [sig ] [426/2043] Forecasting CTO... [2025-09-26T11:08:45.936134] [INFO ] [sig ] Generating forecast for: CTO [2025-09-26T11:08:45.936211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-09-26T11:08:45.946913] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTO'. [2025-09-26T11:08:45.947287] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-09-26T11:08:45.974026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:45.974909] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-09-26T11:08:45.974989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:45.975063] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:45.975133] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:45.975231] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:45.993752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:45.994350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:45.994471] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:45.994538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:46.025250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:46.025378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:46.025425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:46.025462] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:46.029633] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=65.55%) [2025-09-26T11:08:46.029978] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-09-26T11:08:46.030129] [INFO ] [sig ] CTO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:46.178856] [INFO ] [LOCAL ] Saved forecast: CTO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTO.txt [2025-09-26T11:08:46.179119] [INFO ] [sig ] [426/2043] Completed CTO in 0.2s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:46.179200] [INFO ] [sig ] [427/2043] Forecasting CTOS... [2025-09-26T11:08:46.179273] [INFO ] [sig ] Generating forecast for: CTOS [2025-09-26T11:08:46.179343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'. [2025-09-26T11:08:46.189509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTOS'. [2025-09-26T11:08:46.189915] [INFO ] [FORECASTER] Starting predict_future for CTOS [2025-09-26T11:08:46.215976] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:46.216839] [DEBUG] [LOCAL ] No optimal features file found for CTOS: ./output/feature-sets/CTOS.txt [2025-09-26T11:08:46.216920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:46.216993] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:46.217061] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:46.217158] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:46.235031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:46.235698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:46.235807] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:46.235878] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:46.279436] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:46.279560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:46.279606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:46.279667] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:46.283357] [DEBUG] [FORECASTER] CTOS: Forecast T+1@11:T+2@11: DOWN (p=0.66%) [2025-09-26T11:08:46.283702] [INFO ] [FORECASTER] Completed predict_future for CTOS [2025-09-26T11:08:46.283887] [INFO ] [sig ] CTOS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:46.436053] [INFO ] [LOCAL ] Saved forecast: CTOS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CTOS.txt [2025-09-26T11:08:46.436375] [INFO ] [sig ] [427/2043] Completed CTOS in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:46.436492] [INFO ] [sig ] [428/2043] Forecasting CTRA... [2025-09-26T11:08:46.436565] [INFO ] [sig ] Generating forecast for: CTRA [2025-09-26T11:08:46.436660] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-09-26T11:08:46.448058] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTRA'. [2025-09-26T11:08:46.448420] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-09-26T11:08:46.475403] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:46.476352] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-09-26T11:08:46.476462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:46.476541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:46.476624] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:46.476760] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:46.495682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:46.496610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:46.496771] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:46.496864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:46.541756] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:46.541912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:46.541958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:46.541994] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:46.545769] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-09-26T11:08:46.546081] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-09-26T11:08:46.546247] [INFO ] [sig ] CTRA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:46.700753] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTRA.txt [2025-09-26T11:08:46.701024] [INFO ] [sig ] [428/2043] Completed CTRA in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:46.701103] [INFO ] [sig ] [429/2043] Forecasting CTRE... [2025-09-26T11:08:46.701176] [INFO ] [sig ] Generating forecast for: CTRE [2025-09-26T11:08:46.701249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-09-26T11:08:46.711561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTRE'. [2025-09-26T11:08:46.711958] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-09-26T11:08:46.739234] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:46.740204] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-09-26T11:08:46.740296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:46.740426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:46.740506] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:46.740617] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:46.759235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:46.760061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:46.760176] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:46.760248] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:46.807241] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:46.807417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:46.807462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:46.807496] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:46.811311] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=96.89%) [2025-09-26T11:08:46.811844] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-09-26T11:08:46.812119] [INFO ] [sig ] CTRE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:46.963712] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTRE.txt [2025-09-26T11:08:46.964008] [INFO ] [sig ] [429/2043] Completed CTRE in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:46.964090] [INFO ] [sig ] [430/2043] Forecasting CTRI... [2025-09-26T11:08:46.964162] [INFO ] [sig ] Generating forecast for: CTRI [2025-09-26T11:08:46.964246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRI' from 'https://tdm.silogroup.org/data/derivative_storage/CTRI.csv'. [2025-09-26T11:08:46.974297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTRI'. [2025-09-26T11:08:46.974725] [INFO ] [FORECASTER] Starting predict_future for CTRI [2025-09-26T11:08:47.001363] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:47.002228] [DEBUG] [LOCAL ] No optimal features file found for CTRI: ./output/feature-sets/CTRI.txt [2025-09-26T11:08:47.002307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:47.002384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:47.002454] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:47.002553] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:47.020816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:47.021485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:47.021600] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:47.021700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:47.067198] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:47.067352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:47.067403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:47.067438] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:47.071089] [DEBUG] [FORECASTER] CTRI: Forecast T+1@11:T+2@11: UP (p=81.71%) [2025-09-26T11:08:47.071395] [INFO ] [FORECASTER] Completed predict_future for CTRI [2025-09-26T11:08:47.071549] [INFO ] [sig ] CTRI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:47.218559] [INFO ] [LOCAL ] Saved forecast: CTRI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTRI.txt [2025-09-26T11:08:47.218886] [INFO ] [sig ] [430/2043] Completed CTRI in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:47.218969] [INFO ] [sig ] [431/2043] Forecasting CTS... [2025-09-26T11:08:47.219039] [INFO ] [sig ] Generating forecast for: CTS [2025-09-26T11:08:47.219113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-09-26T11:08:47.230875] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTS'. [2025-09-26T11:08:47.231671] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-09-26T11:08:47.258306] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:47.259221] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-09-26T11:08:47.259302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:47.259375] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:47.259444] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:47.259546] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:47.277328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:47.278095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:47.278218] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:47.278292] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:47.321081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:47.321388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:47.321442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:47.321476] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:47.325859] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-09-26T11:08:47.326236] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-09-26T11:08:47.326406] [INFO ] [sig ] CTS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:47.477129] [INFO ] [LOCAL ] Saved forecast: CTS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTS.txt [2025-09-26T11:08:47.477516] [INFO ] [sig ] [431/2043] Completed CTS in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:47.477597] [INFO ] [sig ] [432/2043] Forecasting CTVA... [2025-09-26T11:08:47.477692] [INFO ] [sig ] Generating forecast for: CTVA [2025-09-26T11:08:47.477770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-09-26T11:08:47.490444] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CTVA'. [2025-09-26T11:08:47.490930] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-09-26T11:08:47.517546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:47.518391] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-09-26T11:08:47.518469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:47.518540] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:47.518607] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:47.518729] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:47.536340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:47.537015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:47.537126] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:47.537195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:47.563998] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:47.564117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:47.564160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:47.564193] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:47.567498] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-09-26T11:08:47.567837] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-09-26T11:08:47.567992] [INFO ] [sig ] CTVA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:47.712250] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CTVA.txt [2025-09-26T11:08:47.712638] [INFO ] [sig ] [432/2043] Completed CTVA in 0.2s | 3.75 sym/s | Total: 1.9m | ETA: 7.2m [2025-09-26T11:08:47.712741] [INFO ] [sig ] [433/2043] Forecasting CUK... [2025-09-26T11:08:47.712811] [INFO ] [sig ] Generating forecast for: CUK [2025-09-26T11:08:47.712885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-09-26T11:08:47.723368] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CUK'. [2025-09-26T11:08:47.723791] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-09-26T11:08:47.752134] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:47.753454] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-09-26T11:08:47.753540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:47.753620] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:47.753723] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:47.753824] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:47.771884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:47.772864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:47.772995] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:47.773094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:47.817882] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:47.818177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:47.818255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:47.818295] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:47.822512] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: UP (p=88.45%) [2025-09-26T11:08:47.822865] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-09-26T11:08:47.823037] [INFO ] [sig ] CUK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:47.970639] [INFO ] [LOCAL ] Saved forecast: CUK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CUK.txt [2025-09-26T11:08:47.971062] [INFO ] [sig ] [433/2043] Completed CUK in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:47.971144] [INFO ] [sig ] [434/2043] Forecasting CULP... [2025-09-26T11:08:47.971216] [INFO ] [sig ] Generating forecast for: CULP [2025-09-26T11:08:47.971295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-09-26T11:08:47.982835] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CULP'. [2025-09-26T11:08:47.983199] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-09-26T11:08:48.009713] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:48.010569] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-09-26T11:08:48.010675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:48.010754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:48.010823] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:48.010926] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:48.028954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:48.029583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:48.029729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:48.029801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:48.075399] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:48.075550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:48.075596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:48.075629] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:48.079285] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=76.32%) [2025-09-26T11:08:48.079584] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-09-26T11:08:48.079772] [INFO ] [sig ] CULP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:48.233496] [INFO ] [LOCAL ] Saved forecast: CULP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CULP.txt [2025-09-26T11:08:48.233866] [INFO ] [sig ] [434/2043] Completed CULP in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:48.233953] [INFO ] [sig ] [435/2043] Forecasting CURB... [2025-09-26T11:08:48.234026] [INFO ] [sig ] Generating forecast for: CURB [2025-09-26T11:08:48.234074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'. [2025-09-26T11:08:48.247077] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CURB'. [2025-09-26T11:08:48.247439] [INFO ] [FORECASTER] Starting predict_future for CURB [2025-09-26T11:08:48.274536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:48.275482] [DEBUG] [LOCAL ] No optimal features file found for CURB: ./output/feature-sets/CURB.txt [2025-09-26T11:08:48.275586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:48.275687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:48.275761] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:48.275863] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:48.294273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:48.294946] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:48.295065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:48.295138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:48.339048] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:48.339242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:48.339287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:48.339321] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:48.342983] [DEBUG] [FORECASTER] CURB: Forecast T+1@11:T+2@11: UP (p=64.82%) [2025-09-26T11:08:48.343287] [INFO ] [FORECASTER] Completed predict_future for CURB [2025-09-26T11:08:48.343453] [INFO ] [sig ] CURB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:48.492578] [INFO ] [LOCAL ] Saved forecast: CURB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CURB.txt [2025-09-26T11:08:48.493014] [INFO ] [sig ] [435/2043] Completed CURB in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:48.493102] [INFO ] [sig ] [436/2043] Forecasting CUZ... [2025-09-26T11:08:48.493177] [INFO ] [sig ] Generating forecast for: CUZ [2025-09-26T11:08:48.493258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-09-26T11:08:48.505852] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CUZ'. [2025-09-26T11:08:48.506253] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-09-26T11:08:48.532410] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:48.533307] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-09-26T11:08:48.533390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:48.533465] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:48.533536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:48.533672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:48.551393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:48.552035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:48.552151] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:48.552221] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:48.600052] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:48.600215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:48.600258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:48.600291] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:48.603899] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=30.05%) [2025-09-26T11:08:48.604201] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-09-26T11:08:48.604360] [INFO ] [sig ] CUZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:48.751153] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CUZ.txt [2025-09-26T11:08:48.751540] [INFO ] [sig ] [436/2043] Completed CUZ in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:48.751625] [INFO ] [sig ] [437/2043] Forecasting CVE... [2025-09-26T11:08:48.751725] [INFO ] [sig ] Generating forecast for: CVE [2025-09-26T11:08:48.751814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-09-26T11:08:48.764611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVE'. [2025-09-26T11:08:48.765104] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-09-26T11:08:48.791572] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:48.792441] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-09-26T11:08:48.792524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:48.792602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:48.792851] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:48.792959] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:48.811071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:48.811729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:48.811847] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:48.811921] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:48.858122] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:48.858251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:48.858297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:48.858330] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:48.861764] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=77.68%) [2025-09-26T11:08:48.862056] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-09-26T11:08:48.862210] [INFO ] [sig ] CVE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:49.013308] [INFO ] [LOCAL ] Saved forecast: CVE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CVE.txt [2025-09-26T11:08:49.013744] [INFO ] [sig ] [437/2043] Completed CVE in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:49.013831] [INFO ] [sig ] [438/2043] Forecasting CVI... [2025-09-26T11:08:49.013904] [INFO ] [sig ] Generating forecast for: CVI [2025-09-26T11:08:49.013981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-09-26T11:08:49.026334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVI'. [2025-09-26T11:08:49.026775] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-09-26T11:08:49.053387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:49.054251] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-09-26T11:08:49.054333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:49.054410] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:49.054484] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:49.054590] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:49.072683] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:49.073329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:49.073445] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:49.073520] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:49.122448] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:49.122632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:49.122717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:49.122768] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:49.126474] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=42.19%) [2025-09-26T11:08:49.126852] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-09-26T11:08:49.127075] [INFO ] [sig ] CVI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:49.290341] [INFO ] [LOCAL ] Saved forecast: CVI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CVI.txt [2025-09-26T11:08:49.290712] [INFO ] [sig ] [438/2043] Completed CVI in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:49.290796] [INFO ] [sig ] [439/2043] Forecasting CVLG... [2025-09-26T11:08:49.290868] [INFO ] [sig ] Generating forecast for: CVLG [2025-09-26T11:08:49.290945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'. [2025-09-26T11:08:49.302616] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVLG'. [2025-09-26T11:08:49.303003] [INFO ] [FORECASTER] Starting predict_future for CVLG [2025-09-26T11:08:49.330346] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:49.331221] [DEBUG] [LOCAL ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt [2025-09-26T11:08:49.331303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:49.331382] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:49.331455] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:49.331564] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:49.349977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:49.350764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:49.350888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:49.350961] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:49.398569] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:49.398853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:49.398911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:49.398947] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:49.403105] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: UP (p=96.08%) [2025-09-26T11:08:49.403433] [INFO ] [FORECASTER] Completed predict_future for CVLG [2025-09-26T11:08:49.403607] [INFO ] [sig ] CVLG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:49.549878] [INFO ] [LOCAL ] Saved forecast: CVLG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CVLG.txt [2025-09-26T11:08:49.550267] [INFO ] [sig ] [439/2043] Completed CVLG in 0.3s | 3.75 sym/s | Total: 1.9m | ETA: 7.1m [2025-09-26T11:08:49.550350] [INFO ] [sig ] [440/2043] Forecasting CVNA... [2025-09-26T11:08:49.550421] [INFO ] [sig ] Generating forecast for: CVNA [2025-09-26T11:08:49.550496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-09-26T11:08:49.562637] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVNA'. [2025-09-26T11:08:49.563126] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-09-26T11:08:49.589919] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:49.590836] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-09-26T11:08:49.590917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:49.590992] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:49.591062] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:49.591162] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:49.608861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:49.609493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:49.609614] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:49.609730] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:49.653770] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:49.653905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:49.653949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:49.653983] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:49.657580] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=20.83%) [2025-09-26T11:08:49.657923] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-09-26T11:08:49.658106] [INFO ] [sig ] CVNA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:49.804419] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CVNA.txt [2025-09-26T11:08:49.804862] [INFO ] [sig ] [440/2043] Completed CVNA in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:49.804949] [INFO ] [sig ] [441/2043] Forecasting CVS... [2025-09-26T11:08:49.805024] [INFO ] [sig ] Generating forecast for: CVS [2025-09-26T11:08:49.805102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-09-26T11:08:49.817388] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVS'. [2025-09-26T11:08:49.817922] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-09-26T11:08:49.844687] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:49.845583] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-09-26T11:08:49.845690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:49.845768] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:49.845839] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:49.845943] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:49.863825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:49.864580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:49.864724] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:49.864796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:49.910748] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:49.911001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:49.911051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:49.911085] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:49.915105] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=14.65%) [2025-09-26T11:08:49.915471] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-09-26T11:08:49.915675] [INFO ] [sig ] CVS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:50.066292] [INFO ] [LOCAL ] Saved forecast: CVS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CVS.txt [2025-09-26T11:08:50.066742] [INFO ] [sig ] [441/2043] Completed CVS in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:50.066855] [INFO ] [sig ] [442/2043] Forecasting CVX... [2025-09-26T11:08:50.066916] [INFO ] [sig ] Generating forecast for: CVX [2025-09-26T11:08:50.066986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-09-26T11:08:50.079757] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CVX'. [2025-09-26T11:08:50.080179] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-09-26T11:08:50.107067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:50.108048] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-09-26T11:08:50.108151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:50.108228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:50.108300] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:50.108407] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:50.126013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:50.126696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:50.126834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:50.126913] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:50.172441] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:50.172679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:50.172755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:50.172793] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:50.176535] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=98.94%) [2025-09-26T11:08:50.176981] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-09-26T11:08:50.177169] [INFO ] [sig ] CVX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:50.322927] [INFO ] [LOCAL ] Saved forecast: CVX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CVX.txt [2025-09-26T11:08:50.323337] [INFO ] [sig ] [442/2043] Completed CVX in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:50.323423] [INFO ] [sig ] [443/2043] Forecasting CW... [2025-09-26T11:08:50.323497] [INFO ] [sig ] Generating forecast for: CW [2025-09-26T11:08:50.323575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'. [2025-09-26T11:08:50.336007] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CW'. [2025-09-26T11:08:50.336410] [INFO ] [FORECASTER] Starting predict_future for CW [2025-09-26T11:08:50.362787] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:50.363616] [DEBUG] [LOCAL ] No optimal features file found for CW: ./output/feature-sets/CW.txt [2025-09-26T11:08:50.363724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:50.363801] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:50.363873] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:50.363981] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:50.381559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:50.382319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:50.382447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:50.382520] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:50.427250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:50.427552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:50.427605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:50.427665] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:50.432005] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-09-26T11:08:50.432376] [INFO ] [FORECASTER] Completed predict_future for CW [2025-09-26T11:08:50.432556] [INFO ] [sig ] CW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:50.588716] [INFO ] [LOCAL ] Saved forecast: CW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CW.txt [2025-09-26T11:08:50.589233] [INFO ] [sig ] [443/2043] Completed CW in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:50.589326] [INFO ] [sig ] [444/2043] Forecasting CWAN... [2025-09-26T11:08:50.589404] [INFO ] [sig ] Generating forecast for: CWAN [2025-09-26T11:08:50.589484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-09-26T11:08:50.602446] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWAN'. [2025-09-26T11:08:50.603165] [INFO ] [FORECASTER] Starting predict_future for CWAN [2025-09-26T11:08:50.632207] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:50.633429] [DEBUG] [LOCAL ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt [2025-09-26T11:08:50.633518] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:50.633597] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:50.633695] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:50.633802] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:50.652122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:50.652860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:50.652980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:50.653052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:50.700673] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:50.700943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:50.700995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:50.701029] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:50.705566] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=78.11%) [2025-09-26T11:08:50.705925] [INFO ] [FORECASTER] Completed predict_future for CWAN [2025-09-26T11:08:50.706105] [INFO ] [sig ] CWAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:50.868991] [INFO ] [LOCAL ] Saved forecast: CWAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CWAN.txt [2025-09-26T11:08:50.869384] [INFO ] [sig ] [444/2043] Completed CWAN in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:50.869462] [INFO ] [sig ] [445/2043] Forecasting CWH... [2025-09-26T11:08:50.869534] [INFO ] [sig ] Generating forecast for: CWH [2025-09-26T11:08:50.869605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-09-26T11:08:50.881103] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWH'. [2025-09-26T11:08:50.881530] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-09-26T11:08:50.907915] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:50.908754] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-09-26T11:08:50.908831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:50.908905] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:50.908972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:50.909069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:50.926519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:50.927255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:50.927372] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:50.927439] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:50.969907] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:50.970149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:50.970233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:50.970287] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:50.974997] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=7.71%) [2025-09-26T11:08:50.975326] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-09-26T11:08:50.975557] [INFO ] [sig ] CWH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:51.127266] [INFO ] [LOCAL ] Saved forecast: CWH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CWH.txt [2025-09-26T11:08:51.127621] [INFO ] [sig ] [445/2043] Completed CWH in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:51.127724] [INFO ] [sig ] [446/2043] Forecasting CWK... [2025-09-26T11:08:51.127795] [INFO ] [sig ] Generating forecast for: CWK [2025-09-26T11:08:51.127866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-09-26T11:08:51.139357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWK'. [2025-09-26T11:08:51.139738] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-09-26T11:08:51.165796] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:51.166665] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-09-26T11:08:51.166748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:51.166842] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:51.166914] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:51.167018] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:51.185360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:51.186038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:51.186155] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:51.186225] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:51.224604] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:51.224765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:51.224816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:51.224849] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:51.228186] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=8.02%) [2025-09-26T11:08:51.228473] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-09-26T11:08:51.228624] [INFO ] [sig ] CWK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:51.375254] [INFO ] [LOCAL ] Saved forecast: CWK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CWK.txt [2025-09-26T11:08:51.375563] [INFO ] [sig ] [446/2043] Completed CWK in 0.2s | 3.76 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:51.375666] [INFO ] [sig ] [447/2043] Forecasting CWT... [2025-09-26T11:08:51.375741] [INFO ] [sig ] Generating forecast for: CWT [2025-09-26T11:08:51.375813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-09-26T11:08:51.387195] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CWT'. [2025-09-26T11:08:51.387561] [INFO ] [FORECASTER] Starting predict_future for CWT [2025-09-26T11:08:51.413830] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:51.414627] [DEBUG] [LOCAL ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt [2025-09-26T11:08:51.414730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:51.414803] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:51.414871] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:51.414971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:51.432424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:51.433066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:51.433178] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:51.433247] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:51.475143] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:51.475331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:51.475385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:51.475421] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:51.479120] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: UP (p=89.32%) [2025-09-26T11:08:51.479428] [INFO ] [FORECASTER] Completed predict_future for CWT [2025-09-26T11:08:51.479588] [INFO ] [sig ] CWT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:51.625202] [INFO ] [LOCAL ] Saved forecast: CWT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CWT.txt [2025-09-26T11:08:51.625559] [INFO ] [sig ] [447/2043] Completed CWT in 0.2s | 3.76 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:51.625638] [INFO ] [sig ] [448/2043] Forecasting CX... [2025-09-26T11:08:51.625736] [INFO ] [sig ] Generating forecast for: CX [2025-09-26T11:08:51.625811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'. [2025-09-26T11:08:51.637499] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CX'. [2025-09-26T11:08:51.637919] [INFO ] [FORECASTER] Starting predict_future for CX [2025-09-26T11:08:51.664150] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:51.665063] [DEBUG] [LOCAL ] No optimal features file found for CX: ./output/feature-sets/CX.txt [2025-09-26T11:08:51.665143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:51.665216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:51.665285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:51.665385] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:51.683220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:51.683877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:51.683990] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:51.684061] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:51.723472] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:51.723681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:51.723756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:51.723794] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:51.728163] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: DOWN (p=20.34%) [2025-09-26T11:08:51.728632] [INFO ] [FORECASTER] Completed predict_future for CX [2025-09-26T11:08:51.728848] [INFO ] [sig ] CX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:51.891995] [INFO ] [LOCAL ] Saved forecast: CX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CX.txt [2025-09-26T11:08:51.892354] [INFO ] [sig ] [448/2043] Completed CX in 0.3s | 3.76 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:51.892438] [INFO ] [sig ] [449/2043] Forecasting CXE... [2025-09-26T11:08:51.892512] [INFO ] [sig ] Generating forecast for: CXE [2025-09-26T11:08:51.892592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-09-26T11:08:51.903540] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXE'. [2025-09-26T11:08:51.903939] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-09-26T11:08:51.932251] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:51.933247] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-09-26T11:08:51.933333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:51.933447] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:51.933522] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:51.933625] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:51.952355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:51.953101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:51.953213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:51.953291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:51.998803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:51.998924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:51.998979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:51.999021] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:52.002741] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=3.62%) [2025-09-26T11:08:52.003053] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-09-26T11:08:52.003243] [INFO ] [sig ] CXE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:52.158516] [INFO ] [LOCAL ] Saved forecast: CXE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CXE.txt [2025-09-26T11:08:52.158839] [INFO ] [sig ] [449/2043] Completed CXE in 0.3s | 3.76 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:52.158926] [INFO ] [sig ] [450/2043] Forecasting CXT... [2025-09-26T11:08:52.158997] [INFO ] [sig ] Generating forecast for: CXT [2025-09-26T11:08:52.159071] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'. [2025-09-26T11:08:52.169677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXT'. [2025-09-26T11:08:52.169997] [INFO ] [FORECASTER] Starting predict_future for CXT [2025-09-26T11:08:52.200126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:52.201027] [DEBUG] [LOCAL ] No optimal features file found for CXT: ./output/feature-sets/CXT.txt [2025-09-26T11:08:52.201112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:52.201188] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:52.201259] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:52.201362] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:52.221088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:52.221866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:52.221984] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:52.222058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:52.268031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:52.268140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:52.268183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:52.268216] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:52.271596] [DEBUG] [FORECASTER] CXT: Forecast T+1@11:T+2@11: DOWN (p=4.85%) [2025-09-26T11:08:52.271917] [INFO ] [FORECASTER] Completed predict_future for CXT [2025-09-26T11:08:52.272091] [INFO ] [sig ] CXT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:52.424618] [INFO ] [LOCAL ] Saved forecast: CXT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CXT.txt [2025-09-26T11:08:52.424962] [INFO ] [sig ] [450/2043] Completed CXT in 0.3s | 3.76 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:52.425039] [INFO ] [sig ] [451/2043] Forecasting CXW... [2025-09-26T11:08:52.425111] [INFO ] [sig ] Generating forecast for: CXW [2025-09-26T11:08:52.425188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-09-26T11:08:52.435849] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CXW'. [2025-09-26T11:08:52.436247] [INFO ] [FORECASTER] Starting predict_future for CXW [2025-09-26T11:08:52.464208] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:52.465289] [DEBUG] [LOCAL ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt [2025-09-26T11:08:52.465382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:52.465457] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:52.465528] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:52.465629] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:52.485515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:52.486154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:52.486271] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:52.486346] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:52.534636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:52.534796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:52.534848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:52.534883] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:52.538584] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: UP (p=82.85%) [2025-09-26T11:08:52.538917] [INFO ] [FORECASTER] Completed predict_future for CXW [2025-09-26T11:08:52.539122] [INFO ] [sig ] CXW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:52.697384] [INFO ] [LOCAL ] Saved forecast: CXW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/CXW.txt [2025-09-26T11:08:52.698942] [INFO ] [sig ] [451/2043] Completed CXW in 0.3s | 3.76 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:52.699077] [INFO ] [sig ] [452/2043] Forecasting CYD... [2025-09-26T11:08:52.699168] [INFO ] [sig ] Generating forecast for: CYD [2025-09-26T11:08:52.699256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-09-26T11:08:52.710296] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'CYD'. [2025-09-26T11:08:52.710630] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-09-26T11:08:52.737533] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:52.738452] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-09-26T11:08:52.738538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:52.738633] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:52.738792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:52.738935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:52.758448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:52.759176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:52.759300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:52.759398] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:52.816729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:52.816900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:52.816958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:52.816996] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:52.820952] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=18.63%) [2025-09-26T11:08:52.821325] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-09-26T11:08:52.821499] [INFO ] [sig ] CYD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:52.981853] [INFO ] [LOCAL ] Saved forecast: CYD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/CYD.txt [2025-09-26T11:08:52.982150] [INFO ] [sig ] [452/2043] Completed CYD in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:52.982232] [INFO ] [sig ] [453/2043] Forecasting DAC... [2025-09-26T11:08:52.982303] [INFO ] [sig ] Generating forecast for: DAC [2025-09-26T11:08:52.982380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'. [2025-09-26T11:08:52.993926] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAC'. [2025-09-26T11:08:52.994347] [INFO ] [FORECASTER] Starting predict_future for DAC [2025-09-26T11:08:53.021960] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:53.022946] [DEBUG] [LOCAL ] No optimal features file found for DAC: ./output/feature-sets/DAC.txt [2025-09-26T11:08:53.023029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:53.023108] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:53.023180] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:53.023285] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:53.041801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:53.042462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:53.042581] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:53.042681] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:53.088136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:53.088342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:53.088389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:53.088424] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:53.092283] [DEBUG] [FORECASTER] DAC: Forecast T+1@11:T+2@11: DOWN (p=21.03%) [2025-09-26T11:08:53.092589] [INFO ] [FORECASTER] Completed predict_future for DAC [2025-09-26T11:08:53.092805] [INFO ] [sig ] DAC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:53.252949] [INFO ] [LOCAL ] Saved forecast: DAC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DAC.txt [2025-09-26T11:08:53.253377] [INFO ] [sig ] [453/2043] Completed DAC in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:53.253473] [INFO ] [sig ] [454/2043] Forecasting DAL... [2025-09-26T11:08:53.253550] [INFO ] [sig ] Generating forecast for: DAL [2025-09-26T11:08:53.253629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-09-26T11:08:53.264987] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAL'. [2025-09-26T11:08:53.265364] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-09-26T11:08:53.298825] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:53.300268] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-09-26T11:08:53.300353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:53.300431] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:53.300504] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:53.300620] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:53.329774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:53.330798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:53.330921] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:53.330996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:53.393298] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:53.393540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:53.393596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:53.393631] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:53.398477] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=49.52%) [2025-09-26T11:08:53.398867] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-09-26T11:08:53.399055] [INFO ] [sig ] DAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:53.607443] [INFO ] [LOCAL ] Saved forecast: DAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DAL.txt [2025-09-26T11:08:53.607920] [INFO ] [sig ] [454/2043] Completed DAL in 0.4s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:53.608039] [INFO ] [sig ] [455/2043] Forecasting DAN... [2025-09-26T11:08:53.608134] [INFO ] [sig ] Generating forecast for: DAN [2025-09-26T11:08:53.608210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-09-26T11:08:53.620604] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAN'. [2025-09-26T11:08:53.621013] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-09-26T11:08:53.648665] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:53.649681] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-09-26T11:08:53.649766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:53.649844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:53.649965] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:53.650069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:53.669042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:53.669885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:53.670004] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:53.670077] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:53.715609] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:53.715846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:53.715906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:53.715980] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:53.719867] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=89.70%) [2025-09-26T11:08:53.720168] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-09-26T11:08:53.720321] [INFO ] [sig ] DAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:53.878022] [INFO ] [LOCAL ] Saved forecast: DAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DAN.txt [2025-09-26T11:08:53.878372] [INFO ] [sig ] [455/2043] Completed DAN in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:53.878457] [INFO ] [sig ] [456/2043] Forecasting DAO... [2025-09-26T11:08:53.878530] [INFO ] [sig ] Generating forecast for: DAO [2025-09-26T11:08:53.878605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-09-26T11:08:53.889199] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAO'. [2025-09-26T11:08:53.889743] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-09-26T11:08:53.917790] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:53.918710] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-09-26T11:08:53.918795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:53.918872] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:53.918961] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:53.919066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:53.938432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:53.939267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:53.939385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:53.939460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:53.986130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:53.986331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:53.986380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:53.986414] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:53.990339] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=26.87%) [2025-09-26T11:08:53.990683] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-09-26T11:08:53.990917] [INFO ] [sig ] DAO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:54.154179] [INFO ] [LOCAL ] Saved forecast: DAO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DAO.txt [2025-09-26T11:08:54.154492] [INFO ] [sig ] [456/2043] Completed DAO in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.1m [2025-09-26T11:08:54.154574] [INFO ] [sig ] [457/2043] Forecasting DAR... [2025-09-26T11:08:54.154670] [INFO ] [sig ] Generating forecast for: DAR [2025-09-26T11:08:54.154747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'. [2025-09-26T11:08:54.167492] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAR'. [2025-09-26T11:08:54.168012] [INFO ] [FORECASTER] Starting predict_future for DAR [2025-09-26T11:08:54.194577] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:54.195435] [DEBUG] [LOCAL ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt [2025-09-26T11:08:54.195515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:54.195590] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:54.195681] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:54.195784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:54.214378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:54.215071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:54.215185] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:54.215255] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:54.258834] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:54.259025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:54.259070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:54.259103] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:54.262964] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=68.91%) [2025-09-26T11:08:54.263271] [INFO ] [FORECASTER] Completed predict_future for DAR [2025-09-26T11:08:54.263425] [INFO ] [sig ] DAR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:54.412028] [INFO ] [LOCAL ] Saved forecast: DAR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DAR.txt [2025-09-26T11:08:54.412372] [INFO ] [sig ] [457/2043] Completed DAR in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.0m [2025-09-26T11:08:54.412452] [INFO ] [sig ] [458/2043] Forecasting DAVA... [2025-09-26T11:08:54.412522] [INFO ] [sig ] Generating forecast for: DAVA [2025-09-26T11:08:54.412592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-09-26T11:08:54.423523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAVA'. [2025-09-26T11:08:54.423950] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-09-26T11:08:54.450560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:54.451391] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-09-26T11:08:54.451470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:54.451545] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:54.451613] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:54.451736] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:54.469561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:54.470204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:54.470315] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:54.470383] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:54.509705] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:54.509867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:54.509911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:54.509945] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:54.513426] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=8.75%) [2025-09-26T11:08:54.513771] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-09-26T11:08:54.513932] [INFO ] [sig ] DAVA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:54.662380] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DAVA.txt [2025-09-26T11:08:54.663095] [INFO ] [sig ] [458/2043] Completed DAVA in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.0m [2025-09-26T11:08:54.663184] [INFO ] [sig ] [459/2043] Forecasting DAY... [2025-09-26T11:08:54.663262] [INFO ] [sig ] Generating forecast for: DAY [2025-09-26T11:08:54.663315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAY' from 'https://tdm.silogroup.org/data/derivative_storage/DAY.csv'. [2025-09-26T11:08:54.675399] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DAY'. [2025-09-26T11:08:54.675905] [INFO ] [FORECASTER] Starting predict_future for DAY [2025-09-26T11:08:54.703490] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:54.704502] [DEBUG] [LOCAL ] No optimal features file found for DAY: ./output/feature-sets/DAY.txt [2025-09-26T11:08:54.704590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:54.704733] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:54.704820] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:54.704925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:54.723957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:54.724815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:54.724933] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:54.725020] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:54.774472] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:54.774714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:54.774786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:54.774824] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:54.779087] [DEBUG] [FORECASTER] DAY: Forecast T+1@11:T+2@11: DOWN (p=34.55%) [2025-09-26T11:08:54.779456] [INFO ] [FORECASTER] Completed predict_future for DAY [2025-09-26T11:08:54.779631] [INFO ] [sig ] DAY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:54.930081] [INFO ] [LOCAL ] Saved forecast: DAY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DAY.txt [2025-09-26T11:08:54.930459] [INFO ] [sig ] [459/2043] Completed DAY in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.0m [2025-09-26T11:08:54.930544] [INFO ] [sig ] [460/2043] Forecasting DBI... [2025-09-26T11:08:54.930617] [INFO ] [sig ] Generating forecast for: DBI [2025-09-26T11:08:54.930718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-09-26T11:08:54.942688] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DBI'. [2025-09-26T11:08:54.943287] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-09-26T11:08:54.970804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:54.971770] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-09-26T11:08:54.971851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:54.971927] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:54.971997] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:54.972098] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:54.990572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:54.991426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:54.991560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:54.991627] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:55.032613] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:55.032929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:55.032988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:55.033022] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:55.037378] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=97.65%) [2025-09-26T11:08:55.037757] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-09-26T11:08:55.037959] [INFO ] [sig ] DBI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:55.200119] [INFO ] [LOCAL ] Saved forecast: DBI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DBI.txt [2025-09-26T11:08:55.200446] [INFO ] [sig ] [460/2043] Completed DBI in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.0m [2025-09-26T11:08:55.200524] [INFO ] [sig ] [461/2043] Forecasting DBL... [2025-09-26T11:08:55.200627] [INFO ] [sig ] Generating forecast for: DBL [2025-09-26T11:08:55.200731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-09-26T11:08:55.211999] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DBL'. [2025-09-26T11:08:55.212595] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-09-26T11:08:55.243770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:55.244594] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-09-26T11:08:55.244699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:55.244777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:55.244851] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:55.244955] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:55.265771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:55.266869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:55.266997] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:55.267071] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:55.313949] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:55.314235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:55.314317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:55.314356] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:55.319249] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=2.72%) [2025-09-26T11:08:55.319760] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-09-26T11:08:55.319973] [INFO ] [sig ] DBL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:55.486209] [INFO ] [LOCAL ] Saved forecast: DBL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DBL.txt [2025-09-26T11:08:55.486566] [INFO ] [sig ] [461/2043] Completed DBL in 0.3s | 3.75 sym/s | Total: 2.0m | ETA: 7.0m [2025-09-26T11:08:55.486682] [INFO ] [sig ] [462/2043] Forecasting DBRG... [2025-09-26T11:08:55.486759] [INFO ] [sig ] Generating forecast for: DBRG [2025-09-26T11:08:55.486858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-09-26T11:08:55.497995] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DBRG'. [2025-09-26T11:08:55.498546] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-09-26T11:08:55.527276] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:55.528285] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-09-26T11:08:55.528371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:55.528461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:55.528549] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:55.528687] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:55.548532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:55.549608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:55.549774] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:55.549851] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:55.594342] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:55.594452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:55.594494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:55.594528] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:55.597930] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=82.64%) [2025-09-26T11:08:55.598218] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-09-26T11:08:55.598377] [INFO ] [sig ] DBRG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:55.750413] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DBRG.txt [2025-09-26T11:08:55.750760] [INFO ] [sig ] [462/2043] Completed DBRG in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:55.750846] [INFO ] [sig ] [463/2043] Forecasting DCI... [2025-09-26T11:08:55.750927] [INFO ] [sig ] Generating forecast for: DCI [2025-09-26T11:08:55.751109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-09-26T11:08:55.761318] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DCI'. [2025-09-26T11:08:55.761682] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-09-26T11:08:55.788175] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:55.789098] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-09-26T11:08:55.789182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:55.789256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:55.789358] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:55.789525] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:55.808756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:55.809499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:55.809624] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:55.809718] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:55.855800] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:55.855955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:55.856000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:55.856034] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:55.859878] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=84.29%) [2025-09-26T11:08:55.860172] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-09-26T11:08:55.860332] [INFO ] [sig ] DCI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:56.017145] [INFO ] [LOCAL ] Saved forecast: DCI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DCI.txt [2025-09-26T11:08:56.017722] [INFO ] [sig ] [463/2043] Completed DCI in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:56.017815] [INFO ] [sig ] [464/2043] Forecasting DCO... [2025-09-26T11:08:56.017890] [INFO ] [sig ] Generating forecast for: DCO [2025-09-26T11:08:56.017965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-09-26T11:08:56.031258] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DCO'. [2025-09-26T11:08:56.031671] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-09-26T11:08:56.058848] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:56.059733] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-09-26T11:08:56.059827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:56.059919] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:56.060007] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:56.060128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:56.080164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:56.080928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:56.081047] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:56.081136] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:56.124681] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:56.124788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:56.124831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:56.124864] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:56.128232] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=98.45%) [2025-09-26T11:08:56.128580] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-09-26T11:08:56.128919] [INFO ] [sig ] DCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:56.289483] [INFO ] [LOCAL ] Saved forecast: DCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DCO.txt [2025-09-26T11:08:56.289792] [INFO ] [sig ] [464/2043] Completed DCO in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:56.289874] [INFO ] [sig ] [465/2043] Forecasting DD... [2025-09-26T11:08:56.289945] [INFO ] [sig ] Generating forecast for: DD [2025-09-26T11:08:56.290020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-09-26T11:08:56.301397] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DD'. [2025-09-26T11:08:56.301791] [INFO ] [FORECASTER] Starting predict_future for DD [2025-09-26T11:08:56.329087] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:56.329985] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-09-26T11:08:56.330064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:56.330135] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:56.330203] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:56.330302] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:56.349689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:56.350526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:56.350664] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:56.350738] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:56.397786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:56.397900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:56.397941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:56.397974] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:56.401370] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-09-26T11:08:56.401693] [INFO ] [FORECASTER] Completed predict_future for DD [2025-09-26T11:08:56.401868] [INFO ] [sig ] DD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:56.555958] [INFO ] [LOCAL ] Saved forecast: DD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DD.txt [2025-09-26T11:08:56.556253] [INFO ] [sig ] [465/2043] Completed DD in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:56.556337] [INFO ] [sig ] [466/2043] Forecasting DDL... [2025-09-26T11:08:56.556413] [INFO ] [sig ] Generating forecast for: DDL [2025-09-26T11:08:56.556487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-09-26T11:08:56.567939] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDL'. [2025-09-26T11:08:56.568282] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-09-26T11:08:56.595321] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:56.596221] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-09-26T11:08:56.596304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:56.596379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:56.596451] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:56.596569] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:56.617515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:56.618286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:56.618397] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:56.618488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:56.662689] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:56.662816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:56.662905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:56.662996] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:56.666418] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=15.08%) [2025-09-26T11:08:56.666762] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-09-26T11:08:56.666976] [INFO ] [sig ] DDL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:56.834550] [INFO ] [LOCAL ] Saved forecast: DDL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DDL.txt [2025-09-26T11:08:56.835345] [INFO ] [sig ] [466/2043] Completed DDL in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:56.835439] [INFO ] [sig ] [467/2043] Forecasting DDT... [2025-09-26T11:08:56.835538] [INFO ] [sig ] Generating forecast for: DDT [2025-09-26T11:08:56.835688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'. [2025-09-26T11:08:56.854787] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DDT'. [2025-09-26T11:08:56.855398] [INFO ] [FORECASTER] Starting predict_future for DDT [2025-09-26T11:08:56.890562] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:56.891487] [DEBUG] [LOCAL ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt [2025-09-26T11:08:56.891568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:56.891691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:56.891765] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:56.891895] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:56.910274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:56.911216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:56.911417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:56.911493] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:56.958136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:56.958474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:56.958547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:56.958609] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:56.962733] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: DOWN (p=1.67%) [2025-09-26T11:08:56.963130] [INFO ] [FORECASTER] Completed predict_future for DDT [2025-09-26T11:08:56.963304] [INFO ] [sig ] DDT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:57.127663] [INFO ] [LOCAL ] Saved forecast: DDT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DDT.txt [2025-09-26T11:08:57.127997] [INFO ] [sig ] [467/2043] Completed DDT in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:57.128079] [INFO ] [sig ] [468/2043] Forecasting DE... [2025-09-26T11:08:57.128149] [INFO ] [sig ] Generating forecast for: DE [2025-09-26T11:08:57.128222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-09-26T11:08:57.140200] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DE'. [2025-09-26T11:08:57.140625] [INFO ] [FORECASTER] Starting predict_future for DE [2025-09-26T11:08:57.166733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:57.167630] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-09-26T11:08:57.167729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:57.167802] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:57.167870] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:57.167969] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:57.186053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:57.186960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:57.187075] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:57.187146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:57.233452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:57.233673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:57.233750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:57.233803] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:57.237787] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: DOWN (p=43.17%) [2025-09-26T11:08:57.238095] [INFO ] [FORECASTER] Completed predict_future for DE [2025-09-26T11:08:57.238280] [INFO ] [sig ] DE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:57.390733] [INFO ] [LOCAL ] Saved forecast: DE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DE.txt [2025-09-26T11:08:57.391041] [INFO ] [sig ] [468/2043] Completed DE in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:57.391121] [INFO ] [sig ] [469/2043] Forecasting DEA... [2025-09-26T11:08:57.391196] [INFO ] [sig ] Generating forecast for: DEA [2025-09-26T11:08:57.391270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-09-26T11:08:57.403117] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEA'. [2025-09-26T11:08:57.403631] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-09-26T11:08:57.434157] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:57.435200] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-09-26T11:08:57.435293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:57.435370] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:57.435442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:57.435545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:57.455022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:57.456027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:57.456149] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:57.456223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:57.501187] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:57.501401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:57.501449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:57.501484] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:57.505158] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=66.68%) [2025-09-26T11:08:57.505472] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-09-26T11:08:57.505621] [INFO ] [sig ] DEA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:57.663631] [INFO ] [LOCAL ] Saved forecast: DEA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DEA.txt [2025-09-26T11:08:57.663969] [INFO ] [sig ] [469/2043] Completed DEA in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:57.664053] [INFO ] [sig ] [470/2043] Forecasting DEC... [2025-09-26T11:08:57.664126] [INFO ] [sig ] Generating forecast for: DEC [2025-09-26T11:08:57.664202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'. [2025-09-26T11:08:57.676235] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEC'. [2025-09-26T11:08:57.676628] [INFO ] [FORECASTER] Starting predict_future for DEC [2025-09-26T11:08:57.703031] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:57.703953] [DEBUG] [LOCAL ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt [2025-09-26T11:08:57.704032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:57.704105] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:57.704178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:57.704278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:57.722620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:57.723532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:57.723682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:57.723760] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:57.769223] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:57.769425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:57.769473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:57.769505] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:57.773203] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: DOWN (p=21.42%) [2025-09-26T11:08:57.773496] [INFO ] [FORECASTER] Completed predict_future for DEC [2025-09-26T11:08:57.773668] [INFO ] [sig ] DEC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:57.940271] [INFO ] [LOCAL ] Saved forecast: DEC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DEC.txt [2025-09-26T11:08:57.940691] [INFO ] [sig ] [470/2043] Completed DEC in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:57.940775] [INFO ] [sig ] [471/2043] Forecasting DECK... [2025-09-26T11:08:57.940847] [INFO ] [sig ] Generating forecast for: DECK [2025-09-26T11:08:57.940918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-09-26T11:08:57.955712] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DECK'. [2025-09-26T11:08:57.956246] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-09-26T11:08:57.983940] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:57.984917] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-09-26T11:08:57.985005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:57.985082] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:57.985161] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:57.985269] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:58.004429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:58.005299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:58.005420] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:58.005502] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:58.048030] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:58.048237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:58.048290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:58.048327] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:58.052218] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=13.14%) [2025-09-26T11:08:58.052532] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-09-26T11:08:58.052722] [INFO ] [sig ] DECK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:58.208100] [INFO ] [LOCAL ] Saved forecast: DECK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DECK.txt [2025-09-26T11:08:58.208429] [INFO ] [sig ] [471/2043] Completed DECK in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:58.208533] [INFO ] [sig ] [472/2043] Forecasting DEO... [2025-09-26T11:08:58.208612] [INFO ] [sig ] Generating forecast for: DEO [2025-09-26T11:08:58.208738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-09-26T11:08:58.221728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DEO'. [2025-09-26T11:08:58.222184] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-09-26T11:08:58.250147] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:58.251067] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-09-26T11:08:58.251149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:58.251226] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:58.251314] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:58.251432] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:58.271787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:58.272677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:58.272796] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:58.272882] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:58.319526] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:58.319811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:58.319889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:58.319937] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:58.324271] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=27.21%) [2025-09-26T11:08:58.324637] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-09-26T11:08:58.324854] [INFO ] [sig ] DEO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:58.491972] [INFO ] [LOCAL ] Saved forecast: DEO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DEO.txt [2025-09-26T11:08:58.492313] [INFO ] [sig ] [472/2043] Completed DEO in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:58.492421] [INFO ] [sig ] [473/2043] Forecasting DFH... [2025-09-26T11:08:58.492509] [INFO ] [sig ] Generating forecast for: DFH [2025-09-26T11:08:58.492608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-09-26T11:08:58.504057] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DFH'. [2025-09-26T11:08:58.504519] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-09-26T11:08:58.532137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:58.533137] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-09-26T11:08:58.533219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:58.533296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:58.533369] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:58.533469] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:58.552809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:58.553854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:58.553982] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:58.554054] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:58.601471] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:58.601722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:58.601820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:58.601882] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:58.606526] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=14.97%) [2025-09-26T11:08:58.607056] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-09-26T11:08:58.607249] [INFO ] [sig ] DFH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:58.764332] [INFO ] [LOCAL ] Saved forecast: DFH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DFH.txt [2025-09-26T11:08:58.764791] [INFO ] [sig ] [473/2043] Completed DFH in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:58.764888] [INFO ] [sig ] [474/2043] Forecasting DFIN... [2025-09-26T11:08:58.764975] [INFO ] [sig ] Generating forecast for: DFIN [2025-09-26T11:08:58.765067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-09-26T11:08:58.778622] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DFIN'. [2025-09-26T11:08:58.779186] [INFO ] [FORECASTER] Starting predict_future for DFIN [2025-09-26T11:08:58.807624] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:58.808565] [DEBUG] [LOCAL ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt [2025-09-26T11:08:58.808673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:58.808753] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:58.808828] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:58.808934] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:58.829726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:58.830496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:58.830625] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:58.830765] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:58.882040] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:58.882202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:58.882248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:58.882289] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:58.886071] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=11.80%) [2025-09-26T11:08:58.886472] [INFO ] [FORECASTER] Completed predict_future for DFIN [2025-09-26T11:08:58.886676] [INFO ] [sig ] DFIN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:59.047115] [INFO ] [LOCAL ] Saved forecast: DFIN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DFIN.txt [2025-09-26T11:08:59.047506] [INFO ] [sig ] [474/2043] Completed DFIN in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:59.047608] [INFO ] [sig ] [475/2043] Forecasting DFP... [2025-09-26T11:08:59.047715] [INFO ] [sig ] Generating forecast for: DFP [2025-09-26T11:08:59.047794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-09-26T11:08:59.059434] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DFP'. [2025-09-26T11:08:59.059923] [INFO ] [FORECASTER] Starting predict_future for DFP [2025-09-26T11:08:59.089413] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:59.090327] [DEBUG] [LOCAL ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt [2025-09-26T11:08:59.090412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:59.090490] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:59.090564] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:59.090719] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:59.111075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:59.111851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:59.111964] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:59.112038] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:59.157518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:59.157780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:59.157855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:59.157914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:59.162069] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=34.00%) [2025-09-26T11:08:59.162462] [INFO ] [FORECASTER] Completed predict_future for DFP [2025-09-26T11:08:59.162631] [INFO ] [sig ] DFP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:59.315936] [INFO ] [LOCAL ] Saved forecast: DFP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DFP.txt [2025-09-26T11:08:59.316383] [INFO ] [sig ] [475/2043] Completed DFP in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:59.316468] [INFO ] [sig ] [476/2043] Forecasting DG... [2025-09-26T11:08:59.316544] [INFO ] [sig ] Generating forecast for: DG [2025-09-26T11:08:59.316621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-09-26T11:08:59.329292] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DG'. [2025-09-26T11:08:59.329774] [INFO ] [FORECASTER] Starting predict_future for DG [2025-09-26T11:08:59.356882] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:59.357808] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-09-26T11:08:59.357895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:59.357971] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:59.358044] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:59.358149] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:59.376453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:59.377208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:59.377330] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:59.377403] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:59.427059] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:59.427354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:59.427411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:59.427448] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:59.431756] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=0.88%) [2025-09-26T11:08:59.432099] [INFO ] [FORECASTER] Completed predict_future for DG [2025-09-26T11:08:59.432276] [INFO ] [sig ] DG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:08:59.585478] [INFO ] [LOCAL ] Saved forecast: DG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DG.txt [2025-09-26T11:08:59.585936] [INFO ] [sig ] [476/2043] Completed DG in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:59.586026] [INFO ] [sig ] [477/2043] Forecasting DGX... [2025-09-26T11:08:59.586122] [INFO ] [sig ] Generating forecast for: DGX [2025-09-26T11:08:59.586216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-09-26T11:08:59.599879] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DGX'. [2025-09-26T11:08:59.600524] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-09-26T11:08:59.629026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:59.630015] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-09-26T11:08:59.630100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:59.630181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:59.630253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:59.630362] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:59.649032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:59.650034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:59.650176] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:59.650250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:59.700035] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:59.700321] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:59.700376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:59.700411] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:59.704939] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=74.10%) [2025-09-26T11:08:59.705261] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-09-26T11:08:59.705428] [INFO ] [sig ] DGX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:08:59.849917] [INFO ] [LOCAL ] Saved forecast: DGX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DGX.txt [2025-09-26T11:08:59.850267] [INFO ] [sig ] [477/2043] Completed DGX in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:08:59.850350] [INFO ] [sig ] [478/2043] Forecasting DHF... [2025-09-26T11:08:59.850424] [INFO ] [sig ] Generating forecast for: DHF [2025-09-26T11:08:59.850499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-09-26T11:08:59.862558] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHF'. [2025-09-26T11:08:59.862990] [INFO ] [FORECASTER] Starting predict_future for DHF [2025-09-26T11:08:59.889367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:08:59.890335] [DEBUG] [LOCAL ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt [2025-09-26T11:08:59.890418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:08:59.890493] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:08:59.890563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:08:59.890690] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:08:59.908370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:08:59.909060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:08:59.909177] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:08:59.909248] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:08:59.955597] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:08:59.955897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:08:59.955952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:08:59.955987] [INFO ] [FORECASTER] Training complete [2025-09-26T11:08:59.960118] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=55.37%) [2025-09-26T11:08:59.960445] [INFO ] [FORECASTER] Completed predict_future for DHF [2025-09-26T11:08:59.960608] [INFO ] [sig ] DHF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:00.126857] [INFO ] [LOCAL ] Saved forecast: DHF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DHF.txt [2025-09-26T11:09:00.127347] [INFO ] [sig ] [478/2043] Completed DHF in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:09:00.127433] [INFO ] [sig ] [479/2043] Forecasting DHX... [2025-09-26T11:09:00.127507] [INFO ] [sig ] Generating forecast for: DHX [2025-09-26T11:09:00.127583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-09-26T11:09:00.140531] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DHX'. [2025-09-26T11:09:00.141284] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-09-26T11:09:00.170437] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:00.171610] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-09-26T11:09:00.171768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:00.171858] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:00.171931] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:00.172036] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:00.191037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:00.192303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:00.192438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:00.192533] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:00.240364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:00.240632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:00.240727] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:00.240781] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:00.245092] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=2.21%) [2025-09-26T11:09:00.245465] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-09-26T11:09:00.245671] [INFO ] [sig ] DHX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:00.396167] [INFO ] [LOCAL ] Saved forecast: DHX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DHX.txt [2025-09-26T11:09:00.396550] [INFO ] [sig ] [479/2043] Completed DHX in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:09:00.396631] [INFO ] [sig ] [480/2043] Forecasting DIAX... [2025-09-26T11:09:00.396727] [INFO ] [sig ] Generating forecast for: DIAX [2025-09-26T11:09:00.396806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'. [2025-09-26T11:09:00.410025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DIAX'. [2025-09-26T11:09:00.410712] [INFO ] [FORECASTER] Starting predict_future for DIAX [2025-09-26T11:09:00.442767] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:00.444075] [DEBUG] [LOCAL ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt [2025-09-26T11:09:00.444159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:00.444237] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:00.444317] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:00.444461] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:00.465945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:00.467113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:00.467253] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:00.467335] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:00.516302] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:00.516528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:00.516578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:00.516614] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:00.520843] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: UP (p=82.72%) [2025-09-26T11:09:00.521162] [INFO ] [FORECASTER] Completed predict_future for DIAX [2025-09-26T11:09:00.521334] [INFO ] [sig ] DIAX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:00.676797] [INFO ] [LOCAL ] Saved forecast: DIAX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DIAX.txt [2025-09-26T11:09:00.677166] [INFO ] [sig ] [480/2043] Completed DIAX in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 7.0m [2025-09-26T11:09:00.677256] [INFO ] [sig ] [481/2043] Forecasting DIN... [2025-09-26T11:09:00.677328] [INFO ] [sig ] Generating forecast for: DIN [2025-09-26T11:09:00.677399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-09-26T11:09:00.690339] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DIN'. [2025-09-26T11:09:00.690924] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-09-26T11:09:00.718271] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:00.719267] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-09-26T11:09:00.719350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:00.719427] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:00.719571] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:00.719734] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:00.737462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:00.738305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:00.738427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:00.738511] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:00.784181] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:00.784447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:00.784499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:00.784535] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:00.788828] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=2.23%) [2025-09-26T11:09:00.789162] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-09-26T11:09:00.789332] [INFO ] [sig ] DIN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:00.941943] [INFO ] [LOCAL ] Saved forecast: DIN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DIN.txt [2025-09-26T11:09:00.942375] [INFO ] [sig ] [481/2043] Completed DIN in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 6.9m [2025-09-26T11:09:00.942483] [INFO ] [sig ] [482/2043] Forecasting DINO... [2025-09-26T11:09:00.942565] [INFO ] [sig ] Generating forecast for: DINO [2025-09-26T11:09:00.942664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-09-26T11:09:00.954278] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DINO'. [2025-09-26T11:09:00.954846] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-09-26T11:09:00.982227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:00.983299] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-09-26T11:09:00.983381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:00.983458] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:00.983540] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:00.983682] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:01.001909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:01.002904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:01.003028] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:01.003129] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:01.048977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:01.049254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:01.049308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:01.049398] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:01.053731] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=85.18%) [2025-09-26T11:09:01.054069] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-09-26T11:09:01.054241] [INFO ] [sig ] DINO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:01.212529] [INFO ] [LOCAL ] Saved forecast: DINO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DINO.txt [2025-09-26T11:09:01.213320] [INFO ] [sig ] [482/2043] Completed DINO in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 6.9m [2025-09-26T11:09:01.213407] [INFO ] [sig ] [483/2043] Forecasting DIS... [2025-09-26T11:09:01.213481] [INFO ] [sig ] Generating forecast for: DIS [2025-09-26T11:09:01.213558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-09-26T11:09:01.228193] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DIS'. [2025-09-26T11:09:01.228818] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-09-26T11:09:01.256528] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:01.257678] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-09-26T11:09:01.257771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:01.257850] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:01.258043] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:01.258154] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:01.275899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:01.276859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:01.276994] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:01.277081] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:01.325130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:01.325413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:01.325477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:01.325521] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:01.330110] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=53.37%) [2025-09-26T11:09:01.330495] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-09-26T11:09:01.330705] [INFO ] [sig ] DIS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:01.488836] [INFO ] [LOCAL ] Saved forecast: DIS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DIS.txt [2025-09-26T11:09:01.489327] [INFO ] [sig ] [483/2043] Completed DIS in 0.3s | 3.75 sym/s | Total: 2.1m | ETA: 6.9m [2025-09-26T11:09:01.489417] [INFO ] [sig ] [484/2043] Forecasting DKL... [2025-09-26T11:09:01.489613] [INFO ] [sig ] Generating forecast for: DKL [2025-09-26T11:09:01.489718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-09-26T11:09:01.503394] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DKL'. [2025-09-26T11:09:01.504166] [INFO ] [FORECASTER] Starting predict_future for DKL [2025-09-26T11:09:01.533727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:01.534927] [DEBUG] [LOCAL ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt [2025-09-26T11:09:01.535023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:01.535101] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:01.535172] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:01.535278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:01.554472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:01.555784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:01.555923] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:01.555997] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:01.608571] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:01.608893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:01.608952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:01.608986] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:01.613428] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: UP (p=87.33%) [2025-09-26T11:09:01.613839] [INFO ] [FORECASTER] Completed predict_future for DKL [2025-09-26T11:09:01.614030] [INFO ] [sig ] DKL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:01.805103] [INFO ] [LOCAL ] Saved forecast: DKL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DKL.txt [2025-09-26T11:09:01.805564] [INFO ] [sig ] [484/2043] Completed DKL in 0.3s | 3.75 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:01.805673] [INFO ] [sig ] [485/2043] Forecasting DLB... [2025-09-26T11:09:01.805749] [INFO ] [sig ] Generating forecast for: DLB [2025-09-26T11:09:01.805824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-09-26T11:09:01.819958] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLB'. [2025-09-26T11:09:01.820566] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-09-26T11:09:01.852853] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:01.853919] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-09-26T11:09:01.854003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:01.854081] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:01.854156] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:01.854262] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:01.873722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:01.874431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:01.874546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:01.874621] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:01.923710] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:01.923928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:01.923979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:01.924015] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:01.927994] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: DOWN (p=11.43%) [2025-09-26T11:09:01.928337] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-09-26T11:09:01.928517] [INFO ] [sig ] DLB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:02.087710] [INFO ] [LOCAL ] Saved forecast: DLB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DLB.txt [2025-09-26T11:09:02.088078] [INFO ] [sig ] [485/2043] Completed DLB in 0.3s | 3.75 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:02.088165] [INFO ] [sig ] [486/2043] Forecasting DLR... [2025-09-26T11:09:02.088239] [INFO ] [sig ] Generating forecast for: DLR [2025-09-26T11:09:02.088386] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'. [2025-09-26T11:09:02.101216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLR'. [2025-09-26T11:09:02.101823] [INFO ] [FORECASTER] Starting predict_future for DLR [2025-09-26T11:09:02.134802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:02.136528] [DEBUG] [LOCAL ] No optimal features file found for DLR: ./output/feature-sets/DLR.txt [2025-09-26T11:09:02.136733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:02.137073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:02.137167] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:02.137307] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:02.164856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:02.166432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:02.166679] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:02.166779] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:02.223112] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:02.223380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:02.223471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:02.223559] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:02.227962] [DEBUG] [FORECASTER] DLR: Forecast T+1@11:T+2@11: DOWN (p=17.16%) [2025-09-26T11:09:02.228323] [INFO ] [FORECASTER] Completed predict_future for DLR [2025-09-26T11:09:02.228494] [INFO ] [sig ] DLR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:02.391046] [INFO ] [LOCAL ] Saved forecast: DLR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DLR.txt [2025-09-26T11:09:02.391356] [INFO ] [sig ] [486/2043] Completed DLR in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:02.391439] [INFO ] [sig ] [487/2043] Forecasting DLX... [2025-09-26T11:09:02.391512] [INFO ] [sig ] Generating forecast for: DLX [2025-09-26T11:09:02.391586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-09-26T11:09:02.403967] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLX'. [2025-09-26T11:09:02.404403] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-09-26T11:09:02.431431] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:02.432289] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-09-26T11:09:02.432372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:02.432449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:02.432520] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:02.432622] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:02.451616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:02.452362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:02.452474] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:02.452549] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:02.497849] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:02.498048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:02.498096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:02.498131] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:02.502131] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=81.69%) [2025-09-26T11:09:02.502475] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-09-26T11:09:02.502634] [INFO ] [sig ] DLX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:02.669131] [INFO ] [LOCAL ] Saved forecast: DLX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DLX.txt [2025-09-26T11:09:02.669444] [INFO ] [sig ] [487/2043] Completed DLX in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:02.669537] [INFO ] [sig ] [488/2043] Forecasting DLY... [2025-09-26T11:09:02.669616] [INFO ] [sig ] Generating forecast for: DLY [2025-09-26T11:09:02.669713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-09-26T11:09:02.680505] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DLY'. [2025-09-26T11:09:02.680894] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-09-26T11:09:02.708576] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:02.709565] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-09-26T11:09:02.709668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:02.709745] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:02.709789] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:02.709882] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:02.728811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:02.729703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:02.729817] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:02.729887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:02.767364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:02.767555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:02.767601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:02.767635] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:02.771382] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=26.95%) [2025-09-26T11:09:02.771691] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-09-26T11:09:02.771897] [INFO ] [sig ] DLY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:02.938724] [INFO ] [LOCAL ] Saved forecast: DLY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DLY.txt [2025-09-26T11:09:02.939019] [INFO ] [sig ] [488/2043] Completed DLY in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:02.939099] [INFO ] [sig ] [489/2043] Forecasting DMA... [2025-09-26T11:09:02.939167] [INFO ] [sig ] Generating forecast for: DMA [2025-09-26T11:09:02.939214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'. [2025-09-26T11:09:02.949738] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DMA'. [2025-09-26T11:09:02.950164] [INFO ] [FORECASTER] Starting predict_future for DMA [2025-09-26T11:09:02.977916] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:02.978892] [DEBUG] [LOCAL ] No optimal features file found for DMA: ./output/feature-sets/DMA.txt [2025-09-26T11:09:02.978975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:02.979064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:02.979152] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:02.979267] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:02.999521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:03.000412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:03.000545] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:03.000634] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:03.039887] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:03.040076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:03.040126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:03.040161] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:03.044009] [DEBUG] [FORECASTER] DMA: Forecast T+1@11:T+2@11: DOWN (p=7.85%) [2025-09-26T11:09:03.044311] [INFO ] [FORECASTER] Completed predict_future for DMA [2025-09-26T11:09:03.044465] [INFO ] [sig ] DMA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:03.206231] [INFO ] [LOCAL ] Saved forecast: DMA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DMA.txt [2025-09-26T11:09:03.206541] [INFO ] [sig ] [489/2043] Completed DMA in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:03.206669] [INFO ] [sig ] [490/2043] Forecasting DMB... [2025-09-26T11:09:03.206744] [INFO ] [sig ] Generating forecast for: DMB [2025-09-26T11:09:03.206908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-09-26T11:09:03.217509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DMB'. [2025-09-26T11:09:03.218086] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-09-26T11:09:03.246994] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:03.248180] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-09-26T11:09:03.248287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:03.248379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:03.248465] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:03.248569] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:03.268277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:03.269285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:03.269417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:03.269494] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:03.307122] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:03.307313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:03.307362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:03.307399] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:03.311476] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-09-26T11:09:03.311868] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-09-26T11:09:03.312057] [INFO ] [sig ] DMB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:03.481273] [INFO ] [LOCAL ] Saved forecast: DMB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DMB.txt [2025-09-26T11:09:03.481624] [INFO ] [sig ] [490/2043] Completed DMB in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:03.481752] [INFO ] [sig ] [491/2043] Forecasting DMO... [2025-09-26T11:09:03.481844] [INFO ] [sig ] Generating forecast for: DMO [2025-09-26T11:09:03.481933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-09-26T11:09:03.492572] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DMO'. [2025-09-26T11:09:03.493002] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-09-26T11:09:03.521536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:03.522527] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-09-26T11:09:03.522611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:03.522716] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:03.522788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:03.522888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:03.543071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:03.543979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:03.544119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:03.544211] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:03.585983] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:03.586187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:03.586242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:03.586277] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:03.590282] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-09-26T11:09:03.590813] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-09-26T11:09:03.590997] [INFO ] [sig ] DMO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:03.753218] [INFO ] [LOCAL ] Saved forecast: DMO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DMO.txt [2025-09-26T11:09:03.753521] [INFO ] [sig ] [491/2043] Completed DMO in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:03.753604] [INFO ] [sig ] [492/2043] Forecasting DNA... [2025-09-26T11:09:03.753697] [INFO ] [sig ] Generating forecast for: DNA [2025-09-26T11:09:03.753772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-09-26T11:09:03.764280] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNA'. [2025-09-26T11:09:03.764707] [INFO ] [FORECASTER] Starting predict_future for DNA [2025-09-26T11:09:03.793309] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:03.794304] [DEBUG] [LOCAL ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt [2025-09-26T11:09:03.794390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:03.794466] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:03.794539] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:03.794670] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:03.814327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:03.815152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:03.815268] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:03.815339] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:03.859563] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:03.859806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:03.859869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:03.859905] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:03.863952] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-09-26T11:09:03.864249] [INFO ] [FORECASTER] Completed predict_future for DNA [2025-09-26T11:09:03.864405] [INFO ] [sig ] DNA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:04.016543] [INFO ] [LOCAL ] Saved forecast: DNA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DNA.txt [2025-09-26T11:09:04.017087] [INFO ] [sig ] [492/2043] Completed DNA in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:04.017176] [INFO ] [sig ] [493/2043] Forecasting DNOW... [2025-09-26T11:09:04.017262] [INFO ] [sig ] Generating forecast for: DNOW [2025-09-26T11:09:04.017353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-09-26T11:09:04.029314] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNOW'. [2025-09-26T11:09:04.029770] [INFO ] [FORECASTER] Starting predict_future for DNOW [2025-09-26T11:09:04.058257] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:04.059293] [DEBUG] [LOCAL ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt [2025-09-26T11:09:04.059395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:04.059486] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:04.059559] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:04.059713] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:04.079323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:04.080051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:04.080170] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:04.080257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:04.125606] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:04.125962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:04.126035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:04.126082] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:04.140122] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=29.44%) [2025-09-26T11:09:04.141478] [INFO ] [FORECASTER] Completed predict_future for DNOW [2025-09-26T11:09:04.141794] [INFO ] [sig ] DNOW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:04.315980] [INFO ] [LOCAL ] Saved forecast: DNOW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DNOW.txt [2025-09-26T11:09:04.316479] [INFO ] [sig ] [493/2043] Completed DNOW in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:04.316568] [INFO ] [sig ] [494/2043] Forecasting DNP... [2025-09-26T11:09:04.316679] [INFO ] [sig ] Generating forecast for: DNP [2025-09-26T11:09:04.316771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-09-26T11:09:04.331613] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DNP'. [2025-09-26T11:09:04.332542] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-09-26T11:09:04.366676] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:04.367829] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-09-26T11:09:04.367917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:04.367993] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:04.368066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:04.368180] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:04.389409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:04.390593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:04.390769] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:04.390844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:04.434098] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:04.434392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:04.434450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:04.434487] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:04.438888] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=95.60%) [2025-09-26T11:09:04.439276] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-09-26T11:09:04.439450] [INFO ] [sig ] DNP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:04.591958] [INFO ] [LOCAL ] Saved forecast: DNP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DNP.txt [2025-09-26T11:09:04.592508] [INFO ] [sig ] [494/2043] Completed DNP in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:04.592601] [INFO ] [sig ] [495/2043] Forecasting DOC... [2025-09-26T11:09:04.592718] [INFO ] [sig ] Generating forecast for: DOC [2025-09-26T11:09:04.592820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'. [2025-09-26T11:09:04.605000] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOC'. [2025-09-26T11:09:04.605480] [INFO ] [FORECASTER] Starting predict_future for DOC [2025-09-26T11:09:04.633422] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:04.634461] [DEBUG] [LOCAL ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt [2025-09-26T11:09:04.634545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:04.634621] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:04.634717] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:04.634817] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:04.653282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:04.654128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:04.654265] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:04.654334] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:04.698969] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:04.699256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:04.699311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:04.699345] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:04.704124] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: DOWN (p=12.60%) [2025-09-26T11:09:04.704511] [INFO ] [FORECASTER] Completed predict_future for DOC [2025-09-26T11:09:04.704747] [INFO ] [sig ] DOC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:04.854338] [INFO ] [LOCAL ] Saved forecast: DOC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DOC.txt [2025-09-26T11:09:04.854804] [INFO ] [sig ] [495/2043] Completed DOC in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:04.854893] [INFO ] [sig ] [496/2043] Forecasting DOCN... [2025-09-26T11:09:04.854968] [INFO ] [sig ] Generating forecast for: DOCN [2025-09-26T11:09:04.855050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-09-26T11:09:04.871408] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOCN'. [2025-09-26T11:09:04.872064] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-09-26T11:09:04.901551] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:04.902555] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-09-26T11:09:04.902673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:04.902754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:04.902827] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:04.902935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:04.921102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:04.921893] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:04.922026] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:04.922100] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:04.965836] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:04.966045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:04.966101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:04.966138] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:04.970048] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-09-26T11:09:04.970397] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-09-26T11:09:04.970563] [INFO ] [sig ] DOCN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:05.119408] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DOCN.txt [2025-09-26T11:09:05.119924] [INFO ] [sig ] [496/2043] Completed DOCN in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:05.120015] [INFO ] [sig ] [497/2043] Forecasting DOCS... [2025-09-26T11:09:05.120088] [INFO ] [sig ] Generating forecast for: DOCS [2025-09-26T11:09:05.120165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-09-26T11:09:05.133102] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOCS'. [2025-09-26T11:09:05.133559] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-09-26T11:09:05.161166] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:05.162145] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-09-26T11:09:05.162231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:05.162307] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:05.162378] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:05.162483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:05.181148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:05.182054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:05.182191] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:05.182272] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:05.231124] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:05.231393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:05.231447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:05.231482] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:05.236028] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=77.10%) [2025-09-26T11:09:05.236383] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-09-26T11:09:05.236560] [INFO ] [sig ] DOCS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:05.386106] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DOCS.txt [2025-09-26T11:09:05.386588] [INFO ] [sig ] [497/2043] Completed DOCS in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:05.386696] [INFO ] [sig ] [498/2043] Forecasting DOLE... [2025-09-26T11:09:05.386753] [INFO ] [sig ] Generating forecast for: DOLE [2025-09-26T11:09:05.386848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-09-26T11:09:05.398480] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOLE'. [2025-09-26T11:09:05.399046] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-09-26T11:09:05.425241] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:05.426111] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-09-26T11:09:05.426190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:05.426265] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:05.426334] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:05.426434] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:05.444211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:05.444879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:05.445013] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:05.445082] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:05.486953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:05.487174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:05.487221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:05.487254] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:05.491224] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=48.43%) [2025-09-26T11:09:05.491536] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-09-26T11:09:05.491723] [INFO ] [sig ] DOLE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:05.642925] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DOLE.txt [2025-09-26T11:09:05.643424] [INFO ] [sig ] [498/2043] Completed DOLE in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:05.643510] [INFO ] [sig ] [499/2043] Forecasting DOUG... [2025-09-26T11:09:05.643583] [INFO ] [sig ] Generating forecast for: DOUG [2025-09-26T11:09:05.643691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-09-26T11:09:05.660411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOUG'. [2025-09-26T11:09:05.661021] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-09-26T11:09:05.688918] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:05.689870] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-09-26T11:09:05.689949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:05.690020] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:05.690085] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:05.690185] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:05.707922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:05.708771] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:05.708915] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:05.708987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:05.754164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:05.754446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:05.754500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:05.754534] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:05.759100] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=89.74%) [2025-09-26T11:09:05.759430] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-09-26T11:09:05.759622] [INFO ] [sig ] DOUG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:05.906511] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DOUG.txt [2025-09-26T11:09:05.906956] [INFO ] [sig ] [499/2043] Completed DOUG in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:05.907048] [INFO ] [sig ] [500/2043] Forecasting DOV... [2025-09-26T11:09:05.907129] [INFO ] [sig ] Generating forecast for: DOV [2025-09-26T11:09:05.907217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'. [2025-09-26T11:09:05.919036] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOV'. [2025-09-26T11:09:05.919482] [INFO ] [FORECASTER] Starting predict_future for DOV [2025-09-26T11:09:05.946268] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:05.947260] [DEBUG] [LOCAL ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt [2025-09-26T11:09:05.947360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:05.947433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:05.947501] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:05.947598] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:05.965406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:05.966121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:05.966237] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:05.966306] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:06.012518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:06.012927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:06.012996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:06.013036] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:06.017404] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-09-26T11:09:06.017797] [INFO ] [FORECASTER] Completed predict_future for DOV [2025-09-26T11:09:06.017977] [INFO ] [sig ] DOV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:06.164521] [INFO ] [LOCAL ] Saved forecast: DOV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DOV.txt [2025-09-26T11:09:06.164933] [INFO ] [sig ] [500/2043] Completed DOV in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:06.165013] [INFO ] [sig ] [501/2043] Forecasting DOW... [2025-09-26T11:09:06.165084] [INFO ] [sig ] Generating forecast for: DOW [2025-09-26T11:09:06.165157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'. [2025-09-26T11:09:06.176553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DOW'. [2025-09-26T11:09:06.176960] [INFO ] [FORECASTER] Starting predict_future for DOW [2025-09-26T11:09:06.203210] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:06.204065] [DEBUG] [LOCAL ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt [2025-09-26T11:09:06.204146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:06.204220] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:06.204291] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:06.204392] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:06.222060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:06.222703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:06.222819] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:06.222888] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:06.267136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:06.267328] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:06.267374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:06.267408] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:06.271137] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: UP (p=55.70%) [2025-09-26T11:09:06.271439] [INFO ] [FORECASTER] Completed predict_future for DOW [2025-09-26T11:09:06.271591] [INFO ] [sig ] DOW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:06.415913] [INFO ] [LOCAL ] Saved forecast: DOW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DOW.txt [2025-09-26T11:09:06.416272] [INFO ] [sig ] [501/2043] Completed DOW in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:06.416352] [INFO ] [sig ] [502/2043] Forecasting DQ... [2025-09-26T11:09:06.416423] [INFO ] [sig ] Generating forecast for: DQ [2025-09-26T11:09:06.416503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-09-26T11:09:06.428242] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DQ'. [2025-09-26T11:09:06.428688] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-09-26T11:09:06.454922] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:06.455785] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-09-26T11:09:06.455863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:06.455970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:06.456043] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:06.456142] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:06.473936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:06.474580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:06.474734] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:06.474808] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:06.521039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:06.521223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:06.521270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:06.521304] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:06.525170] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: DOWN (p=31.72%) [2025-09-26T11:09:06.525478] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-09-26T11:09:06.525635] [INFO ] [sig ] DQ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:06.672941] [INFO ] [LOCAL ] Saved forecast: DQ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DQ.txt [2025-09-26T11:09:06.673346] [INFO ] [sig ] [502/2043] Completed DQ in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:06.673436] [INFO ] [sig ] [503/2043] Forecasting DRH... [2025-09-26T11:09:06.673506] [INFO ] [sig ] Generating forecast for: DRH [2025-09-26T11:09:06.673577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-09-26T11:09:06.685472] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DRH'. [2025-09-26T11:09:06.685928] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-09-26T11:09:06.714540] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:06.715517] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-09-26T11:09:06.715602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:06.715713] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:06.715803] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:06.715906] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:06.734031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:06.734761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:06.734879] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:06.734964] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:06.780125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:06.780391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:06.780448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:06.780484] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:06.785071] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=24.51%) [2025-09-26T11:09:06.785451] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-09-26T11:09:06.785640] [INFO ] [sig ] DRH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:06.947114] [INFO ] [LOCAL ] Saved forecast: DRH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DRH.txt [2025-09-26T11:09:06.947533] [INFO ] [sig ] [503/2043] Completed DRH in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:06.947621] [INFO ] [sig ] [504/2043] Forecasting DRI... [2025-09-26T11:09:06.947794] [INFO ] [sig ] Generating forecast for: DRI [2025-09-26T11:09:06.947906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-09-26T11:09:06.960517] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DRI'. [2025-09-26T11:09:06.961160] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-09-26T11:09:06.988481] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:06.989390] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-09-26T11:09:06.989484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:06.989585] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:06.989698] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:06.989813] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:07.008802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:07.010091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:07.010239] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:07.010314] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:07.065770] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:07.066087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:07.066158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:07.066218] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:07.071302] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=24.25%) [2025-09-26T11:09:07.071632] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-09-26T11:09:07.071838] [INFO ] [sig ] DRI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:07.227791] [INFO ] [LOCAL ] Saved forecast: DRI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DRI.txt [2025-09-26T11:09:07.228218] [INFO ] [sig ] [504/2043] Completed DRI in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.9m [2025-09-26T11:09:07.228318] [INFO ] [sig ] [505/2043] Forecasting DRLL... [2025-09-26T11:09:07.228408] [INFO ] [sig ] Generating forecast for: DRLL [2025-09-26T11:09:07.228515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-09-26T11:09:07.239955] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DRLL'. [2025-09-26T11:09:07.240427] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-09-26T11:09:07.267556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:07.268475] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-09-26T11:09:07.268557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:07.268632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:07.268728] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:07.268829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:07.287565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:07.288786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:07.288926] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:07.289049] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:07.339433] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:07.339680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:07.339756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:07.339832] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:07.344004] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=22.46%) [2025-09-26T11:09:07.344376] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-09-26T11:09:07.344561] [INFO ] [sig ] DRLL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:07.505876] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DRLL.txt [2025-09-26T11:09:07.506184] [INFO ] [sig ] [505/2043] Completed DRLL in 0.3s | 3.74 sym/s | Total: 2.2m | ETA: 6.8m [2025-09-26T11:09:07.506268] [INFO ] [sig ] [506/2043] Forecasting DSL... [2025-09-26T11:09:07.506341] [INFO ] [sig ] Generating forecast for: DSL [2025-09-26T11:09:07.506417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-09-26T11:09:07.522891] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSL'. [2025-09-26T11:09:07.523603] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-09-26T11:09:07.552042] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:07.553081] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-09-26T11:09:07.553181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:07.553277] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:07.553352] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:07.553460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:07.573493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:07.574424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:07.574563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:07.574639] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:07.622383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:07.622553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:07.622600] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:07.622635] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:07.626379] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=27.34%) [2025-09-26T11:09:07.626723] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-09-26T11:09:07.626948] [INFO ] [sig ] DSL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:07.787863] [INFO ] [LOCAL ] Saved forecast: DSL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DSL.txt [2025-09-26T11:09:07.788421] [INFO ] [sig ] [506/2043] Completed DSL in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:07.788549] [INFO ] [sig ] [507/2043] Forecasting DSMC... [2025-09-26T11:09:07.788668] [INFO ] [sig ] Generating forecast for: DSMC [2025-09-26T11:09:07.788763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'. [2025-09-26T11:09:07.801877] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSMC'. [2025-09-26T11:09:07.802380] [INFO ] [FORECASTER] Starting predict_future for DSMC [2025-09-26T11:09:07.831754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:07.832813] [DEBUG] [LOCAL ] No optimal features file found for DSMC: ./output/feature-sets/DSMC.txt [2025-09-26T11:09:07.832921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:07.833000] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:07.833074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:07.833181] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:07.852372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:07.853297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:07.853421] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:07.853495] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:07.900335] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:07.900667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:07.900757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:07.900797] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:07.905451] [DEBUG] [FORECASTER] DSMC: Forecast T+1@11:T+2@11: DOWN (p=7.77%) [2025-09-26T11:09:07.905888] [INFO ] [FORECASTER] Completed predict_future for DSMC [2025-09-26T11:09:07.906097] [INFO ] [sig ] DSMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:08.072705] [INFO ] [LOCAL ] Saved forecast: DSMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DSMC.txt [2025-09-26T11:09:08.073141] [INFO ] [sig ] [507/2043] Completed DSMC in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:08.073227] [INFO ] [sig ] [508/2043] Forecasting DSU... [2025-09-26T11:09:08.073300] [INFO ] [sig ] Generating forecast for: DSU [2025-09-26T11:09:08.073376] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'. [2025-09-26T11:09:08.085874] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSU'. [2025-09-26T11:09:08.086356] [INFO ] [FORECASTER] Starting predict_future for DSU [2025-09-26T11:09:08.114794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:08.116076] [DEBUG] [LOCAL ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt [2025-09-26T11:09:08.116171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:08.116249] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:08.116321] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:08.116425] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:08.136394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:08.137530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:08.137706] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:08.137800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:08.190966] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:08.191290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:08.191360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:08.191399] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:08.196305] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=55.05%) [2025-09-26T11:09:08.196669] [INFO ] [FORECASTER] Completed predict_future for DSU [2025-09-26T11:09:08.196942] [INFO ] [sig ] DSU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:08.347827] [INFO ] [LOCAL ] Saved forecast: DSU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DSU.txt [2025-09-26T11:09:08.348255] [INFO ] [sig ] [508/2043] Completed DSU in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:08.348341] [INFO ] [sig ] [509/2043] Forecasting DSX... [2025-09-26T11:09:08.348414] [INFO ] [sig ] Generating forecast for: DSX [2025-09-26T11:09:08.348501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-09-26T11:09:08.360540] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DSX'. [2025-09-26T11:09:08.361003] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-09-26T11:09:08.387617] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:08.388592] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-09-26T11:09:08.388698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:08.388773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:08.388844] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:08.388947] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:08.406540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:08.407265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:08.407384] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:08.407455] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:08.451337] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:08.451536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:08.451583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:08.451617] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:08.455427] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: DOWN (p=20.79%) [2025-09-26T11:09:08.455790] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-09-26T11:09:08.455957] [INFO ] [sig ] DSX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:08.600954] [INFO ] [LOCAL ] Saved forecast: DSX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DSX.txt [2025-09-26T11:09:08.601406] [INFO ] [sig ] [509/2043] Completed DSX in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:08.601496] [INFO ] [sig ] [510/2043] Forecasting DT... [2025-09-26T11:09:08.601584] [INFO ] [sig ] Generating forecast for: DT [2025-09-26T11:09:08.601698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'. [2025-09-26T11:09:08.612986] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DT'. [2025-09-26T11:09:08.613388] [INFO ] [FORECASTER] Starting predict_future for DT [2025-09-26T11:09:08.639725] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:08.640586] [DEBUG] [LOCAL ] No optimal features file found for DT: ./output/feature-sets/DT.txt [2025-09-26T11:09:08.640691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:08.640766] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:08.640836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:08.640938] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:08.658637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:08.659480] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:08.659600] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:08.659690] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:08.699315] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:08.699467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:08.699511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:08.699545] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:08.703041] [DEBUG] [FORECASTER] DT: Forecast T+1@11:T+2@11: UP (p=78.78%) [2025-09-26T11:09:08.703341] [INFO ] [FORECASTER] Completed predict_future for DT [2025-09-26T11:09:08.703516] [INFO ] [sig ] DT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:08.856372] [INFO ] [LOCAL ] Saved forecast: DT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DT.txt [2025-09-26T11:09:08.856877] [INFO ] [sig ] [510/2043] Completed DT in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:08.856969] [INFO ] [sig ] [511/2043] Forecasting DTB... [2025-09-26T11:09:08.857042] [INFO ] [sig ] Generating forecast for: DTB [2025-09-26T11:09:08.857121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-09-26T11:09:08.869692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DTB'. [2025-09-26T11:09:08.870261] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-09-26T11:09:08.899021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:08.900203] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-09-26T11:09:08.900289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:08.900384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:08.900474] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:08.900607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:08.922358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:08.923267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:08.923394] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:08.923482] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:08.969778] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:08.970025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:08.970090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:08.970126] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:08.974363] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-09-26T11:09:08.974736] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-09-26T11:09:08.974924] [INFO ] [sig ] DTB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:09.133868] [INFO ] [LOCAL ] Saved forecast: DTB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DTB.txt [2025-09-26T11:09:09.134208] [INFO ] [sig ] [511/2043] Completed DTB in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:09.134308] [INFO ] [sig ] [512/2043] Forecasting DTG... [2025-09-26T11:09:09.134474] [INFO ] [sig ] Generating forecast for: DTG [2025-09-26T11:09:09.134550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-09-26T11:09:09.145432] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DTG'. [2025-09-26T11:09:09.145969] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-09-26T11:09:09.179137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:09.180190] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-09-26T11:09:09.180273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:09.180350] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:09.180438] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:09.180577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:09.200346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:09.201350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:09.201513] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:09.201608] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:09.246186] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:09.246397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:09.246448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:09.246484] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:09.250672] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-09-26T11:09:09.251024] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-09-26T11:09:09.251217] [INFO ] [sig ] DTG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:09.409526] [INFO ] [LOCAL ] Saved forecast: DTG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DTG.txt [2025-09-26T11:09:09.409926] [INFO ] [sig ] [512/2043] Completed DTG in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:09.410015] [INFO ] [sig ] [513/2043] Forecasting DTM... [2025-09-26T11:09:09.410089] [INFO ] [sig ] Generating forecast for: DTM [2025-09-26T11:09:09.410165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-09-26T11:09:09.422687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DTM'. [2025-09-26T11:09:09.423046] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-09-26T11:09:09.449974] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:09.450967] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-09-26T11:09:09.451052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:09.451145] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:09.451235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:09.451354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:09.469691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:09.470442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:09.470559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:09.470673] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:09.520844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:09.521056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:09.521105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:09.521142] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:09.525049] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=74.14%) [2025-09-26T11:09:09.525382] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-09-26T11:09:09.525552] [INFO ] [sig ] DTM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:09.675794] [INFO ] [LOCAL ] Saved forecast: DTM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DTM.txt [2025-09-26T11:09:09.676138] [INFO ] [sig ] [513/2043] Completed DTM in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:09.676225] [INFO ] [sig ] [514/2043] Forecasting DTW... [2025-09-26T11:09:09.676301] [INFO ] [sig ] Generating forecast for: DTW [2025-09-26T11:09:09.676379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'. [2025-09-26T11:09:09.688818] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'DTW'. [2025-09-26T11:09:09.689284] [INFO ] [FORECASTER] Starting predict_future for DTW [2025-09-26T11:09:09.716145] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:09.717035] [DEBUG] [LOCAL ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt [2025-09-26T11:09:09.717118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:09.717210] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:09.717280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:09.717380] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:09.736209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:09.736950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:09.737074] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:09.737146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:09.776713] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:09.776996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:09.777056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:09.777093] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:09.781114] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: DOWN (p=44.45%) [2025-09-26T11:09:09.781439] [INFO ] [FORECASTER] Completed predict_future for DTW [2025-09-26T11:09:09.781601] [INFO ] [sig ] DTW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:09.939817] [INFO ] [LOCAL ] Saved forecast: DTW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DTW.txt [2025-09-26T11:09:09.940178] [INFO ] [sig ] [514/2043] Completed DTW in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:09.940259] [INFO ] [sig ] [515/2043] Forecasting DUK... [2025-09-26T11:09:09.940332] [INFO ] [sig ] Generating forecast for: DUK [2025-09-26T11:09:09.940405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-09-26T11:09:09.952448] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DUK'. [2025-09-26T11:09:09.952918] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-09-26T11:09:09.979464] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:09.980403] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-09-26T11:09:09.980488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:09.980563] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:09.980634] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:09.980758] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:09.999134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:09.999770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:09.999885] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:09.999957] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:10.038693] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:10.038892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:10.038939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:10.038973] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:10.042832] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=21.15%) [2025-09-26T11:09:10.043165] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-09-26T11:09:10.043321] [INFO ] [sig ] DUK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:10.192893] [INFO ] [LOCAL ] Saved forecast: DUK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DUK.txt [2025-09-26T11:09:10.193207] [INFO ] [sig ] [515/2043] Completed DUK in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:10.193289] [INFO ] [sig ] [516/2043] Forecasting DUKB... [2025-09-26T11:09:10.193361] [INFO ] [sig ] Generating forecast for: DUKB [2025-09-26T11:09:10.193438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-09-26T11:09:10.204799] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DUKB'. [2025-09-26T11:09:10.205305] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-09-26T11:09:10.235198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:10.236167] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-09-26T11:09:10.236248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:10.236323] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:10.236411] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:10.236521] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:10.255042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:10.255843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:10.255958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:10.256030] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:10.297933] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:10.298150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:10.298201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:10.298235] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:10.302114] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=88.69%) [2025-09-26T11:09:10.302424] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-09-26T11:09:10.302587] [INFO ] [sig ] DUKB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:10.451369] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DUKB.txt [2025-09-26T11:09:10.451715] [INFO ] [sig ] [516/2043] Completed DUKB in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:10.451799] [INFO ] [sig ] [517/2043] Forecasting DV... [2025-09-26T11:09:10.451870] [INFO ] [sig ] Generating forecast for: DV [2025-09-26T11:09:10.451940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'. [2025-09-26T11:09:10.462589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DV'. [2025-09-26T11:09:10.463078] [INFO ] [FORECASTER] Starting predict_future for DV [2025-09-26T11:09:10.490209] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:10.491154] [DEBUG] [LOCAL ] No optimal features file found for DV: ./output/feature-sets/DV.txt [2025-09-26T11:09:10.491239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:10.491320] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:10.491394] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:10.491495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:10.510232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:10.511063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:10.511179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:10.511251] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:10.556325] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:10.556545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:10.556595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:10.556631] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:10.560589] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: DOWN (p=15.52%) [2025-09-26T11:09:10.560964] [INFO ] [FORECASTER] Completed predict_future for DV [2025-09-26T11:09:10.561151] [INFO ] [sig ] DV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:10.747625] [INFO ] [LOCAL ] Saved forecast: DV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DV.txt [2025-09-26T11:09:10.747977] [INFO ] [sig ] [517/2043] Completed DV in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:10.748067] [INFO ] [sig ] [518/2043] Forecasting DVA... [2025-09-26T11:09:10.748148] [INFO ] [sig ] Generating forecast for: DVA [2025-09-26T11:09:10.748226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-09-26T11:09:10.762502] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DVA'. [2025-09-26T11:09:10.763229] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-09-26T11:09:10.791264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:10.792217] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-09-26T11:09:10.792302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:10.792379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:10.792453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:10.792558] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:10.811025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:10.811634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:10.811769] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:10.811841] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:10.859870] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:10.860155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:10.860220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:10.860257] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:10.864623] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-09-26T11:09:10.865003] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-09-26T11:09:10.865182] [INFO ] [sig ] DVA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:11.025208] [INFO ] [LOCAL ] Saved forecast: DVA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DVA.txt [2025-09-26T11:09:11.025701] [INFO ] [sig ] [518/2043] Completed DVA in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:11.025816] [INFO ] [sig ] [519/2043] Forecasting DXC... [2025-09-26T11:09:11.025913] [INFO ] [sig ] Generating forecast for: DXC [2025-09-26T11:09:11.026011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-09-26T11:09:11.038227] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DXC'. [2025-09-26T11:09:11.038748] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-09-26T11:09:11.068055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:11.069135] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-09-26T11:09:11.069235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:11.069330] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:11.069417] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:11.069549] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:11.088559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:11.089534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:11.089779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:11.089874] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:11.138101] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:11.138327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:11.138378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:11.138414] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:11.142568] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=96.30%) [2025-09-26T11:09:11.143090] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-09-26T11:09:11.143331] [INFO ] [sig ] DXC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:11.298572] [INFO ] [LOCAL ] Saved forecast: DXC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DXC.txt [2025-09-26T11:09:11.298941] [INFO ] [sig ] [519/2043] Completed DXC in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:11.299052] [INFO ] [sig ] [520/2043] Forecasting DXYZ... [2025-09-26T11:09:11.299142] [INFO ] [sig ] Generating forecast for: DXYZ [2025-09-26T11:09:11.299234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'. [2025-09-26T11:09:11.311431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DXYZ'. [2025-09-26T11:09:11.312152] [INFO ] [FORECASTER] Starting predict_future for DXYZ [2025-09-26T11:09:11.345129] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:11.346125] [DEBUG] [LOCAL ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt [2025-09-26T11:09:11.346213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:11.346306] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:11.346393] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:11.346524] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:11.365488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:11.366416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:11.366545] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:11.366637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:11.412241] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:11.412465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:11.412517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:11.412553] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:11.417105] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: DOWN (p=25.01%) [2025-09-26T11:09:11.417499] [INFO ] [FORECASTER] Completed predict_future for DXYZ [2025-09-26T11:09:11.417731] [INFO ] [sig ] DXYZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:11.579388] [INFO ] [LOCAL ] Saved forecast: DXYZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/DXYZ.txt [2025-09-26T11:09:11.579733] [INFO ] [sig ] [520/2043] Completed DXYZ in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:11.579816] [INFO ] [sig ] [521/2043] Forecasting DY... [2025-09-26T11:09:11.579888] [INFO ] [sig ] Generating forecast for: DY [2025-09-26T11:09:11.579964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-09-26T11:09:11.591213] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'DY'. [2025-09-26T11:09:11.591772] [INFO ] [FORECASTER] Starting predict_future for DY [2025-09-26T11:09:11.620068] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:11.621089] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-09-26T11:09:11.621173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:11.621266] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:11.621340] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:11.621443] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:11.640296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:11.641184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:11.641300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:11.641373] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:11.685621] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:11.685870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:11.685922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:11.685957] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:11.689748] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=81.47%) [2025-09-26T11:09:11.690064] [INFO ] [FORECASTER] Completed predict_future for DY [2025-09-26T11:09:11.690226] [INFO ] [sig ] DY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:11.848352] [INFO ] [LOCAL ] Saved forecast: DY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/DY.txt [2025-09-26T11:09:11.849040] [INFO ] [sig ] [521/2043] Completed DY in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:11.849131] [INFO ] [sig ] [522/2043] Forecasting E... [2025-09-26T11:09:11.849220] [INFO ] [sig ] Generating forecast for: E [2025-09-26T11:09:11.849312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-09-26T11:09:11.861763] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'E'. [2025-09-26T11:09:11.862328] [INFO ] [FORECASTER] Starting predict_future for E [2025-09-26T11:09:11.890754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:11.891797] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-09-26T11:09:11.891882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:11.891960] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:11.892050] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:11.892247] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:11.910127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:11.911013] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:11.911135] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:11.911218] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:11.954374] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:11.954661] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:11.954757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:11.954803] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:11.959320] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=91.67%) [2025-09-26T11:09:11.959698] [INFO ] [FORECASTER] Completed predict_future for E [2025-09-26T11:09:11.959896] [INFO ] [sig ] E: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:12.107254] [INFO ] [LOCAL ] Saved forecast: E 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/E.txt [2025-09-26T11:09:12.107702] [INFO ] [sig ] [522/2043] Completed E in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:12.107788] [INFO ] [sig ] [523/2043] Forecasting EAF... [2025-09-26T11:09:12.107861] [INFO ] [sig ] Generating forecast for: EAF [2025-09-26T11:09:12.107938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-09-26T11:09:12.119275] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAF'. [2025-09-26T11:09:12.119870] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-09-26T11:09:12.146222] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:12.147236] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-09-26T11:09:12.147320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:12.147394] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:12.147463] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:12.147563] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:12.165219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:12.165980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:12.166097] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:12.166168] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:12.210343] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:12.210541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:12.210588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:12.210622] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:12.214552] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=16.67%) [2025-09-26T11:09:12.214903] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-09-26T11:09:12.215073] [INFO ] [sig ] EAF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:12.359998] [INFO ] [LOCAL ] Saved forecast: EAF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EAF.txt [2025-09-26T11:09:12.360449] [INFO ] [sig ] [523/2043] Completed EAF in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:12.360534] [INFO ] [sig ] [524/2043] Forecasting EARN... [2025-09-26T11:09:12.360608] [INFO ] [sig ] Generating forecast for: EARN [2025-09-26T11:09:12.360724] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-09-26T11:09:12.373190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EARN'. [2025-09-26T11:09:12.373700] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-09-26T11:09:12.400913] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:12.401895] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-09-26T11:09:12.401976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:12.402052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:12.402121] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:12.402225] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:12.420386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:12.421709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:12.421864] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:12.421937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:12.472797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:12.473156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:12.473251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:12.473312] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:12.478393] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=51.58%) [2025-09-26T11:09:12.478822] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-09-26T11:09:12.479055] [INFO ] [sig ] EARN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:12.629532] [INFO ] [LOCAL ] Saved forecast: EARN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EARN.txt [2025-09-26T11:09:12.630363] [INFO ] [sig ] [524/2043] Completed EARN in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:12.630473] [INFO ] [sig ] [525/2043] Forecasting EAT... [2025-09-26T11:09:12.630549] [INFO ] [sig ] Generating forecast for: EAT [2025-09-26T11:09:12.630625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-09-26T11:09:12.644439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EAT'. [2025-09-26T11:09:12.644934] [INFO ] [FORECASTER] Starting predict_future for EAT [2025-09-26T11:09:12.672172] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:12.673147] [DEBUG] [LOCAL ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt [2025-09-26T11:09:12.673233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:12.673308] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:12.673378] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:12.673480] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:12.691476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:12.692359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:12.692549] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:12.692661] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:12.741881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:12.742125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:12.742179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:12.742213] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:12.746279] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=88.83%) [2025-09-26T11:09:12.746671] [INFO ] [FORECASTER] Completed predict_future for EAT [2025-09-26T11:09:12.746873] [INFO ] [sig ] EAT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:12.902000] [INFO ] [LOCAL ] Saved forecast: EAT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EAT.txt [2025-09-26T11:09:12.902405] [INFO ] [sig ] [525/2043] Completed EAT in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:12.902493] [INFO ] [sig ] [526/2043] Forecasting EB... [2025-09-26T11:09:12.902566] [INFO ] [sig ] Generating forecast for: EB [2025-09-26T11:09:12.902667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-09-26T11:09:12.913997] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EB'. [2025-09-26T11:09:12.914445] [INFO ] [FORECASTER] Starting predict_future for EB [2025-09-26T11:09:12.942192] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:12.943030] [DEBUG] [LOCAL ] No optimal features file found for EB: ./output/feature-sets/EB.txt [2025-09-26T11:09:12.943109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:12.943183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:12.943253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:12.943357] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:12.962252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:12.962945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:12.963069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:12.963145] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:13.006054] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:13.006260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:13.006373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:13.006430] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:13.010538] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=43.66%) [2025-09-26T11:09:13.010880] [INFO ] [FORECASTER] Completed predict_future for EB [2025-09-26T11:09:13.011051] [INFO ] [sig ] EB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:13.165488] [INFO ] [LOCAL ] Saved forecast: EB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EB.txt [2025-09-26T11:09:13.165877] [INFO ] [sig ] [526/2043] Completed EB in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:13.165964] [INFO ] [sig ] [527/2043] Forecasting EBF... [2025-09-26T11:09:13.166068] [INFO ] [sig ] Generating forecast for: EBF [2025-09-26T11:09:13.166156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-09-26T11:09:13.178694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EBF'. [2025-09-26T11:09:13.179165] [INFO ] [FORECASTER] Starting predict_future for EBF [2025-09-26T11:09:13.206218] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:13.207194] [DEBUG] [LOCAL ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt [2025-09-26T11:09:13.207275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:13.207351] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:13.207422] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:13.207523] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:13.226267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:13.227290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:13.227413] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:13.227487] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:13.270788] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:13.271050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:13.271131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:13.271194] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:13.275327] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=65.66%) [2025-09-26T11:09:13.275712] [INFO ] [FORECASTER] Completed predict_future for EBF [2025-09-26T11:09:13.275934] [INFO ] [sig ] EBF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:13.422888] [INFO ] [LOCAL ] Saved forecast: EBF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EBF.txt [2025-09-26T11:09:13.423255] [INFO ] [sig ] [527/2043] Completed EBF in 0.3s | 3.74 sym/s | Total: 2.3m | ETA: 6.8m [2025-09-26T11:09:13.423336] [INFO ] [sig ] [528/2043] Forecasting EBR... [2025-09-26T11:09:13.423408] [INFO ] [sig ] Generating forecast for: EBR [2025-09-26T11:09:13.423482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'. [2025-09-26T11:09:13.434139] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EBR'. [2025-09-26T11:09:13.434489] [INFO ] [FORECASTER] Starting predict_future for EBR [2025-09-26T11:09:13.460397] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:13.461259] [DEBUG] [LOCAL ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt [2025-09-26T11:09:13.461341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:13.461417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:13.461488] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:13.461602] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:13.480030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:13.480827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:13.480960] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:13.481037] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:13.521155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:13.521336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:13.521384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:13.521419] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:13.525073] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=98.72%) [2025-09-26T11:09:13.525371] [INFO ] [FORECASTER] Completed predict_future for EBR [2025-09-26T11:09:13.525533] [INFO ] [sig ] EBR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:13.671063] [INFO ] [LOCAL ] Saved forecast: EBR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EBR.txt [2025-09-26T11:09:13.671390] [INFO ] [sig ] [528/2043] Completed EBR in 0.2s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:13.671471] [INFO ] [sig ] [529/2043] Forecasting EBS... [2025-09-26T11:09:13.671543] [INFO ] [sig ] Generating forecast for: EBS [2025-09-26T11:09:13.671617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-09-26T11:09:13.683064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EBS'. [2025-09-26T11:09:13.683498] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-09-26T11:09:13.713252] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:13.714250] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-09-26T11:09:13.714329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:13.714403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:13.714473] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:13.714572] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:13.735332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:13.736327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:13.736453] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:13.736524] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:13.782386] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:13.782607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:13.782705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:13.782765] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:13.787224] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=7.69%) [2025-09-26T11:09:13.787529] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-09-26T11:09:13.787719] [INFO ] [sig ] EBS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:13.952129] [INFO ] [LOCAL ] Saved forecast: EBS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EBS.txt [2025-09-26T11:09:13.952437] [INFO ] [sig ] [529/2043] Completed EBS in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:13.952523] [INFO ] [sig ] [530/2043] Forecasting EC... [2025-09-26T11:09:13.952599] [INFO ] [sig ] Generating forecast for: EC [2025-09-26T11:09:13.952695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-09-26T11:09:13.963491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EC'. [2025-09-26T11:09:13.963964] [INFO ] [FORECASTER] Starting predict_future for EC [2025-09-26T11:09:13.991364] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:13.992347] [DEBUG] [LOCAL ] No optimal features file found for EC: ./output/feature-sets/EC.txt [2025-09-26T11:09:13.992438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:13.992602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:13.992705] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:13.992812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:14.013159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:14.014328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:14.014457] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:14.014533] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:14.058244] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:14.058445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:14.058493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:14.058527] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:14.062505] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=17.55%) [2025-09-26T11:09:14.062871] [INFO ] [FORECASTER] Completed predict_future for EC [2025-09-26T11:09:14.063061] [INFO ] [sig ] EC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:14.213943] [INFO ] [LOCAL ] Saved forecast: EC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EC.txt [2025-09-26T11:09:14.214220] [INFO ] [sig ] [530/2043] Completed EC in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:14.214299] [INFO ] [sig ] [531/2043] Forecasting ECC... [2025-09-26T11:09:14.214369] [INFO ] [sig ] Generating forecast for: ECC [2025-09-26T11:09:14.214442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-09-26T11:09:14.225250] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECC'. [2025-09-26T11:09:14.225631] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-09-26T11:09:14.251713] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:14.252530] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-09-26T11:09:14.252611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:14.252707] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:14.252774] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:14.252873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:14.271073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:14.271746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:14.271857] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:14.271928] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:14.310959] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:14.311124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:14.311169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:14.311204] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:14.314729] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=98.53%) [2025-09-26T11:09:14.315023] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-09-26T11:09:14.315177] [INFO ] [sig ] ECC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:14.470127] [INFO ] [LOCAL ] Saved forecast: ECC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ECC.txt [2025-09-26T11:09:14.470460] [INFO ] [sig ] [531/2043] Completed ECC in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:14.470548] [INFO ] [sig ] [532/2043] Forecasting ECO... [2025-09-26T11:09:14.470617] [INFO ] [sig ] Generating forecast for: ECO [2025-09-26T11:09:14.470720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'. [2025-09-26T11:09:14.481239] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECO'. [2025-09-26T11:09:14.481778] [INFO ] [FORECASTER] Starting predict_future for ECO [2025-09-26T11:09:14.508243] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:14.509156] [DEBUG] [LOCAL ] No optimal features file found for ECO: ./output/feature-sets/ECO.txt [2025-09-26T11:09:14.509235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:14.509308] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:14.509383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:14.509488] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:14.532038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:14.533688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:14.533822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:14.533895] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:14.574420] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:14.574631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:14.574731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:14.574782] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:14.578724] [DEBUG] [FORECASTER] ECO: Forecast T+1@11:T+2@11: DOWN (p=22.04%) [2025-09-26T11:09:14.579027] [INFO ] [FORECASTER] Completed predict_future for ECO [2025-09-26T11:09:14.579201] [INFO ] [sig ] ECO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:14.736047] [INFO ] [LOCAL ] Saved forecast: ECO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ECO.txt [2025-09-26T11:09:14.736385] [INFO ] [sig ] [532/2043] Completed ECO in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:14.736465] [INFO ] [sig ] [533/2043] Forecasting ECVT... [2025-09-26T11:09:14.736536] [INFO ] [sig ] Generating forecast for: ECVT [2025-09-26T11:09:14.736608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-09-26T11:09:14.749692] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ECVT'. [2025-09-26T11:09:14.750215] [INFO ] [FORECASTER] Starting predict_future for ECVT [2025-09-26T11:09:14.779476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:14.780572] [DEBUG] [LOCAL ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt [2025-09-26T11:09:14.780685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:14.780766] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:14.780814] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:14.780915] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:14.801119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:14.802120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:14.802238] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:14.802309] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:14.841346] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:14.841554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:14.841604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:14.841689] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:14.845723] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: UP (p=80.07%) [2025-09-26T11:09:14.846145] [INFO ] [FORECASTER] Completed predict_future for ECVT [2025-09-26T11:09:14.846314] [INFO ] [sig ] ECVT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:15.006466] [INFO ] [LOCAL ] Saved forecast: ECVT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ECVT.txt [2025-09-26T11:09:15.006870] [INFO ] [sig ] [533/2043] Completed ECVT in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:15.006953] [INFO ] [sig ] [534/2043] Forecasting ED... [2025-09-26T11:09:15.007023] [INFO ] [sig ] Generating forecast for: ED [2025-09-26T11:09:15.007094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-09-26T11:09:15.017617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ED'. [2025-09-26T11:09:15.018017] [INFO ] [FORECASTER] Starting predict_future for ED [2025-09-26T11:09:15.045229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:15.046156] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-09-26T11:09:15.046237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:15.046310] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:15.046379] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:15.046479] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:15.065226] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:15.065948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:15.066060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:15.066131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:15.103182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:15.103380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:15.103427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:15.103461] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:15.107191] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=84.01%) [2025-09-26T11:09:15.107483] [INFO ] [FORECASTER] Completed predict_future for ED [2025-09-26T11:09:15.107635] [INFO ] [sig ] ED: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:15.261238] [INFO ] [LOCAL ] Saved forecast: ED 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ED.txt [2025-09-26T11:09:15.261566] [INFO ] [sig ] [534/2043] Completed ED in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:15.261679] [INFO ] [sig ] [535/2043] Forecasting EDD... [2025-09-26T11:09:15.261757] [INFO ] [sig ] Generating forecast for: EDD [2025-09-26T11:09:15.261830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-09-26T11:09:15.273079] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDD'. [2025-09-26T11:09:15.273505] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-09-26T11:09:15.300546] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:15.301608] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-09-26T11:09:15.301718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:15.301792] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:15.301861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:15.301960] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:15.320730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:15.321610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:15.321750] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:15.321822] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:15.360177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:15.360373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:15.360423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:15.360459] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:15.364530] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=22.75%) [2025-09-26T11:09:15.364881] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-09-26T11:09:15.365050] [INFO ] [sig ] EDD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:15.515755] [INFO ] [LOCAL ] Saved forecast: EDD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EDD.txt [2025-09-26T11:09:15.516081] [INFO ] [sig ] [535/2043] Completed EDD in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:15.516166] [INFO ] [sig ] [536/2043] Forecasting EDF... [2025-09-26T11:09:15.516236] [INFO ] [sig ] Generating forecast for: EDF [2025-09-26T11:09:15.516309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-09-26T11:09:15.526737] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDF'. [2025-09-26T11:09:15.527186] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-09-26T11:09:15.553166] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:15.554040] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-09-26T11:09:15.554119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:15.554191] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:15.554259] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:15.554375] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:15.573367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:15.574251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:15.574366] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:15.574438] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:15.614728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:15.614936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:15.614985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:15.615021] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:15.618843] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=84.97%) [2025-09-26T11:09:15.619182] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-09-26T11:09:15.619334] [INFO ] [sig ] EDF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:15.773188] [INFO ] [LOCAL ] Saved forecast: EDF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EDF.txt [2025-09-26T11:09:15.773493] [INFO ] [sig ] [536/2043] Completed EDF in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:15.773572] [INFO ] [sig ] [537/2043] Forecasting EDU... [2025-09-26T11:09:15.773665] [INFO ] [sig ] Generating forecast for: EDU [2025-09-26T11:09:15.773741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-09-26T11:09:15.783861] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EDU'. [2025-09-26T11:09:15.784289] [INFO ] [FORECASTER] Starting predict_future for EDU [2025-09-26T11:09:15.810986] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:15.811958] [DEBUG] [LOCAL ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt [2025-09-26T11:09:15.812040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:15.812118] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:15.812188] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:15.812286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:15.831301] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:15.832111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:15.832223] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:15.832292] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:15.869948] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:15.870127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:15.870173] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:15.870208] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:15.873815] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: UP (p=65.19%) [2025-09-26T11:09:15.874113] [INFO ] [FORECASTER] Completed predict_future for EDU [2025-09-26T11:09:15.874258] [INFO ] [sig ] EDU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:16.030443] [INFO ] [LOCAL ] Saved forecast: EDU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EDU.txt [2025-09-26T11:09:16.030847] [INFO ] [sig ] [537/2043] Completed EDU in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:16.030931] [INFO ] [sig ] [538/2043] Forecasting EFT... [2025-09-26T11:09:16.031002] [INFO ] [sig ] Generating forecast for: EFT [2025-09-26T11:09:16.031081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'. [2025-09-26T11:09:16.041705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFT'. [2025-09-26T11:09:16.042032] [INFO ] [FORECASTER] Starting predict_future for EFT [2025-09-26T11:09:16.068064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:16.068940] [DEBUG] [LOCAL ] No optimal features file found for EFT: ./output/feature-sets/EFT.txt [2025-09-26T11:09:16.069020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:16.069094] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:16.069162] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:16.069260] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:16.087127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:16.087755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:16.087858] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:16.087928] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:16.123217] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:16.123377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:16.123421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:16.123455] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:16.126970] [DEBUG] [FORECASTER] EFT: Forecast T+1@11:T+2@11: UP (p=92.02%) [2025-09-26T11:09:16.127259] [INFO ] [FORECASTER] Completed predict_future for EFT [2025-09-26T11:09:16.127407] [INFO ] [sig ] EFT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:16.275202] [INFO ] [LOCAL ] Saved forecast: EFT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EFT.txt [2025-09-26T11:09:16.275529] [INFO ] [sig ] [538/2043] Completed EFT in 0.2s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:16.275616] [INFO ] [sig ] [539/2043] Forecasting EFX... [2025-09-26T11:09:16.275712] [INFO ] [sig ] Generating forecast for: EFX [2025-09-26T11:09:16.275785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-09-26T11:09:16.286054] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFX'. [2025-09-26T11:09:16.286437] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-09-26T11:09:16.313908] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:16.314850] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-09-26T11:09:16.314931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:16.315004] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:16.315074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:16.315175] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:16.333855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:16.334623] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:16.334769] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:16.334853] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:16.371971] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:16.372198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:16.372252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:16.372288] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:16.375985] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=1.86%) [2025-09-26T11:09:16.376288] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-09-26T11:09:16.376439] [INFO ] [sig ] EFX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:16.531414] [INFO ] [LOCAL ] Saved forecast: EFX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EFX.txt [2025-09-26T11:09:16.531739] [INFO ] [sig ] [539/2043] Completed EFX in 0.3s | 3.75 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:16.531822] [INFO ] [sig ] [540/2043] Forecasting EFXT... [2025-09-26T11:09:16.531892] [INFO ] [sig ] Generating forecast for: EFXT [2025-09-26T11:09:16.531965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'. [2025-09-26T11:09:16.543892] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EFXT'. [2025-09-26T11:09:16.544316] [INFO ] [FORECASTER] Starting predict_future for EFXT [2025-09-26T11:09:16.575567] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:16.576879] [DEBUG] [LOCAL ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt [2025-09-26T11:09:16.576977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:16.577068] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:16.577157] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:16.577289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:16.604848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:16.605544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:16.605680] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:16.605757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:16.642949] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:16.643139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:16.643187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:16.643314] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:16.647300] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=5.49%) [2025-09-26T11:09:16.647680] [INFO ] [FORECASTER] Completed predict_future for EFXT [2025-09-26T11:09:16.647854] [INFO ] [sig ] EFXT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:16.806588] [INFO ] [LOCAL ] Saved forecast: EFXT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EFXT.txt [2025-09-26T11:09:16.806960] [INFO ] [sig ] [540/2043] Completed EFXT in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:16.807044] [INFO ] [sig ] [541/2043] Forecasting EG... [2025-09-26T11:09:16.807117] [INFO ] [sig ] Generating forecast for: EG [2025-09-26T11:09:16.807192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-09-26T11:09:16.817976] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EG'. [2025-09-26T11:09:16.818305] [INFO ] [FORECASTER] Starting predict_future for EG [2025-09-26T11:09:16.845103] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:16.845981] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-09-26T11:09:16.846061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:16.846134] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:16.846203] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:16.846303] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:16.864928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:16.865522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:16.865630] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:16.865724] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:16.903488] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:16.903600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:16.903665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:16.903736] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:16.907075] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=8.84%) [2025-09-26T11:09:16.907360] [INFO ] [FORECASTER] Completed predict_future for EG [2025-09-26T11:09:16.907507] [INFO ] [sig ] EG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:17.058515] [INFO ] [LOCAL ] Saved forecast: EG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EG.txt [2025-09-26T11:09:17.058793] [INFO ] [sig ] [541/2043] Completed EG in 0.3s | 3.75 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:17.058881] [INFO ] [sig ] [542/2043] Forecasting EGO... [2025-09-26T11:09:17.058951] [INFO ] [sig ] Generating forecast for: EGO [2025-09-26T11:09:17.059006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'. [2025-09-26T11:09:17.069182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EGO'. [2025-09-26T11:09:17.069489] [INFO ] [FORECASTER] Starting predict_future for EGO [2025-09-26T11:09:17.096125] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:17.097070] [DEBUG] [LOCAL ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt [2025-09-26T11:09:17.097168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:17.097262] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:17.097335] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:17.097442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:17.117231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:17.117909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:17.118020] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:17.118095] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:17.165179] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:17.165314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:17.165357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:17.165392] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:17.169158] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: DOWN (p=9.66%) [2025-09-26T11:09:17.169453] [INFO ] [FORECASTER] Completed predict_future for EGO [2025-09-26T11:09:17.169605] [INFO ] [sig ] EGO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:17.327614] [INFO ] [LOCAL ] Saved forecast: EGO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EGO.txt [2025-09-26T11:09:17.327917] [INFO ] [sig ] [542/2043] Completed EGO in 0.3s | 3.75 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:17.327998] [INFO ] [sig ] [543/2043] Forecasting EHAB... [2025-09-26T11:09:17.328068] [INFO ] [sig ] Generating forecast for: EHAB [2025-09-26T11:09:17.328141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-09-26T11:09:17.339064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHAB'. [2025-09-26T11:09:17.339420] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-09-26T11:09:17.366970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:17.367875] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-09-26T11:09:17.367955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:17.368029] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:17.368099] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:17.368202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:17.387228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:17.387907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:17.388033] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:17.388109] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:17.431072] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:17.431265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:17.431323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:17.431360] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:17.435238] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: UP (p=73.77%) [2025-09-26T11:09:17.435573] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-09-26T11:09:17.435762] [INFO ] [sig ] EHAB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:17.741094] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EHAB.txt [2025-09-26T11:09:17.741350] [INFO ] [sig ] [543/2043] Completed EHAB in 0.4s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:17.741430] [INFO ] [sig ] [544/2043] Forecasting EHC... [2025-09-26T11:09:17.741502] [INFO ] [sig ] Generating forecast for: EHC [2025-09-26T11:09:17.741576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-09-26T11:09:17.753147] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHC'. [2025-09-26T11:09:17.753488] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-09-26T11:09:17.783975] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:17.785261] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-09-26T11:09:17.785360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:17.785456] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:17.785546] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:17.785707] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:17.809002] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:17.810166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:17.810319] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:17.810410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:17.861882] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:17.862115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:17.862171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:17.862210] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:17.868554] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=62.02%) [2025-09-26T11:09:17.869015] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-09-26T11:09:17.869241] [INFO ] [sig ] EHC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:18.081299] [INFO ] [LOCAL ] Saved forecast: EHC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EHC.txt [2025-09-26T11:09:18.081837] [INFO ] [sig ] [544/2043] Completed EHC in 0.3s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:18.081936] [INFO ] [sig ] [545/2043] Forecasting EHI... [2025-09-26T11:09:18.082020] [INFO ] [sig ] Generating forecast for: EHI [2025-09-26T11:09:18.082106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-09-26T11:09:18.097025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EHI'. [2025-09-26T11:09:18.097692] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-09-26T11:09:18.140992] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:18.142764] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-09-26T11:09:18.142869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:18.142960] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:18.143048] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:18.143183] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:18.177558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:18.179185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:18.179349] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:18.179435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:18.236302] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:18.236550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:18.236612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:18.236703] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:18.242813] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=66.22%) [2025-09-26T11:09:18.243361] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-09-26T11:09:18.243579] [INFO ] [sig ] EHI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:18.484113] [INFO ] [LOCAL ] Saved forecast: EHI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EHI.txt [2025-09-26T11:09:18.484458] [INFO ] [sig ] [545/2043] Completed EHI in 0.4s | 3.74 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:18.484542] [INFO ] [sig ] [546/2043] Forecasting EIC... [2025-09-26T11:09:18.484623] [INFO ] [sig ] Generating forecast for: EIC [2025-09-26T11:09:18.484725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-09-26T11:09:18.499687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EIC'. [2025-09-26T11:09:18.500272] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-09-26T11:09:18.543630] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:18.544823] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-09-26T11:09:18.544927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:18.545000] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:18.545070] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:18.545195] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:18.572499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:18.573825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:18.573983] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:18.574088] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:18.628223] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:18.628483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:18.628562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:18.628624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:18.634548] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=98.06%) [2025-09-26T11:09:18.635189] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-09-26T11:09:18.635433] [INFO ] [sig ] EIC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:18.823817] [INFO ] [LOCAL ] Saved forecast: EIC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EIC.txt [2025-09-26T11:09:18.824164] [INFO ] [sig ] [546/2043] Completed EIC in 0.3s | 3.73 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:18.824267] [INFO ] [sig ] [547/2043] Forecasting EIG... [2025-09-26T11:09:18.824338] [INFO ] [sig ] Generating forecast for: EIG [2025-09-26T11:09:18.824410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-09-26T11:09:18.836178] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EIG'. [2025-09-26T11:09:18.836722] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-09-26T11:09:18.867270] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:18.868300] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-09-26T11:09:18.868386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:18.868476] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:18.868561] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:18.868699] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:18.893632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:18.894923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:18.895070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:18.895177] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:18.937460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:18.937691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:18.937766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:18.937808] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:18.941579] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=19.44%) [2025-09-26T11:09:18.941986] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-09-26T11:09:18.942173] [INFO ] [sig ] EIG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:19.105000] [INFO ] [LOCAL ] Saved forecast: EIG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EIG.txt [2025-09-26T11:09:19.105381] [INFO ] [sig ] [547/2043] Completed EIG in 0.3s | 3.73 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:19.105475] [INFO ] [sig ] [548/2043] Forecasting EIX... [2025-09-26T11:09:19.105769] [INFO ] [sig ] Generating forecast for: EIX [2025-09-26T11:09:19.105848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-09-26T11:09:19.118965] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EIX'. [2025-09-26T11:09:19.119680] [INFO ] [FORECASTER] Starting predict_future for EIX [2025-09-26T11:09:19.155239] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:19.156221] [DEBUG] [LOCAL ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt [2025-09-26T11:09:19.156306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:19.156379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:19.156449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:19.156570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:19.176767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:19.177784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:19.177902] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:19.177974] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:19.209947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:19.210148] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:19.210198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:19.210232] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:19.214697] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=82.43%) [2025-09-26T11:09:19.215413] [INFO ] [FORECASTER] Completed predict_future for EIX [2025-09-26T11:09:19.215734] [INFO ] [sig ] EIX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:19.388422] [INFO ] [LOCAL ] Saved forecast: EIX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EIX.txt [2025-09-26T11:09:19.388754] [INFO ] [sig ] [548/2043] Completed EIX in 0.3s | 3.73 sym/s | Total: 2.4m | ETA: 6.7m [2025-09-26T11:09:19.388839] [INFO ] [sig ] [549/2043] Forecasting EL... [2025-09-26T11:09:19.388912] [INFO ] [sig ] Generating forecast for: EL [2025-09-26T11:09:19.388991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-09-26T11:09:19.399540] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EL'. [2025-09-26T11:09:19.400048] [INFO ] [FORECASTER] Starting predict_future for EL [2025-09-26T11:09:19.428292] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:19.429253] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-09-26T11:09:19.429334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:19.429406] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:19.429474] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:19.429585] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:19.448866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:19.449857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:19.450008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:19.450079] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:19.488379] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:19.488588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:19.488638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:19.488731] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:19.492531] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=67.96%) [2025-09-26T11:09:19.492909] [INFO ] [FORECASTER] Completed predict_future for EL [2025-09-26T11:09:19.493083] [INFO ] [sig ] EL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:19.649007] [INFO ] [LOCAL ] Saved forecast: EL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EL.txt [2025-09-26T11:09:19.649296] [INFO ] [sig ] [549/2043] Completed EL in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.7m [2025-09-26T11:09:19.649376] [INFO ] [sig ] [550/2043] Forecasting ELAN... [2025-09-26T11:09:19.649447] [INFO ] [sig ] Generating forecast for: ELAN [2025-09-26T11:09:19.649519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-09-26T11:09:19.659715] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELAN'. [2025-09-26T11:09:19.660047] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-09-26T11:09:19.685969] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:19.686901] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-09-26T11:09:19.686981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:19.687054] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:19.687122] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:19.687221] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:19.705930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:19.706760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:19.706899] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:19.706969] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:19.745580] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:19.745774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:19.745834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:19.745872] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:19.749430] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=40.78%) [2025-09-26T11:09:19.749843] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-09-26T11:09:19.750010] [INFO ] [sig ] ELAN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:19.909530] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ELAN.txt [2025-09-26T11:09:19.909856] [INFO ] [sig ] [550/2043] Completed ELAN in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.7m [2025-09-26T11:09:19.909940] [INFO ] [sig ] [551/2043] Forecasting ELC... [2025-09-26T11:09:19.910013] [INFO ] [sig ] Generating forecast for: ELC [2025-09-26T11:09:19.910086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-09-26T11:09:19.919849] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELC'. [2025-09-26T11:09:19.920262] [INFO ] [FORECASTER] Starting predict_future for ELC [2025-09-26T11:09:19.947601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:19.948568] [DEBUG] [LOCAL ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt [2025-09-26T11:09:19.948691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:19.948766] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:19.948837] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:19.948948] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:19.969406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:19.970324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:19.970438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:19.970513] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:20.008012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:20.008184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:20.008233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:20.008268] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:20.012043] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=58.89%) [2025-09-26T11:09:20.012347] [INFO ] [FORECASTER] Completed predict_future for ELC [2025-09-26T11:09:20.012502] [INFO ] [sig ] ELC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:20.169421] [INFO ] [LOCAL ] Saved forecast: ELC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ELC.txt [2025-09-26T11:09:20.169743] [INFO ] [sig ] [551/2043] Completed ELC in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.7m [2025-09-26T11:09:20.169825] [INFO ] [sig ] [552/2043] Forecasting ELF... [2025-09-26T11:09:20.169896] [INFO ] [sig ] Generating forecast for: ELF [2025-09-26T11:09:20.169968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-09-26T11:09:20.181367] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELF'. [2025-09-26T11:09:20.181827] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-09-26T11:09:20.210803] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:20.211761] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-09-26T11:09:20.211842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:20.211917] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:20.211986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:20.212088] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:20.232253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:20.233138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:20.233254] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:20.233326] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:20.271150] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:20.271352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:20.271402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:20.271438] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:20.275457] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=14.13%) [2025-09-26T11:09:20.275815] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-09-26T11:09:20.275983] [INFO ] [sig ] ELF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:20.434989] [INFO ] [LOCAL ] Saved forecast: ELF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ELF.txt [2025-09-26T11:09:20.435318] [INFO ] [sig ] [552/2043] Completed ELF in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.7m [2025-09-26T11:09:20.435401] [INFO ] [sig ] [553/2043] Forecasting ELME... [2025-09-26T11:09:20.435513] [INFO ] [sig ] Generating forecast for: ELME [2025-09-26T11:09:20.435620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-09-26T11:09:20.446342] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELME'. [2025-09-26T11:09:20.446799] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-09-26T11:09:20.472975] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:20.473888] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-09-26T11:09:20.473967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:20.474039] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:20.474106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:20.474204] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:20.492941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:20.493756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:20.493870] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:20.493942] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:20.535336] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:20.535560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:20.535624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:20.535713] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:20.539986] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=86.30%) [2025-09-26T11:09:20.540379] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-09-26T11:09:20.540552] [INFO ] [sig ] ELME: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:20.715348] [INFO ] [LOCAL ] Saved forecast: ELME 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ELME.txt [2025-09-26T11:09:20.715705] [INFO ] [sig ] [553/2043] Completed ELME in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.7m [2025-09-26T11:09:20.715789] [INFO ] [sig ] [554/2043] Forecasting ELP... [2025-09-26T11:09:20.715859] [INFO ] [sig ] Generating forecast for: ELP [2025-09-26T11:09:20.715933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-09-26T11:09:20.726075] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELP'. [2025-09-26T11:09:20.726437] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-09-26T11:09:20.756862] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:20.757819] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-09-26T11:09:20.757925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:20.758024] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:20.758119] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:20.758268] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:20.793338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:20.794308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:20.794423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:20.794494] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:20.831826] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:20.832000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:20.832047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:20.832081] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:20.835733] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=18.09%) [2025-09-26T11:09:20.836047] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-09-26T11:09:20.836197] [INFO ] [sig ] ELP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:20.996400] [INFO ] [LOCAL ] Saved forecast: ELP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ELP.txt [2025-09-26T11:09:20.996737] [INFO ] [sig ] [554/2043] Completed ELP in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:20.996845] [INFO ] [sig ] [555/2043] Forecasting ELS... [2025-09-26T11:09:20.996933] [INFO ] [sig ] Generating forecast for: ELS [2025-09-26T11:09:20.997013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-09-26T11:09:21.007981] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELS'. [2025-09-26T11:09:21.008368] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-09-26T11:09:21.035918] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:21.036942] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-09-26T11:09:21.037026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:21.037101] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:21.037172] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:21.037275] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:21.056046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:21.057012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:21.057128] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:21.057205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:21.094300] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:21.094476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:21.094521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:21.094555] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:21.098193] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=12.53%) [2025-09-26T11:09:21.098499] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-09-26T11:09:21.098683] [INFO ] [sig ] ELS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:21.253938] [INFO ] [LOCAL ] Saved forecast: ELS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ELS.txt [2025-09-26T11:09:21.254247] [INFO ] [sig ] [555/2043] Completed ELS in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:21.254329] [INFO ] [sig ] [556/2043] Forecasting ELV... [2025-09-26T11:09:21.254400] [INFO ] [sig ] Generating forecast for: ELV [2025-09-26T11:09:21.254474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'. [2025-09-26T11:09:21.265797] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ELV'. [2025-09-26T11:09:21.266257] [INFO ] [FORECASTER] Starting predict_future for ELV [2025-09-26T11:09:21.304494] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:21.305789] [DEBUG] [LOCAL ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt [2025-09-26T11:09:21.305872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:21.305946] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:21.306017] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:21.306134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:21.325605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:21.326603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:21.326760] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:21.326859] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:21.365754] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:21.365868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:21.365909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:21.365941] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:21.369242] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: DOWN (p=11.90%) [2025-09-26T11:09:21.369521] [INFO ] [FORECASTER] Completed predict_future for ELV [2025-09-26T11:09:21.369696] [INFO ] [sig ] ELV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:21.522393] [INFO ] [LOCAL ] Saved forecast: ELV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ELV.txt [2025-09-26T11:09:21.522782] [INFO ] [sig ] [556/2043] Completed ELV in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:21.522870] [INFO ] [sig ] [557/2043] Forecasting EMD... [2025-09-26T11:09:21.522951] [INFO ] [sig ] Generating forecast for: EMD [2025-09-26T11:09:21.523036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-09-26T11:09:21.535297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMD'. [2025-09-26T11:09:21.535664] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-09-26T11:09:21.565202] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:21.566129] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-09-26T11:09:21.566211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:21.566290] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:21.566360] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:21.566458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:21.586264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:21.587011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:21.587126] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:21.587199] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:21.626510] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:21.626638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:21.626733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:21.626779] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:21.630268] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=83.26%) [2025-09-26T11:09:21.630560] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-09-26T11:09:21.630743] [INFO ] [sig ] EMD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:21.780680] [INFO ] [LOCAL ] Saved forecast: EMD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EMD.txt [2025-09-26T11:09:21.780977] [INFO ] [sig ] [557/2043] Completed EMD in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:21.781073] [INFO ] [sig ] [558/2043] Forecasting EMF... [2025-09-26T11:09:21.781167] [INFO ] [sig ] Generating forecast for: EMF [2025-09-26T11:09:21.781265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-09-26T11:09:21.791513] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMF'. [2025-09-26T11:09:21.791888] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-09-26T11:09:21.819157] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:21.820071] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-09-26T11:09:21.820168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:21.820243] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:21.820314] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:21.820417] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:21.842048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:21.843144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:21.843268] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:21.843340] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:21.889678] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:21.889800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:21.889845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:21.889882] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:21.893742] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: UP (p=82.76%) [2025-09-26T11:09:21.894063] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-09-26T11:09:21.894226] [INFO ] [sig ] EMF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:22.068267] [INFO ] [LOCAL ] Saved forecast: EMF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EMF.txt [2025-09-26T11:09:22.068617] [INFO ] [sig ] [558/2043] Completed EMF in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:22.068737] [INFO ] [sig ] [559/2043] Forecasting EMN... [2025-09-26T11:09:22.068834] [INFO ] [sig ] Generating forecast for: EMN [2025-09-26T11:09:22.068936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-09-26T11:09:22.079441] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMN'. [2025-09-26T11:09:22.079877] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-09-26T11:09:22.110977] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:22.112346] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-09-26T11:09:22.112465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:22.112556] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:22.112707] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:22.112843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:22.133235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:22.134142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:22.134256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:22.134327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:22.172598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:22.172771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:22.172827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:22.172862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:22.176291] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=54.83%) [2025-09-26T11:09:22.176578] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-09-26T11:09:22.176778] [INFO ] [sig ] EMN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:22.329764] [INFO ] [LOCAL ] Saved forecast: EMN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EMN.txt [2025-09-26T11:09:22.330089] [INFO ] [sig ] [559/2043] Completed EMN in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:22.330170] [INFO ] [sig ] [560/2043] Forecasting EMO... [2025-09-26T11:09:22.330239] [INFO ] [sig ] Generating forecast for: EMO [2025-09-26T11:09:22.330325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-09-26T11:09:22.343342] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EMO'. [2025-09-26T11:09:22.343722] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-09-26T11:09:22.371053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:22.371920] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-09-26T11:09:22.371998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:22.372071] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:22.372139] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:22.372236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:22.390076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:22.390860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:22.390967] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:22.391036] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:22.428793] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:22.428931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:22.428974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:22.429008] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:22.432384] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=34.96%) [2025-09-26T11:09:22.432733] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-09-26T11:09:22.432889] [INFO ] [sig ] EMO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:22.579878] [INFO ] [LOCAL ] Saved forecast: EMO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EMO.txt [2025-09-26T11:09:22.580174] [INFO ] [sig ] [560/2043] Completed EMO in 0.2s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:22.580256] [INFO ] [sig ] [561/2043] Forecasting EMP... [2025-09-26T11:09:22.580328] [INFO ] [sig ] Generating forecast for: EMP [2025-09-26T11:09:22.580399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'. [2025-09-26T11:09:22.591854] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'EMP'. [2025-09-26T11:09:22.592333] [INFO ] [FORECASTER] Starting predict_future for EMP [2025-09-26T11:09:22.620721] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:22.621706] [DEBUG] [LOCAL ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt [2025-09-26T11:09:22.621791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:22.621873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:22.621945] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:22.622048] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:22.641297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:22.642222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:22.642339] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:22.642410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:22.678118] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:22.678322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:22.678372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:22.678408] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:22.682256] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=94.26%) [2025-09-26T11:09:22.682605] [INFO ] [FORECASTER] Completed predict_future for EMP [2025-09-26T11:09:22.682846] [INFO ] [sig ] EMP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:22.843317] [INFO ] [LOCAL ] Saved forecast: EMP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EMP.txt [2025-09-26T11:09:22.843621] [INFO ] [sig ] [561/2043] Completed EMP in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:22.843726] [INFO ] [sig ] [562/2043] Forecasting EMR... [2025-09-26T11:09:22.843797] [INFO ] [sig ] Generating forecast for: EMR [2025-09-26T11:09:22.843869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'. [2025-09-26T11:09:22.854976] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'EMR'. [2025-09-26T11:09:22.855376] [INFO ] [FORECASTER] Starting predict_future for EMR [2025-09-26T11:09:22.883052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:22.883991] [DEBUG] [LOCAL ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt [2025-09-26T11:09:22.884075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:22.884150] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:22.884221] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:22.884325] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:22.903940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:22.904673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:22.904791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:22.904864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:22.944916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:22.945095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:22.945143] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:22.945179] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:22.949260] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=68.09%) [2025-09-26T11:09:22.949565] [INFO ] [FORECASTER] Completed predict_future for EMR [2025-09-26T11:09:22.949771] [INFO ] [sig ] EMR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:23.101786] [INFO ] [LOCAL ] Saved forecast: EMR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EMR.txt [2025-09-26T11:09:23.102073] [INFO ] [sig ] [562/2043] Completed EMR in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:23.102155] [INFO ] [sig ] [563/2043] Forecasting ENB... [2025-09-26T11:09:23.102228] [INFO ] [sig ] Generating forecast for: ENB [2025-09-26T11:09:23.102302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-09-26T11:09:23.113012] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENB'. [2025-09-26T11:09:23.113430] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-09-26T11:09:23.141279] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:23.142338] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-09-26T11:09:23.142420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:23.142496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:23.142582] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:23.142778] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:23.161325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:23.162088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:23.162202] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:23.162290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:23.204831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:23.205051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:23.205103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:23.205141] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:23.209488] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=35.40%) [2025-09-26T11:09:23.209927] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-09-26T11:09:23.210107] [INFO ] [sig ] ENB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:23.370663] [INFO ] [LOCAL ] Saved forecast: ENB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ENB.txt [2025-09-26T11:09:23.371048] [INFO ] [sig ] [563/2043] Completed ENB in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:23.371137] [INFO ] [sig ] [564/2043] Forecasting ENFY... [2025-09-26T11:09:23.371223] [INFO ] [sig ] Generating forecast for: ENFY [2025-09-26T11:09:23.371310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENFY' from 'https://tdm.silogroup.org/data/derivative_storage/ENFY.csv'. [2025-09-26T11:09:23.389908] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENFY'. [2025-09-26T11:09:23.391442] [INFO ] [FORECASTER] Starting predict_future for ENFY [2025-09-26T11:09:23.423622] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:23.425023] [DEBUG] [LOCAL ] No optimal features file found for ENFY: ./output/feature-sets/ENFY.txt [2025-09-26T11:09:23.425112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:23.425186] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:23.425257] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:23.425358] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:23.444370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:23.445285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:23.445413] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:23.445488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:23.485252] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:23.485412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:23.485460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:23.485496] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:23.489236] [DEBUG] [FORECASTER] ENFY: Forecast T+1@11:T+2@11: DOWN (p=14.96%) [2025-09-26T11:09:23.489581] [INFO ] [FORECASTER] Completed predict_future for ENFY [2025-09-26T11:09:23.489786] [INFO ] [sig ] ENFY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:23.647439] [INFO ] [LOCAL ] Saved forecast: ENFY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ENFY.txt [2025-09-26T11:09:23.647778] [INFO ] [sig ] [564/2043] Completed ENFY in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:23.647865] [INFO ] [sig ] [565/2043] Forecasting ENIC... [2025-09-26T11:09:23.647937] [INFO ] [sig ] Generating forecast for: ENIC [2025-09-26T11:09:23.648011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-09-26T11:09:23.666055] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENIC'. [2025-09-26T11:09:23.666561] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-09-26T11:09:23.699871] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:23.700841] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-09-26T11:09:23.700925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:23.701016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:23.701088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:23.701191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:23.719850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:23.720895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:23.721017] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:23.721090] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:23.766626] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:23.766920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:23.767015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:23.767092] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:23.772337] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=91.06%) [2025-09-26T11:09:23.772822] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-09-26T11:09:23.773037] [INFO ] [sig ] ENIC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:23.930757] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ENIC.txt [2025-09-26T11:09:23.931048] [INFO ] [sig ] [565/2043] Completed ENIC in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:23.931127] [INFO ] [sig ] [566/2043] Forecasting ENO... [2025-09-26T11:09:23.931198] [INFO ] [sig ] Generating forecast for: ENO [2025-09-26T11:09:23.931272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'. [2025-09-26T11:09:23.941621] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENO'. [2025-09-26T11:09:23.942105] [INFO ] [FORECASTER] Starting predict_future for ENO [2025-09-26T11:09:23.968968] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:23.969886] [DEBUG] [LOCAL ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt [2025-09-26T11:09:23.969963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:23.970036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:23.970106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:23.970207] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:23.988830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:23.989761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:23.989875] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:23.989945] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:24.030324] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:24.030520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:24.030572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:24.030608] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:24.034213] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: UP (p=96.88%) [2025-09-26T11:09:24.034502] [INFO ] [FORECASTER] Completed predict_future for ENO [2025-09-26T11:09:24.034670] [INFO ] [sig ] ENO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:24.189660] [INFO ] [LOCAL ] Saved forecast: ENO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ENO.txt [2025-09-26T11:09:24.189953] [INFO ] [sig ] [566/2043] Completed ENO in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:24.190042] [INFO ] [sig ] [567/2043] Forecasting ENOV... [2025-09-26T11:09:24.190116] [INFO ] [sig ] Generating forecast for: ENOV [2025-09-26T11:09:24.190187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'. [2025-09-26T11:09:24.201225] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENOV'. [2025-09-26T11:09:24.201677] [INFO ] [FORECASTER] Starting predict_future for ENOV [2025-09-26T11:09:24.228227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:24.229241] [DEBUG] [LOCAL ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt [2025-09-26T11:09:24.229320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:24.229394] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:24.229462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:24.229562] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:24.248622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:24.249275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:24.249381] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:24.249451] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:24.290724] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:24.290868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:24.290911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:24.290943] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:24.294268] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=50.67%) [2025-09-26T11:09:24.294551] [INFO ] [FORECASTER] Completed predict_future for ENOV [2025-09-26T11:09:24.294727] [INFO ] [sig ] ENOV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:24.444720] [INFO ] [LOCAL ] Saved forecast: ENOV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ENOV.txt [2025-09-26T11:09:24.445005] [INFO ] [sig ] [567/2043] Completed ENOV in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:24.445085] [INFO ] [sig ] [568/2043] Forecasting ENS... [2025-09-26T11:09:24.445157] [INFO ] [sig ] Generating forecast for: ENS [2025-09-26T11:09:24.445231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-09-26T11:09:24.455454] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENS'. [2025-09-26T11:09:24.455818] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-09-26T11:09:24.482213] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:24.483113] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-09-26T11:09:24.483195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:24.483269] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:24.483341] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:24.483441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:24.502120] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:24.502758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:24.502867] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:24.502937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:24.544736] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:24.544976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:24.545059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:24.545112] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:24.549661] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=96.22%) [2025-09-26T11:09:24.550300] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-09-26T11:09:24.550626] [INFO ] [sig ] ENS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:24.708997] [INFO ] [LOCAL ] Saved forecast: ENS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ENS.txt [2025-09-26T11:09:24.709312] [INFO ] [sig ] [568/2043] Completed ENS in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:24.709397] [INFO ] [sig ] [569/2043] Forecasting ENVA... [2025-09-26T11:09:24.709469] [INFO ] [sig ] Generating forecast for: ENVA [2025-09-26T11:09:24.709544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-09-26T11:09:24.721364] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ENVA'. [2025-09-26T11:09:24.721716] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-09-26T11:09:24.748906] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:24.749872] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-09-26T11:09:24.749995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:24.750074] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:24.750145] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:24.750246] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:24.769437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:24.770079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:24.770186] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:24.770258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:24.808520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:24.808662] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:24.808732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:24.808770] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:24.812247] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=3.29%) [2025-09-26T11:09:24.812532] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-09-26T11:09:24.812712] [INFO ] [sig ] ENVA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:24.960639] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ENVA.txt [2025-09-26T11:09:24.960913] [INFO ] [sig ] [569/2043] Completed ENVA in 0.3s | 3.73 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:24.960990] [INFO ] [sig ] [570/2043] Forecasting EOD... [2025-09-26T11:09:24.961061] [INFO ] [sig ] Generating forecast for: EOD [2025-09-26T11:09:24.961133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-09-26T11:09:24.972861] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOD'. [2025-09-26T11:09:24.973305] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-09-26T11:09:25.000119] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:25.001229] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-09-26T11:09:25.001326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:25.001400] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:25.001490] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:25.001744] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:25.019996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:25.020763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:25.020883] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:25.020972] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:25.057424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:25.057576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:25.057620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:25.057688] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:25.061258] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=4.94%) [2025-09-26T11:09:25.061559] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-09-26T11:09:25.061785] [INFO ] [sig ] EOD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:25.209524] [INFO ] [LOCAL ] Saved forecast: EOD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EOD.txt [2025-09-26T11:09:25.209847] [INFO ] [sig ] [570/2043] Completed EOD in 0.2s | 3.74 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:25.209929] [INFO ] [sig ] [571/2043] Forecasting EOG... [2025-09-26T11:09:25.209999] [INFO ] [sig ] Generating forecast for: EOG [2025-09-26T11:09:25.210070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-09-26T11:09:25.222950] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOG'. [2025-09-26T11:09:25.223358] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-09-26T11:09:25.250817] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:25.251823] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-09-26T11:09:25.251901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:25.251972] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:25.252039] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:25.252136] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:25.271256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:25.272052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:25.272163] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:25.272231] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:25.305460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:25.305701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:25.305777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:25.305817] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:25.309781] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=65.02%) [2025-09-26T11:09:25.310095] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-09-26T11:09:25.310292] [INFO ] [sig ] EOG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:25.460254] [INFO ] [LOCAL ] Saved forecast: EOG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EOG.txt [2025-09-26T11:09:25.460573] [INFO ] [sig ] [571/2043] Completed EOG in 0.3s | 3.74 sym/s | Total: 2.5m | ETA: 6.6m [2025-09-26T11:09:25.460681] [INFO ] [sig ] [572/2043] Forecasting EOI... [2025-09-26T11:09:25.460753] [INFO ] [sig ] Generating forecast for: EOI [2025-09-26T11:09:25.460827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-09-26T11:09:25.472257] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOI'. [2025-09-26T11:09:25.472843] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-09-26T11:09:25.502893] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:25.504020] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-09-26T11:09:25.504137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:25.504254] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:25.504326] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:25.504448] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:25.525160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:25.526152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:25.526290] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:25.526363] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:25.572069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:25.572293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:25.572343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:25.572381] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:25.577719] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-09-26T11:09:25.578228] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-09-26T11:09:25.578420] [INFO ] [sig ] EOI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:25.731696] [INFO ] [LOCAL ] Saved forecast: EOI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EOI.txt [2025-09-26T11:09:25.732039] [INFO ] [sig ] [572/2043] Completed EOI in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.6m [2025-09-26T11:09:25.732119] [INFO ] [sig ] [573/2043] Forecasting EOS... [2025-09-26T11:09:25.732189] [INFO ] [sig ] Generating forecast for: EOS [2025-09-26T11:09:25.732263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-09-26T11:09:25.744044] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOS'. [2025-09-26T11:09:25.744487] [INFO ] [FORECASTER] Starting predict_future for EOS [2025-09-26T11:09:25.771522] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:25.772515] [DEBUG] [LOCAL ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt [2025-09-26T11:09:25.772613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:25.772733] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:25.772825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:25.772965] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:25.792284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:25.793140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:25.793274] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:25.793373] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:25.832811] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:25.832992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:25.833041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:25.833078] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:25.837287] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=95.47%) [2025-09-26T11:09:25.837607] [INFO ] [FORECASTER] Completed predict_future for EOS [2025-09-26T11:09:25.837809] [INFO ] [sig ] EOS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:25.986604] [INFO ] [LOCAL ] Saved forecast: EOS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EOS.txt [2025-09-26T11:09:25.987021] [INFO ] [sig ] [573/2043] Completed EOS in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.6m [2025-09-26T11:09:25.987109] [INFO ] [sig ] [574/2043] Forecasting EOT... [2025-09-26T11:09:25.987160] [INFO ] [sig ] Generating forecast for: EOT [2025-09-26T11:09:25.987202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'. [2025-09-26T11:09:25.998163] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EOT'. [2025-09-26T11:09:25.998580] [INFO ] [FORECASTER] Starting predict_future for EOT [2025-09-26T11:09:26.026969] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:26.027871] [DEBUG] [LOCAL ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt [2025-09-26T11:09:26.027953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:26.028028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:26.028098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:26.028200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:26.046949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:26.047675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:26.047787] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:26.047859] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:26.084376] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:26.084567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:26.084618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:26.084690] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:26.088571] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=45.87%) [2025-09-26T11:09:26.088909] [INFO ] [FORECASTER] Completed predict_future for EOT [2025-09-26T11:09:26.089073] [INFO ] [sig ] EOT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:26.241171] [INFO ] [LOCAL ] Saved forecast: EOT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EOT.txt [2025-09-26T11:09:26.241489] [INFO ] [sig ] [574/2043] Completed EOT in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.6m [2025-09-26T11:09:26.241573] [INFO ] [sig ] [575/2043] Forecasting EPAC... [2025-09-26T11:09:26.241666] [INFO ] [sig ] Generating forecast for: EPAC [2025-09-26T11:09:26.241743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-09-26T11:09:26.252501] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPAC'. [2025-09-26T11:09:26.252963] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-09-26T11:09:26.279623] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:26.280462] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-09-26T11:09:26.280541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:26.280613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:26.280711] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:26.280812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:26.298553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:26.299246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:26.299353] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:26.299429] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:26.341860] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:26.342032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:26.342079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:26.342117] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:26.346218] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: UP (p=82.68%) [2025-09-26T11:09:26.346552] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-09-26T11:09:26.346859] [INFO ] [sig ] EPAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:26.501914] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EPAC.txt [2025-09-26T11:09:26.502217] [INFO ] [sig ] [575/2043] Completed EPAC in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:26.502296] [INFO ] [sig ] [576/2043] Forecasting EPAM... [2025-09-26T11:09:26.502371] [INFO ] [sig ] Generating forecast for: EPAM [2025-09-26T11:09:26.502444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-09-26T11:09:26.519484] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPAM'. [2025-09-26T11:09:26.519941] [INFO ] [FORECASTER] Starting predict_future for EPAM [2025-09-26T11:09:26.546897] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:26.547819] [DEBUG] [LOCAL ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt [2025-09-26T11:09:26.547906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:26.547979] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:26.548053] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:26.548159] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:26.566547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:26.567330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:26.567445] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:26.567518] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:26.605733] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:26.605899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:26.605949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:26.605987] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:26.609718] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=25.60%) [2025-09-26T11:09:26.610025] [INFO ] [FORECASTER] Completed predict_future for EPAM [2025-09-26T11:09:26.610170] [INFO ] [sig ] EPAM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:26.770179] [INFO ] [LOCAL ] Saved forecast: EPAM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EPAM.txt [2025-09-26T11:09:26.770522] [INFO ] [sig ] [576/2043] Completed EPAM in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:26.770606] [INFO ] [sig ] [577/2043] Forecasting EPD... [2025-09-26T11:09:26.770719] [INFO ] [sig ] Generating forecast for: EPD [2025-09-26T11:09:26.770794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-09-26T11:09:26.781516] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPD'. [2025-09-26T11:09:26.782135] [INFO ] [FORECASTER] Starting predict_future for EPD [2025-09-26T11:09:26.811061] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:26.812120] [DEBUG] [LOCAL ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt [2025-09-26T11:09:26.812216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:26.812294] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:26.812378] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:26.812491] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:26.830887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:26.831787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:26.831910] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:26.831980] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:26.864565] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:26.864818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:26.864883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:26.864923] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:26.869136] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=90.87%) [2025-09-26T11:09:26.869478] [INFO ] [FORECASTER] Completed predict_future for EPD [2025-09-26T11:09:26.869667] [INFO ] [sig ] EPD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:27.031920] [INFO ] [LOCAL ] Saved forecast: EPD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EPD.txt [2025-09-26T11:09:27.032236] [INFO ] [sig ] [577/2043] Completed EPD in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:27.032345] [INFO ] [sig ] [578/2043] Forecasting EPR... [2025-09-26T11:09:27.032433] [INFO ] [sig ] Generating forecast for: EPR [2025-09-26T11:09:27.032523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'. [2025-09-26T11:09:27.043589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPR'. [2025-09-26T11:09:27.044025] [INFO ] [FORECASTER] Starting predict_future for EPR [2025-09-26T11:09:27.071983] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:27.073252] [DEBUG] [LOCAL ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt [2025-09-26T11:09:27.073326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:27.073375] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:27.073419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:27.073545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:27.092414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:27.093101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:27.093210] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:27.093281] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:27.131893] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:27.131995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:27.132037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:27.132070] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:27.135435] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: UP (p=76.81%) [2025-09-26T11:09:27.135762] [INFO ] [FORECASTER] Completed predict_future for EPR [2025-09-26T11:09:27.135929] [INFO ] [sig ] EPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:27.290961] [INFO ] [LOCAL ] Saved forecast: EPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EPR.txt [2025-09-26T11:09:27.291240] [INFO ] [sig ] [578/2043] Completed EPR in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:27.291321] [INFO ] [sig ] [579/2043] Forecasting EPRT... [2025-09-26T11:09:27.291390] [INFO ] [sig ] Generating forecast for: EPRT [2025-09-26T11:09:27.291475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-09-26T11:09:27.302011] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EPRT'. [2025-09-26T11:09:27.302534] [INFO ] [FORECASTER] Starting predict_future for EPRT [2025-09-26T11:09:27.331376] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:27.332411] [DEBUG] [LOCAL ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt [2025-09-26T11:09:27.332499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:27.332619] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:27.332716] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:27.332818] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:27.353251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:27.354232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:27.354352] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:27.354423] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:27.392848] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:27.392967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:27.393011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:27.393045] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:27.397251] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: UP (p=50.57%) [2025-09-26T11:09:27.397564] [INFO ] [FORECASTER] Completed predict_future for EPRT [2025-09-26T11:09:27.397769] [INFO ] [sig ] EPRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:27.553519] [INFO ] [LOCAL ] Saved forecast: EPRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EPRT.txt [2025-09-26T11:09:27.553815] [INFO ] [sig ] [579/2043] Completed EPRT in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:27.553899] [INFO ] [sig ] [580/2043] Forecasting EQBK... [2025-09-26T11:09:27.553971] [INFO ] [sig ] Generating forecast for: EQBK [2025-09-26T11:09:27.554046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-09-26T11:09:27.564278] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQBK'. [2025-09-26T11:09:27.564604] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-09-26T11:09:27.591363] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:27.592193] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-09-26T11:09:27.592271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:27.592345] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:27.592418] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:27.592518] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:27.611740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:27.612334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:27.612440] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:27.612512] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:27.649951] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:27.650076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:27.650118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:27.650152] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:27.653591] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=15.77%) [2025-09-26T11:09:27.653921] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-09-26T11:09:27.654086] [INFO ] [sig ] EQBK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:27.806839] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EQBK.txt [2025-09-26T11:09:27.807116] [INFO ] [sig ] [580/2043] Completed EQBK in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:27.807199] [INFO ] [sig ] [581/2043] Forecasting EQR... [2025-09-26T11:09:27.807272] [INFO ] [sig ] Generating forecast for: EQR [2025-09-26T11:09:27.807347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'. [2025-09-26T11:09:27.818731] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQR'. [2025-09-26T11:09:27.819088] [INFO ] [FORECASTER] Starting predict_future for EQR [2025-09-26T11:09:27.846755] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:27.847728] [DEBUG] [LOCAL ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt [2025-09-26T11:09:27.847824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:27.847899] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:27.847977] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:27.848080] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:27.866407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:27.867088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:27.867206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:27.867282] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:27.905486] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:27.905602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:27.905666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:27.905732] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:27.909101] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: DOWN (p=41.30%) [2025-09-26T11:09:27.909384] [INFO ] [FORECASTER] Completed predict_future for EQR [2025-09-26T11:09:27.909532] [INFO ] [sig ] EQR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:28.062570] [INFO ] [LOCAL ] Saved forecast: EQR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EQR.txt [2025-09-26T11:09:28.062846] [INFO ] [sig ] [581/2043] Completed EQR in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:28.062924] [INFO ] [sig ] [582/2043] Forecasting EQT... [2025-09-26T11:09:28.062994] [INFO ] [sig ] Generating forecast for: EQT [2025-09-26T11:09:28.063066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'. [2025-09-26T11:09:28.074580] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQT'. [2025-09-26T11:09:28.075052] [INFO ] [FORECASTER] Starting predict_future for EQT [2025-09-26T11:09:28.103738] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:28.104746] [DEBUG] [LOCAL ] No optimal features file found for EQT: ./output/feature-sets/EQT.txt [2025-09-26T11:09:28.104830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:28.104905] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:28.104972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:28.105074] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:28.131322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:28.132569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:28.132742] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:28.132834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:28.176438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:28.176663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:28.176755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:28.176793] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:28.180714] [DEBUG] [FORECASTER] EQT: Forecast T+1@11:T+2@11: DOWN (p=15.84%) [2025-09-26T11:09:28.181046] [INFO ] [FORECASTER] Completed predict_future for EQT [2025-09-26T11:09:28.181277] [INFO ] [sig ] EQT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:28.333288] [INFO ] [LOCAL ] Saved forecast: EQT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EQT.txt [2025-09-26T11:09:28.333611] [INFO ] [sig ] [582/2043] Completed EQT in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:28.333714] [INFO ] [sig ] [583/2043] Forecasting EQV... [2025-09-26T11:09:28.333785] [INFO ] [sig ] Generating forecast for: EQV [2025-09-26T11:09:28.333860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'. [2025-09-26T11:09:28.344350] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EQV'. [2025-09-26T11:09:28.344684] [INFO ] [FORECASTER] Starting predict_future for EQV [2025-09-26T11:09:28.371721] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:28.372753] [DEBUG] [LOCAL ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt [2025-09-26T11:09:28.372838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:28.372911] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:28.372985] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:28.373087] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:28.391503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:28.392450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:28.392569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:28.392639] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:28.428426] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:28.428560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:28.428604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:28.428664] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:28.432321] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: DOWN (p=41.22%) [2025-09-26T11:09:28.432630] [INFO ] [FORECASTER] Completed predict_future for EQV [2025-09-26T11:09:28.432854] [INFO ] [sig ] EQV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:28.585977] [INFO ] [LOCAL ] Saved forecast: EQV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EQV.txt [2025-09-26T11:09:28.586251] [INFO ] [sig ] [583/2043] Completed EQV in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:28.586333] [INFO ] [sig ] [584/2043] Forecasting ERJ... [2025-09-26T11:09:28.586416] [INFO ] [sig ] Generating forecast for: ERJ [2025-09-26T11:09:28.586465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'. [2025-09-26T11:09:28.600277] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ERJ'. [2025-09-26T11:09:28.600719] [INFO ] [FORECASTER] Starting predict_future for ERJ [2025-09-26T11:09:28.628200] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:28.629148] [DEBUG] [LOCAL ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt [2025-09-26T11:09:28.629229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:28.629302] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:28.629384] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:28.629506] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:28.648799] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:28.649518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:28.649635] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:28.649746] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:28.688160] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:28.688388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:28.688455] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:28.688493] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:28.692126] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: DOWN (p=0.94%) [2025-09-26T11:09:28.692439] [INFO ] [FORECASTER] Completed predict_future for ERJ [2025-09-26T11:09:28.692610] [INFO ] [sig ] ERJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:28.847349] [INFO ] [LOCAL ] Saved forecast: ERJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ERJ.txt [2025-09-26T11:09:28.847964] [INFO ] [sig ] [584/2043] Completed ERJ in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:28.848053] [INFO ] [sig ] [585/2043] Forecasting ERO... [2025-09-26T11:09:28.848127] [INFO ] [sig ] Generating forecast for: ERO [2025-09-26T11:09:28.848190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-09-26T11:09:28.860016] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ERO'. [2025-09-26T11:09:28.860374] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-09-26T11:09:28.888434] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:28.889514] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-09-26T11:09:28.889595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:28.889695] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:28.889745] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:28.889854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:28.908770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:28.909613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:28.909751] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:28.909836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:28.950094] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:28.950295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:28.950344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:28.950381] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:28.954316] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=60.43%) [2025-09-26T11:09:28.954627] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-09-26T11:09:28.954826] [INFO ] [sig ] ERO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:29.111313] [INFO ] [LOCAL ] Saved forecast: ERO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ERO.txt [2025-09-26T11:09:29.111626] [INFO ] [sig ] [585/2043] Completed ERO in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:29.111729] [INFO ] [sig ] [586/2043] Forecasting ES... [2025-09-26T11:09:29.111798] [INFO ] [sig ] Generating forecast for: ES [2025-09-26T11:09:29.111869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-09-26T11:09:29.122596] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ES'. [2025-09-26T11:09:29.123072] [INFO ] [FORECASTER] Starting predict_future for ES [2025-09-26T11:09:29.152169] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:29.153256] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-09-26T11:09:29.153354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:29.153498] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:29.153586] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:29.153736] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:29.174363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:29.175387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:29.175513] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:29.175584] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:29.214167] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:29.214374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:29.214427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:29.214463] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:29.218619] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=15.29%) [2025-09-26T11:09:29.219019] [INFO ] [FORECASTER] Completed predict_future for ES [2025-09-26T11:09:29.219296] [INFO ] [sig ] ES: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:29.378236] [INFO ] [LOCAL ] Saved forecast: ES 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ES.txt [2025-09-26T11:09:29.378580] [INFO ] [sig ] [586/2043] Completed ES in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:29.378690] [INFO ] [sig ] [587/2043] Forecasting ESAB... [2025-09-26T11:09:29.378762] [INFO ] [sig ] Generating forecast for: ESAB [2025-09-26T11:09:29.378836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-09-26T11:09:29.389959] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESAB'. [2025-09-26T11:09:29.390378] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-09-26T11:09:29.417126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:29.418057] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-09-26T11:09:29.418137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:29.418212] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:29.418281] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:29.418382] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:29.438109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:29.438803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:29.438913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:29.438988] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:29.477998] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:29.478212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:29.478293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:29.478346] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:29.482687] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=17.96%) [2025-09-26T11:09:29.483033] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-09-26T11:09:29.483190] [INFO ] [sig ] ESAB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:29.635148] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ESAB.txt [2025-09-26T11:09:29.635434] [INFO ] [sig ] [587/2043] Completed ESAB in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:29.635513] [INFO ] [sig ] [588/2043] Forecasting ESE... [2025-09-26T11:09:29.635583] [INFO ] [sig ] Generating forecast for: ESE [2025-09-26T11:09:29.635680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-09-26T11:09:29.646003] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESE'. [2025-09-26T11:09:29.646376] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-09-26T11:09:29.672675] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:29.673549] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-09-26T11:09:29.673630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:29.673741] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:29.673825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:29.673930] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:29.692093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:29.692791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:29.692901] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:29.692971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:29.730624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:29.730801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:29.730849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:29.730886] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:29.734453] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=9.33%) [2025-09-26T11:09:29.734797] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-09-26T11:09:29.734951] [INFO ] [sig ] ESE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:29.881918] [INFO ] [LOCAL ] Saved forecast: ESE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ESE.txt [2025-09-26T11:09:29.882206] [INFO ] [sig ] [588/2043] Completed ESE in 0.2s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:29.882285] [INFO ] [sig ] [589/2043] Forecasting ESI... [2025-09-26T11:09:29.882356] [INFO ] [sig ] Generating forecast for: ESI [2025-09-26T11:09:29.882430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-09-26T11:09:29.893664] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESI'. [2025-09-26T11:09:29.894043] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-09-26T11:09:29.920398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:29.921286] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-09-26T11:09:29.921367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:29.921442] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:29.921511] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:29.921612] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:29.939925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:29.940675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:29.940791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:29.940864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:29.980709] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:29.980922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:29.981022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:29.981075] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:29.985103] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: UP (p=79.41%) [2025-09-26T11:09:29.985461] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-09-26T11:09:29.985623] [INFO ] [sig ] ESI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:30.134084] [INFO ] [LOCAL ] Saved forecast: ESI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ESI.txt [2025-09-26T11:09:30.134548] [INFO ] [sig ] [589/2043] Completed ESI in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:30.134636] [INFO ] [sig ] [590/2043] Forecasting ESNT... [2025-09-26T11:09:30.134774] [INFO ] [sig ] Generating forecast for: ESNT [2025-09-26T11:09:30.134847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'. [2025-09-26T11:09:30.145386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESNT'. [2025-09-26T11:09:30.145761] [INFO ] [FORECASTER] Starting predict_future for ESNT [2025-09-26T11:09:30.174429] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:30.175420] [DEBUG] [LOCAL ] No optimal features file found for ESNT: ./output/feature-sets/ESNT.txt [2025-09-26T11:09:30.175503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:30.175579] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:30.175687] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:30.175866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:30.195790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:30.196943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:30.197075] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:30.197160] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:30.235213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:30.235419] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:30.235466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:30.235500] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:30.239292] [DEBUG] [FORECASTER] ESNT: Forecast T+1@11:T+2@11: DOWN (p=13.49%) [2025-09-26T11:09:30.239636] [INFO ] [FORECASTER] Completed predict_future for ESNT [2025-09-26T11:09:30.239859] [INFO ] [sig ] ESNT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:30.387606] [INFO ] [LOCAL ] Saved forecast: ESNT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ESNT.txt [2025-09-26T11:09:30.387906] [INFO ] [sig ] [590/2043] Completed ESNT in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:30.387991] [INFO ] [sig ] [591/2043] Forecasting ESRT... [2025-09-26T11:09:30.388072] [INFO ] [sig ] Generating forecast for: ESRT [2025-09-26T11:09:30.388156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'. [2025-09-26T11:09:30.400325] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESRT'. [2025-09-26T11:09:30.400784] [INFO ] [FORECASTER] Starting predict_future for ESRT [2025-09-26T11:09:30.432150] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:30.433222] [DEBUG] [LOCAL ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt [2025-09-26T11:09:30.433306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:30.433411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:30.433481] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:30.433583] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:30.455700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:30.456579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:30.456722] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:30.456795] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:30.494597] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:30.494804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:30.494877] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:30.494915] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:30.498571] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: DOWN (p=0.69%) [2025-09-26T11:09:30.498964] [INFO ] [FORECASTER] Completed predict_future for ESRT [2025-09-26T11:09:30.499140] [INFO ] [sig ] ESRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:30.664807] [INFO ] [LOCAL ] Saved forecast: ESRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ESRT.txt [2025-09-26T11:09:30.665158] [INFO ] [sig ] [591/2043] Completed ESRT in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:30.665258] [INFO ] [sig ] [592/2043] Forecasting ESS... [2025-09-26T11:09:30.665359] [INFO ] [sig ] Generating forecast for: ESS [2025-09-26T11:09:30.665462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'. [2025-09-26T11:09:30.676131] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESS'. [2025-09-26T11:09:30.676543] [INFO ] [FORECASTER] Starting predict_future for ESS [2025-09-26T11:09:30.703177] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:30.704334] [DEBUG] [LOCAL ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt [2025-09-26T11:09:30.704438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:30.704534] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:30.704623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:30.704782] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:30.723503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:30.724573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:30.724751] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:30.724840] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:30.765187] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:30.765413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:30.765479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:30.765520] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:30.769428] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: DOWN (p=42.92%) [2025-09-26T11:09:30.769774] [INFO ] [FORECASTER] Completed predict_future for ESS [2025-09-26T11:09:30.769936] [INFO ] [sig ] ESS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:30.921439] [INFO ] [LOCAL ] Saved forecast: ESS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ESS.txt [2025-09-26T11:09:30.921741] [INFO ] [sig ] [592/2043] Completed ESS in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:30.921822] [INFO ] [sig ] [593/2043] Forecasting ESTC... [2025-09-26T11:09:30.921889] [INFO ] [sig ] Generating forecast for: ESTC [2025-09-26T11:09:30.921958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-09-26T11:09:30.931716] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ESTC'. [2025-09-26T11:09:30.932031] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-09-26T11:09:30.957681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:30.958584] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-09-26T11:09:30.958688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:30.958761] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:30.958843] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:30.958943] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:30.977206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:30.977920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:30.978026] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:30.978095] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:31.011069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:31.011220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:31.011265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:31.011299] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:31.015002] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=16.62%) [2025-09-26T11:09:31.015285] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-09-26T11:09:31.015455] [INFO ] [sig ] ESTC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:31.166229] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ESTC.txt [2025-09-26T11:09:31.166534] [INFO ] [sig ] [593/2043] Completed ESTC in 0.2s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:31.166613] [INFO ] [sig ] [594/2043] Forecasting ET... [2025-09-26T11:09:31.166706] [INFO ] [sig ] Generating forecast for: ET [2025-09-26T11:09:31.166778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-09-26T11:09:31.177190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ET'. [2025-09-26T11:09:31.177549] [INFO ] [FORECASTER] Starting predict_future for ET [2025-09-26T11:09:31.204337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:31.205233] [DEBUG] [LOCAL ] No optimal features file found for ET: ./output/feature-sets/ET.txt [2025-09-26T11:09:31.205313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:31.205385] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:31.205471] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:31.205596] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:31.224217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:31.225176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:31.225287] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:31.225370] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:31.264626] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:31.264880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:31.264935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:31.264972] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:31.269049] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: UP (p=65.76%) [2025-09-26T11:09:31.269372] [INFO ] [FORECASTER] Completed predict_future for ET [2025-09-26T11:09:31.269530] [INFO ] [sig ] ET: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:31.430707] [INFO ] [LOCAL ] Saved forecast: ET 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ET.txt [2025-09-26T11:09:31.431422] [INFO ] [sig ] [594/2043] Completed ET in 0.3s | 3.74 sym/s | Total: 2.6m | ETA: 6.5m [2025-09-26T11:09:31.431512] [INFO ] [sig ] [595/2043] Forecasting ETD... [2025-09-26T11:09:31.431599] [INFO ] [sig ] Generating forecast for: ETD [2025-09-26T11:09:31.431714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-09-26T11:09:31.443075] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETD'. [2025-09-26T11:09:31.443520] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-09-26T11:09:31.470619] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:31.471546] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-09-26T11:09:31.471628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:31.471725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:31.471809] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:31.472012] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:31.490893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:31.491737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:31.491855] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:31.491941] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:31.530362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:31.530698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:31.530781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:31.530821] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:31.535488] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=95.40%) [2025-09-26T11:09:31.535915] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-09-26T11:09:31.536129] [INFO ] [sig ] ETD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:31.693386] [INFO ] [LOCAL ] Saved forecast: ETD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ETD.txt [2025-09-26T11:09:31.693876] [INFO ] [sig ] [595/2043] Completed ETD in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.5m [2025-09-26T11:09:31.693968] [INFO ] [sig ] [596/2043] Forecasting ETG... [2025-09-26T11:09:31.694055] [INFO ] [sig ] Generating forecast for: ETG [2025-09-26T11:09:31.694144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-09-26T11:09:31.704909] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETG'. [2025-09-26T11:09:31.705395] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-09-26T11:09:31.732320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:31.733277] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-09-26T11:09:31.733359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:31.733434] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:31.733506] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:31.733612] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:31.751812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:31.752694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:31.752819] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:31.752891] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:31.790183] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:31.790413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:31.790467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:31.790503] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:31.796219] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=58.44%) [2025-09-26T11:09:31.796785] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-09-26T11:09:31.797020] [INFO ] [sig ] ETG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:31.958852] [INFO ] [LOCAL ] Saved forecast: ETG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ETG.txt [2025-09-26T11:09:31.959225] [INFO ] [sig ] [596/2043] Completed ETG in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:31.959311] [INFO ] [sig ] [597/2043] Forecasting ETJ... [2025-09-26T11:09:31.959395] [INFO ] [sig ] Generating forecast for: ETJ [2025-09-26T11:09:31.959482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-09-26T11:09:31.971629] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETJ'. [2025-09-26T11:09:31.972129] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-09-26T11:09:31.999120] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:32.000011] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-09-26T11:09:32.000089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:32.000164] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:32.000234] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:32.000332] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:32.018009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:32.018806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:32.018919] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:32.018989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:32.053616] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:32.053792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:32.053842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:32.053877] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:32.057451] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=81.29%) [2025-09-26T11:09:32.057787] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-09-26T11:09:32.057953] [INFO ] [sig ] ETJ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:32.202523] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ETJ.txt [2025-09-26T11:09:32.202851] [INFO ] [sig ] [597/2043] Completed ETJ in 0.2s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:32.202935] [INFO ] [sig ] [598/2043] Forecasting ETN... [2025-09-26T11:09:32.203005] [INFO ] [sig ] Generating forecast for: ETN [2025-09-26T11:09:32.203077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-09-26T11:09:32.213169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETN'. [2025-09-26T11:09:32.213516] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-09-26T11:09:32.239120] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:32.240101] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-09-26T11:09:32.240188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:32.240261] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:32.240330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:32.240428] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:32.258176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:32.258873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:32.258982] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:32.259052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:32.295842] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:32.295990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:32.296082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:32.296137] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:32.299548] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=85.67%) [2025-09-26T11:09:32.299894] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-09-26T11:09:32.300052] [INFO ] [sig ] ETN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:32.445589] [INFO ] [LOCAL ] Saved forecast: ETN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ETN.txt [2025-09-26T11:09:32.445934] [INFO ] [sig ] [598/2043] Completed ETN in 0.2s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:32.446015] [INFO ] [sig ] [599/2043] Forecasting ETO... [2025-09-26T11:09:32.446086] [INFO ] [sig ] Generating forecast for: ETO [2025-09-26T11:09:32.446158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-09-26T11:09:32.456313] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETO'. [2025-09-26T11:09:32.456691] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-09-26T11:09:32.482394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:32.483212] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-09-26T11:09:32.483289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:32.483362] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:32.483430] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:32.483526] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:32.501186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:32.501807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:32.501911] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:32.501980] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:32.536744] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:32.536974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:32.537027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:32.537062] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:32.540637] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-09-26T11:09:32.540970] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-09-26T11:09:32.541122] [INFO ] [sig ] ETO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:32.686543] [INFO ] [LOCAL ] Saved forecast: ETO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ETO.txt [2025-09-26T11:09:32.686899] [INFO ] [sig ] [599/2043] Completed ETO in 0.2s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:32.686982] [INFO ] [sig ] [600/2043] Forecasting ETW... [2025-09-26T11:09:32.687059] [INFO ] [sig ] Generating forecast for: ETW [2025-09-26T11:09:32.687134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-09-26T11:09:32.697429] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETW'. [2025-09-26T11:09:32.697793] [INFO ] [FORECASTER] Starting predict_future for ETW [2025-09-26T11:09:32.723185] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:32.724024] [DEBUG] [LOCAL ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt [2025-09-26T11:09:32.724101] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:32.724173] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:32.724239] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:32.724438] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:32.742228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:32.742962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:32.743070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:32.743138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:32.780321] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:32.780471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:32.780516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:32.780550] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:32.783957] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: DOWN (p=28.31%) [2025-09-26T11:09:32.784240] [INFO ] [FORECASTER] Completed predict_future for ETW [2025-09-26T11:09:32.784383] [INFO ] [sig ] ETW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:32.932728] [INFO ] [LOCAL ] Saved forecast: ETW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ETW.txt [2025-09-26T11:09:32.933036] [INFO ] [sig ] [600/2043] Completed ETW in 0.2s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:32.933116] [INFO ] [sig ] [601/2043] Forecasting ETX... [2025-09-26T11:09:32.933167] [INFO ] [sig ] Generating forecast for: ETX [2025-09-26T11:09:32.933211] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'. [2025-09-26T11:09:32.943640] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETX'. [2025-09-26T11:09:32.944030] [INFO ] [FORECASTER] Starting predict_future for ETX [2025-09-26T11:09:32.970859] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:32.971783] [DEBUG] [LOCAL ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt [2025-09-26T11:09:32.971864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:32.971938] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:32.972008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:32.972107] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:32.990091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:32.990869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:32.990985] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:32.991053] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:33.028325] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:33.028565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:33.028626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:33.028703] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:33.032534] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: DOWN (p=33.29%) [2025-09-26T11:09:33.032873] [INFO ] [FORECASTER] Completed predict_future for ETX [2025-09-26T11:09:33.033042] [INFO ] [sig ] ETX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:33.185550] [INFO ] [LOCAL ] Saved forecast: ETX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ETX.txt [2025-09-26T11:09:33.186021] [INFO ] [sig ] [601/2043] Completed ETX in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:33.186110] [INFO ] [sig ] [602/2043] Forecasting ETY... [2025-09-26T11:09:33.186179] [INFO ] [sig ] Generating forecast for: ETY [2025-09-26T11:09:33.186251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-09-26T11:09:33.196852] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ETY'. [2025-09-26T11:09:33.197232] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-09-26T11:09:33.223883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:33.224812] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-09-26T11:09:33.224891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:33.224982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:33.225066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:33.225195] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:33.244098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:33.244905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:33.245023] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:33.245108] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:33.282112] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:33.282312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:33.282361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:33.282397] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:33.286177] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: DOWN (p=36.00%) [2025-09-26T11:09:33.286469] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-09-26T11:09:33.286627] [INFO ] [sig ] ETY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:33.442806] [INFO ] [LOCAL ] Saved forecast: ETY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ETY.txt [2025-09-26T11:09:33.443119] [INFO ] [sig ] [602/2043] Completed ETY in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:33.443214] [INFO ] [sig ] [603/2043] Forecasting EVC... [2025-09-26T11:09:33.443297] [INFO ] [sig ] Generating forecast for: EVC [2025-09-26T11:09:33.443383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-09-26T11:09:33.455015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVC'. [2025-09-26T11:09:33.455427] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-09-26T11:09:33.481961] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:33.482904] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-09-26T11:09:33.482984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:33.483058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:33.483143] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:33.483367] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:33.501894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:33.502742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:33.502881] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:33.502988] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:33.542890] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:33.543069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:33.543118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:33.543154] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:33.547004] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=27.04%) [2025-09-26T11:09:33.547313] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-09-26T11:09:33.547472] [INFO ] [sig ] EVC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:33.698391] [INFO ] [LOCAL ] Saved forecast: EVC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EVC.txt [2025-09-26T11:09:33.698728] [INFO ] [sig ] [603/2043] Completed EVC in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:33.698840] [INFO ] [sig ] [604/2043] Forecasting EVEX... [2025-09-26T11:09:33.698927] [INFO ] [sig ] Generating forecast for: EVEX [2025-09-26T11:09:33.699001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-09-26T11:09:33.709280] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVEX'. [2025-09-26T11:09:33.709667] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-09-26T11:09:33.736852] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:33.737850] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-09-26T11:09:33.737931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:33.738003] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:33.738087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:33.738202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:33.756748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:33.757606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:33.757737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:33.757820] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:33.797050] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:33.797255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:33.797305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:33.797342] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:33.801181] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=98.59%) [2025-09-26T11:09:33.801488] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-09-26T11:09:33.801640] [INFO ] [sig ] EVEX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:33.957707] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EVEX.txt [2025-09-26T11:09:33.958006] [INFO ] [sig ] [604/2043] Completed EVEX in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:33.958107] [INFO ] [sig ] [605/2043] Forecasting EVF... [2025-09-26T11:09:33.958192] [INFO ] [sig ] Generating forecast for: EVF [2025-09-26T11:09:33.958280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-09-26T11:09:33.968027] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVF'. [2025-09-26T11:09:33.968391] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-09-26T11:09:33.994138] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:33.995125] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-09-26T11:09:33.995207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:33.995296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:33.995381] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:33.995495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:34.013969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:34.014758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:34.014867] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:34.014951] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:34.048616] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:34.048789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:34.048839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:34.048891] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:34.052402] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=94.96%) [2025-09-26T11:09:34.052728] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-09-26T11:09:34.052890] [INFO ] [sig ] EVF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:34.200297] [INFO ] [LOCAL ] Saved forecast: EVF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EVF.txt [2025-09-26T11:09:34.200579] [INFO ] [sig ] [605/2043] Completed EVF in 0.2s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:34.200709] [INFO ] [sig ] [606/2043] Forecasting EVG... [2025-09-26T11:09:34.200785] [INFO ] [sig ] Generating forecast for: EVG [2025-09-26T11:09:34.200870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-09-26T11:09:34.210746] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVG'. [2025-09-26T11:09:34.211100] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-09-26T11:09:34.236753] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:34.237601] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-09-26T11:09:34.237705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:34.237778] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:34.237845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:34.237953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:34.255673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:34.256323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:34.256432] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:34.256500] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:34.293487] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:34.293629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:34.293712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:34.293764] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:34.297145] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=2.04%) [2025-09-26T11:09:34.297449] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-09-26T11:09:34.297606] [INFO ] [sig ] EVG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:34.445404] [INFO ] [LOCAL ] Saved forecast: EVG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EVG.txt [2025-09-26T11:09:34.445819] [INFO ] [sig ] [606/2043] Completed EVG in 0.2s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:34.445907] [INFO ] [sig ] [607/2043] Forecasting EVH... [2025-09-26T11:09:34.445981] [INFO ] [sig ] Generating forecast for: EVH [2025-09-26T11:09:34.446056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-09-26T11:09:34.457326] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVH'. [2025-09-26T11:09:34.457790] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-09-26T11:09:34.483868] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:34.484745] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-09-26T11:09:34.484827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:34.484901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:34.484972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:34.485075] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:34.504053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:34.504687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:34.504838] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:34.504911] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:34.549026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:34.549128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:34.549169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:34.549202] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:34.552436] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=99.42%) [2025-09-26T11:09:34.552912] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-09-26T11:09:34.553077] [INFO ] [sig ] EVH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:34.706316] [INFO ] [LOCAL ] Saved forecast: EVH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EVH.txt [2025-09-26T11:09:34.706711] [INFO ] [sig ] [607/2043] Completed EVH in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:34.706796] [INFO ] [sig ] [608/2043] Forecasting EVR... [2025-09-26T11:09:34.706898] [INFO ] [sig ] Generating forecast for: EVR [2025-09-26T11:09:34.706972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'. [2025-09-26T11:09:34.717884] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'EVR'. [2025-09-26T11:09:34.718261] [INFO ] [FORECASTER] Starting predict_future for EVR [2025-09-26T11:09:34.744432] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:34.745228] [DEBUG] [LOCAL ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt [2025-09-26T11:09:34.745308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:34.745384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:34.745455] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:34.745560] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:34.763402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:34.764085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:34.764199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:34.764270] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:34.808427] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:34.808534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:34.808576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:34.808609] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:34.812010] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-09-26T11:09:34.812319] [INFO ] [FORECASTER] Completed predict_future for EVR [2025-09-26T11:09:34.812469] [INFO ] [sig ] EVR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:34.983897] [INFO ] [LOCAL ] Saved forecast: EVR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EVR.txt [2025-09-26T11:09:34.984278] [INFO ] [sig ] [608/2043] Completed EVR in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:34.984363] [INFO ] [sig ] [609/2043] Forecasting EVTC... [2025-09-26T11:09:34.984438] [INFO ] [sig ] Generating forecast for: EVTC [2025-09-26T11:09:34.984514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-09-26T11:09:34.995530] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVTC'. [2025-09-26T11:09:34.995894] [INFO ] [FORECASTER] Starting predict_future for EVTC [2025-09-26T11:09:35.022887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:35.023797] [DEBUG] [LOCAL ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt [2025-09-26T11:09:35.023877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:35.023963] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:35.024040] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:35.024146] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:35.043257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:35.043972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:35.044092] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:35.044166] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:35.091910] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:35.092012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:35.092053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:35.092086] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:35.095378] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=24.95%) [2025-09-26T11:09:35.095686] [INFO ] [FORECASTER] Completed predict_future for EVTC [2025-09-26T11:09:35.095874] [INFO ] [sig ] EVTC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:35.255680] [INFO ] [LOCAL ] Saved forecast: EVTC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EVTC.txt [2025-09-26T11:09:35.256084] [INFO ] [sig ] [609/2043] Completed EVTC in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:35.256170] [INFO ] [sig ] [610/2043] Forecasting EVTL... [2025-09-26T11:09:35.256244] [INFO ] [sig ] Generating forecast for: EVTL [2025-09-26T11:09:35.256322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-09-26T11:09:35.267447] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EVTL'. [2025-09-26T11:09:35.267826] [INFO ] [FORECASTER] Starting predict_future for EVTL [2025-09-26T11:09:35.295451] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:35.296403] [DEBUG] [LOCAL ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt [2025-09-26T11:09:35.296488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:35.296581] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:35.296691] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:35.296808] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:35.316224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:35.317241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:35.317368] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:35.317456] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:35.376872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:35.377172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:35.377228] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:35.377263] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:35.381685] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=97.98%) [2025-09-26T11:09:35.382084] [INFO ] [FORECASTER] Completed predict_future for EVTL [2025-09-26T11:09:35.382265] [INFO ] [sig ] EVTL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:35.541047] [INFO ] [LOCAL ] Saved forecast: EVTL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EVTL.txt [2025-09-26T11:09:35.541425] [INFO ] [sig ] [610/2043] Completed EVTL in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:35.541550] [INFO ] [sig ] [611/2043] Forecasting EVTR... [2025-09-26T11:09:35.541636] [INFO ] [sig ] Generating forecast for: EVTR [2025-09-26T11:09:35.541740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'. [2025-09-26T11:09:35.553097] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'EVTR'. [2025-09-26T11:09:35.553498] [INFO ] [FORECASTER] Starting predict_future for EVTR [2025-09-26T11:09:35.580219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:35.581204] [DEBUG] [LOCAL ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt [2025-09-26T11:09:35.581295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:35.581388] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:35.581461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:35.581670] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:35.600779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:35.601430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:35.601552] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:35.601625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:35.649565] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:35.649848] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:35.649921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:35.649959] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:35.653535] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: DOWN (p=24.39%) [2025-09-26T11:09:35.653872] [INFO ] [FORECASTER] Completed predict_future for EVTR [2025-09-26T11:09:35.654038] [INFO ] [sig ] EVTR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:35.805666] [INFO ] [LOCAL ] Saved forecast: EVTR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EVTR.txt [2025-09-26T11:09:35.806042] [INFO ] [sig ] [611/2043] Completed EVTR in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:35.806124] [INFO ] [sig ] [612/2043] Forecasting EXG... [2025-09-26T11:09:35.806197] [INFO ] [sig ] Generating forecast for: EXG [2025-09-26T11:09:35.806271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-09-26T11:09:35.817632] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXG'. [2025-09-26T11:09:35.818023] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-09-26T11:09:35.844396] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:35.845356] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-09-26T11:09:35.845447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:35.845525] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:35.845597] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:35.845727] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:35.864818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:35.865908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:35.866048] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:35.866137] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:35.914633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:35.914950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:35.915029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:35.915103] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:35.920316] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: DOWN (p=32.66%) [2025-09-26T11:09:35.920910] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-09-26T11:09:35.921147] [INFO ] [sig ] EXG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:36.076136] [INFO ] [LOCAL ] Saved forecast: EXG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/EXG.txt [2025-09-26T11:09:36.076471] [INFO ] [sig ] [612/2043] Completed EXG in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:36.076585] [INFO ] [sig ] [613/2043] Forecasting EXK... [2025-09-26T11:09:36.076700] [INFO ] [sig ] Generating forecast for: EXK [2025-09-26T11:09:36.076793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-09-26T11:09:36.088370] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXK'. [2025-09-26T11:09:36.088747] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-09-26T11:09:36.115569] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:36.116625] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-09-26T11:09:36.116733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:36.116836] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:36.116926] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:36.117066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:36.137043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:36.138310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:36.138440] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:36.138528] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:36.188953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:36.189227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:36.189281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:36.189316] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:36.193535] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: UP (p=98.47%) [2025-09-26T11:09:36.193901] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-09-26T11:09:36.194091] [INFO ] [sig ] EXK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:36.344962] [INFO ] [LOCAL ] Saved forecast: EXK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EXK.txt [2025-09-26T11:09:36.345445] [INFO ] [sig ] [613/2043] Completed EXK in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:36.345536] [INFO ] [sig ] [614/2043] Forecasting EXR... [2025-09-26T11:09:36.345624] [INFO ] [sig ] Generating forecast for: EXR [2025-09-26T11:09:36.345742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'. [2025-09-26T11:09:36.357975] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'EXR'. [2025-09-26T11:09:36.358528] [INFO ] [FORECASTER] Starting predict_future for EXR [2025-09-26T11:09:36.385042] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:36.385962] [DEBUG] [LOCAL ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt [2025-09-26T11:09:36.386045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:36.386121] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:36.386191] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:36.386293] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:36.404132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:36.404830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:36.404949] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:36.405021] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:36.450518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:36.450770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:36.450840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:36.450877] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:36.455395] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: UP (p=92.48%) [2025-09-26T11:09:36.455795] [INFO ] [FORECASTER] Completed predict_future for EXR [2025-09-26T11:09:36.455982] [INFO ] [sig ] EXR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:36.608071] [INFO ] [LOCAL ] Saved forecast: EXR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/EXR.txt [2025-09-26T11:09:36.608548] [INFO ] [sig ] [614/2043] Completed EXR in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:36.608635] [INFO ] [sig ] [615/2043] Forecasting F... [2025-09-26T11:09:36.608734] [INFO ] [sig ] Generating forecast for: F [2025-09-26T11:09:36.608812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-09-26T11:09:36.621306] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'F'. [2025-09-26T11:09:36.621784] [INFO ] [FORECASTER] Starting predict_future for F [2025-09-26T11:09:36.653455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:36.654556] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-09-26T11:09:36.654669] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:36.654751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:36.654824] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:36.654928] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:36.674769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:36.676091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:36.676240] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:36.676310] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:36.718599] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:36.718859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:36.718916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:36.718952] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:36.722896] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=33.52%) [2025-09-26T11:09:36.723307] [INFO ] [FORECASTER] Completed predict_future for F [2025-09-26T11:09:36.723482] [INFO ] [sig ] F: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:36.892016] [INFO ] [LOCAL ] Saved forecast: F 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/F.txt [2025-09-26T11:09:36.892807] [INFO ] [sig ] [615/2043] Completed F in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:36.892899] [INFO ] [sig ] [616/2043] Forecasting FAF... [2025-09-26T11:09:36.892975] [INFO ] [sig ] Generating forecast for: FAF [2025-09-26T11:09:36.893053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-09-26T11:09:36.905086] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FAF'. [2025-09-26T11:09:36.905575] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-09-26T11:09:36.932707] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:36.933638] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-09-26T11:09:36.933749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:36.933829] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:36.933920] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:36.934047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:36.952873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:36.954256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:36.954401] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:36.954482] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:37.007245] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:37.007545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:37.007601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:37.007636] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:37.012218] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=3.33%) [2025-09-26T11:09:37.012685] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-09-26T11:09:37.012897] [INFO ] [sig ] FAF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:37.159351] [INFO ] [LOCAL ] Saved forecast: FAF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FAF.txt [2025-09-26T11:09:37.159750] [INFO ] [sig ] [616/2043] Completed FAF in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.4m [2025-09-26T11:09:37.159864] [INFO ] [sig ] [617/2043] Forecasting FBIN... [2025-09-26T11:09:37.159936] [INFO ] [sig ] Generating forecast for: FBIN [2025-09-26T11:09:37.160031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-09-26T11:09:37.171319] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBIN'. [2025-09-26T11:09:37.171744] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-09-26T11:09:37.197856] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:37.198691] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-09-26T11:09:37.198771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:37.198846] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:37.198932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:37.199055] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:37.216706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:37.217862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:37.217995] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:37.218083] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:37.265103] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:37.265277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:37.265323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:37.265356] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:37.269027] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=89.75%) [2025-09-26T11:09:37.269325] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-09-26T11:09:37.269474] [INFO ] [sig ] FBIN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:37.416493] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FBIN.txt [2025-09-26T11:09:37.417052] [INFO ] [sig ] [617/2043] Completed FBIN in 0.3s | 3.74 sym/s | Total: 2.7m | ETA: 6.3m [2025-09-26T11:09:37.417144] [INFO ] [sig ] [618/2043] Forecasting FBK... [2025-09-26T11:09:37.417227] [INFO ] [sig ] Generating forecast for: FBK [2025-09-26T11:09:37.417319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-09-26T11:09:37.428788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBK'. [2025-09-26T11:09:37.429284] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-09-26T11:09:37.456586] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:37.457534] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-09-26T11:09:37.457617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:37.457714] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:37.457800] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:37.457920] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:37.475924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:37.476707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:37.476856] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:37.476945] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:37.524435] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:37.524763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:37.524843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:37.524883] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:37.529274] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=65.30%) [2025-09-26T11:09:37.529622] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-09-26T11:09:37.529845] [INFO ] [sig ] FBK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:37.683498] [INFO ] [LOCAL ] Saved forecast: FBK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FBK.txt [2025-09-26T11:09:37.683968] [INFO ] [sig ] [618/2043] Completed FBK in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:37.684058] [INFO ] [sig ] [619/2043] Forecasting FBP... [2025-09-26T11:09:37.684148] [INFO ] [sig ] Generating forecast for: FBP [2025-09-26T11:09:37.684243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-09-26T11:09:37.696489] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBP'. [2025-09-26T11:09:37.697289] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-09-26T11:09:37.724195] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:37.725196] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-09-26T11:09:37.725277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:37.725353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:37.725440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:37.725559] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:37.748955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:37.750471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:37.750615] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:37.750715] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:37.798736] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:37.799014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:37.799083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:37.799122] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:37.803403] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=6.74%) [2025-09-26T11:09:37.803845] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-09-26T11:09:37.804055] [INFO ] [sig ] FBP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:37.973821] [INFO ] [LOCAL ] Saved forecast: FBP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FBP.txt [2025-09-26T11:09:37.974213] [INFO ] [sig ] [619/2043] Completed FBP in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:37.974301] [INFO ] [sig ] [620/2043] Forecasting FBRT... [2025-09-26T11:09:37.974373] [INFO ] [sig ] Generating forecast for: FBRT [2025-09-26T11:09:37.974445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-09-26T11:09:37.987910] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FBRT'. [2025-09-26T11:09:37.988350] [INFO ] [FORECASTER] Starting predict_future for FBRT [2025-09-26T11:09:38.016586] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:38.017623] [DEBUG] [LOCAL ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt [2025-09-26T11:09:38.017736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:38.017811] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:38.017881] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:38.017983] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:38.037190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:38.038398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:38.038537] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:38.038627] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:38.087089] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:38.087219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:38.087290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:38.087330] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:38.091499] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=27.26%) [2025-09-26T11:09:38.091990] [INFO ] [FORECASTER] Completed predict_future for FBRT [2025-09-26T11:09:38.092166] [INFO ] [sig ] FBRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:38.244272] [INFO ] [LOCAL ] Saved forecast: FBRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FBRT.txt [2025-09-26T11:09:38.244596] [INFO ] [sig ] [620/2043] Completed FBRT in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:38.244712] [INFO ] [sig ] [621/2043] Forecasting FC... [2025-09-26T11:09:38.244815] [INFO ] [sig ] Generating forecast for: FC [2025-09-26T11:09:38.244890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-09-26T11:09:38.255516] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FC'. [2025-09-26T11:09:38.255885] [INFO ] [FORECASTER] Starting predict_future for FC [2025-09-26T11:09:38.282789] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:38.283697] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-09-26T11:09:38.283781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:38.283877] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:38.283990] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:38.284221] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:38.303370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:38.304195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:38.304318] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:38.304425] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:38.350473] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:38.350608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:38.350684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:38.350756] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:38.354757] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=97.25%) [2025-09-26T11:09:38.355075] [INFO ] [FORECASTER] Completed predict_future for FC [2025-09-26T11:09:38.355235] [INFO ] [sig ] FC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:38.508177] [INFO ] [LOCAL ] Saved forecast: FC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FC.txt [2025-09-26T11:09:38.508493] [INFO ] [sig ] [621/2043] Completed FC in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:38.508577] [INFO ] [sig ] [622/2043] Forecasting FCF... [2025-09-26T11:09:38.508702] [INFO ] [sig ] Generating forecast for: FCF [2025-09-26T11:09:38.508843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-09-26T11:09:38.520449] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCF'. [2025-09-26T11:09:38.520930] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-09-26T11:09:38.548665] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:38.549526] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-09-26T11:09:38.549608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:38.549713] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:38.549797] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:38.549907] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:38.568988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:38.569982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:38.570137] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:38.570237] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:38.615710] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:38.616174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:38.616293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:38.616355] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:38.622873] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=19.26%) [2025-09-26T11:09:38.623458] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-09-26T11:09:38.623712] [INFO ] [sig ] FCF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:38.775368] [INFO ] [LOCAL ] Saved forecast: FCF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FCF.txt [2025-09-26T11:09:38.775925] [INFO ] [sig ] [622/2043] Completed FCF in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:38.776018] [INFO ] [sig ] [623/2043] Forecasting FCN... [2025-09-26T11:09:38.776111] [INFO ] [sig ] Generating forecast for: FCN [2025-09-26T11:09:38.776237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-09-26T11:09:38.794217] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCN'. [2025-09-26T11:09:38.794775] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-09-26T11:09:38.823726] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:38.824850] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-09-26T11:09:38.824967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:38.825045] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:38.825116] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:38.825271] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:38.843888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:38.845081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:38.845247] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:38.845322] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:38.885272] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:38.885488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:38.885539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:38.885573] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:38.889451] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=60.64%) [2025-09-26T11:09:38.889875] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-09-26T11:09:38.890046] [INFO ] [sig ] FCN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:39.075741] [INFO ] [LOCAL ] Saved forecast: FCN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FCN.txt [2025-09-26T11:09:39.076011] [INFO ] [sig ] [623/2043] Completed FCN in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:39.076102] [INFO ] [sig ] [624/2043] Forecasting FCPT... [2025-09-26T11:09:39.076174] [INFO ] [sig ] Generating forecast for: FCPT [2025-09-26T11:09:39.076248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-09-26T11:09:39.087431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCPT'. [2025-09-26T11:09:39.087765] [INFO ] [FORECASTER] Starting predict_future for FCPT [2025-09-26T11:09:39.117231] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:39.118129] [DEBUG] [LOCAL ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt [2025-09-26T11:09:39.118209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:39.118283] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:39.118354] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:39.118486] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:39.139426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:39.140125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:39.140236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:39.140307] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:39.184341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:39.184516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:39.184562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:39.184595] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:39.189117] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=12.74%) [2025-09-26T11:09:39.189530] [INFO ] [FORECASTER] Completed predict_future for FCPT [2025-09-26T11:09:39.189805] [INFO ] [sig ] FCPT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:39.350581] [INFO ] [LOCAL ] Saved forecast: FCPT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FCPT.txt [2025-09-26T11:09:39.350884] [INFO ] [sig ] [624/2043] Completed FCPT in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:39.350967] [INFO ] [sig ] [625/2043] Forecasting FCT... [2025-09-26T11:09:39.351062] [INFO ] [sig ] Generating forecast for: FCT [2025-09-26T11:09:39.351139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'. [2025-09-26T11:09:39.363098] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCT'. [2025-09-26T11:09:39.363657] [INFO ] [FORECASTER] Starting predict_future for FCT [2025-09-26T11:09:39.395824] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:39.397231] [DEBUG] [LOCAL ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt [2025-09-26T11:09:39.397332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:39.397423] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:39.397507] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:39.397636] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:39.426859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:39.427937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:39.428060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:39.428131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:39.463548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:39.463812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:39.463876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:39.463914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:39.468475] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=86.63%) [2025-09-26T11:09:39.468991] [INFO ] [FORECASTER] Completed predict_future for FCT [2025-09-26T11:09:39.469174] [INFO ] [sig ] FCT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:39.636185] [INFO ] [LOCAL ] Saved forecast: FCT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FCT.txt [2025-09-26T11:09:39.636620] [INFO ] [sig ] [625/2043] Completed FCT in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:39.636742] [INFO ] [sig ] [626/2043] Forecasting FCX... [2025-09-26T11:09:39.636861] [INFO ] [sig ] Generating forecast for: FCX [2025-09-26T11:09:39.636958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-09-26T11:09:39.648304] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FCX'. [2025-09-26T11:09:39.648736] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-09-26T11:09:39.674861] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:39.675769] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-09-26T11:09:39.675852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:39.675924] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:39.676000] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:39.676115] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:39.695368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:39.696060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:39.696171] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:39.696243] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:39.740721] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:39.740944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:39.741021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:39.741080] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:39.745265] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=59.35%) [2025-09-26T11:09:39.745675] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-09-26T11:09:39.745850] [INFO ] [sig ] FCX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:39.903609] [INFO ] [LOCAL ] Saved forecast: FCX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FCX.txt [2025-09-26T11:09:39.904006] [INFO ] [sig ] [626/2043] Completed FCX in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:39.904103] [INFO ] [sig ] [627/2043] Forecasting FDP... [2025-09-26T11:09:39.904185] [INFO ] [sig ] Generating forecast for: FDP [2025-09-26T11:09:39.904265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-09-26T11:09:39.916710] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FDP'. [2025-09-26T11:09:39.917246] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-09-26T11:09:39.944865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:39.945824] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-09-26T11:09:39.945905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:39.945979] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:39.946050] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:39.946150] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:39.965352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:39.966310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:39.966504] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:39.966593] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:40.001582] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:40.001812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:40.001867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:40.001902] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:40.005567] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=97.98%) [2025-09-26T11:09:40.005908] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-09-26T11:09:40.006061] [INFO ] [sig ] FDP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:40.154808] [INFO ] [LOCAL ] Saved forecast: FDP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FDP.txt [2025-09-26T11:09:40.155091] [INFO ] [sig ] [627/2043] Completed FDP in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:40.155170] [INFO ] [sig ] [628/2043] Forecasting FDS... [2025-09-26T11:09:40.155241] [INFO ] [sig ] Generating forecast for: FDS [2025-09-26T11:09:40.155314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-09-26T11:09:40.165774] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FDS'. [2025-09-26T11:09:40.166146] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-09-26T11:09:40.192776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:40.193639] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-09-26T11:09:40.193739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:40.193821] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:40.193899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:40.194010] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:40.212321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:40.212986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:40.213143] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:40.213218] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:40.250593] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:40.250800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:40.250854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:40.250888] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:40.254548] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=1.59%) [2025-09-26T11:09:40.254888] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-09-26T11:09:40.255053] [INFO ] [sig ] FDS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:40.408795] [INFO ] [LOCAL ] Saved forecast: FDS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FDS.txt [2025-09-26T11:09:40.409185] [INFO ] [sig ] [628/2043] Completed FDS in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:40.409273] [INFO ] [sig ] [629/2043] Forecasting FDX... [2025-09-26T11:09:40.409357] [INFO ] [sig ] Generating forecast for: FDX [2025-09-26T11:09:40.409454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-09-26T11:09:40.420684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FDX'. [2025-09-26T11:09:40.421201] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-09-26T11:09:40.449370] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:40.450458] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-09-26T11:09:40.450543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:40.450617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:40.450792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:40.450900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:40.470051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:40.471087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:40.471208] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:40.471290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:40.507160] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:40.507346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:40.507395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:40.507430] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:40.511119] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=11.46%) [2025-09-26T11:09:40.511425] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-09-26T11:09:40.511569] [INFO ] [sig ] FDX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:40.670017] [INFO ] [LOCAL ] Saved forecast: FDX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FDX.txt [2025-09-26T11:09:40.670448] [INFO ] [sig ] [629/2043] Completed FDX in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:40.670574] [INFO ] [sig ] [630/2043] Forecasting FE... [2025-09-26T11:09:40.670701] [INFO ] [sig ] Generating forecast for: FE [2025-09-26T11:09:40.670806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-09-26T11:09:40.684378] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FE'. [2025-09-26T11:09:40.684884] [INFO ] [FORECASTER] Starting predict_future for FE [2025-09-26T11:09:40.712195] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:40.713098] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-09-26T11:09:40.713195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:40.713270] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:40.713340] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:40.713442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:40.731583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:40.732270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:40.732382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:40.732453] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:40.770520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:40.770719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:40.770784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:40.770820] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:40.774496] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=95.57%) [2025-09-26T11:09:40.774926] [INFO ] [FORECASTER] Completed predict_future for FE [2025-09-26T11:09:40.775091] [INFO ] [sig ] FE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:40.930961] [INFO ] [LOCAL ] Saved forecast: FE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FE.txt [2025-09-26T11:09:40.931429] [INFO ] [sig ] [630/2043] Completed FE in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:40.931512] [INFO ] [sig ] [631/2043] Forecasting FERG... [2025-09-26T11:09:40.931582] [INFO ] [sig ] Generating forecast for: FERG [2025-09-26T11:09:40.931679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-09-26T11:09:40.945605] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FERG'. [2025-09-26T11:09:40.946066] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-09-26T11:09:40.973893] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:40.974815] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-09-26T11:09:40.974894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:40.974966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:40.975034] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:40.975143] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:40.993195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:40.993895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:40.994001] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:40.994070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:41.035799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:41.035995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:41.036041] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:41.036075] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:41.039865] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=85.40%) [2025-09-26T11:09:41.040158] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-09-26T11:09:41.040309] [INFO ] [sig ] FERG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:41.189922] [INFO ] [LOCAL ] Saved forecast: FERG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FERG.txt [2025-09-26T11:09:41.190224] [INFO ] [sig ] [631/2043] Completed FERG in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:41.190308] [INFO ] [sig ] [632/2043] Forecasting FET... [2025-09-26T11:09:41.190378] [INFO ] [sig ] Generating forecast for: FET [2025-09-26T11:09:41.190476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'. [2025-09-26T11:09:41.201753] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FET'. [2025-09-26T11:09:41.202271] [INFO ] [FORECASTER] Starting predict_future for FET [2025-09-26T11:09:41.228752] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:41.229623] [DEBUG] [LOCAL ] No optimal features file found for FET: ./output/feature-sets/FET.txt [2025-09-26T11:09:41.229730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:41.229829] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:41.229922] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:41.230063] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:41.248553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:41.249213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:41.249333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:41.249420] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:41.294911] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:41.295043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:41.295088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:41.295125] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:41.299265] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: DOWN (p=11.65%) [2025-09-26T11:09:41.299581] [INFO ] [FORECASTER] Completed predict_future for FET [2025-09-26T11:09:41.299782] [INFO ] [sig ] FET: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:41.448337] [INFO ] [LOCAL ] Saved forecast: FET 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FET.txt [2025-09-26T11:09:41.448616] [INFO ] [sig ] [632/2043] Completed FET in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:41.448740] [INFO ] [sig ] [633/2043] Forecasting FF... [2025-09-26T11:09:41.448813] [INFO ] [sig ] Generating forecast for: FF [2025-09-26T11:09:41.448885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-09-26T11:09:41.460119] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FF'. [2025-09-26T11:09:41.460631] [INFO ] [FORECASTER] Starting predict_future for FF [2025-09-26T11:09:41.488753] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:41.489883] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-09-26T11:09:41.489966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:41.490041] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:41.490110] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:41.490212] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:41.509183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:41.510081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:41.510194] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:41.510263] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:41.547483] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:41.547736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:41.547807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:41.547843] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:41.551928] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: DOWN (p=15.60%) [2025-09-26T11:09:41.552304] [INFO ] [FORECASTER] Completed predict_future for FF [2025-09-26T11:09:41.552552] [INFO ] [sig ] FF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:41.704805] [INFO ] [LOCAL ] Saved forecast: FF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FF.txt [2025-09-26T11:09:41.705118] [INFO ] [sig ] [633/2043] Completed FF in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:41.705199] [INFO ] [sig ] [634/2043] Forecasting FFA... [2025-09-26T11:09:41.705269] [INFO ] [sig ] Generating forecast for: FFA [2025-09-26T11:09:41.705342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-09-26T11:09:41.715716] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FFA'. [2025-09-26T11:09:41.716053] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-09-26T11:09:41.741937] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:41.742800] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-09-26T11:09:41.742877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:41.742949] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:41.743021] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:41.743121] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:41.761090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:41.761897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:41.762009] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:41.762080] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:41.799019] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:41.799224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:41.799273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:41.799308] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:41.803518] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=86.36%) [2025-09-26T11:09:41.803964] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-09-26T11:09:41.804202] [INFO ] [sig ] FFA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:41.974128] [INFO ] [LOCAL ] Saved forecast: FFA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FFA.txt [2025-09-26T11:09:41.974454] [INFO ] [sig ] [634/2043] Completed FFA in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:41.974537] [INFO ] [sig ] [635/2043] Forecasting FFC... [2025-09-26T11:09:41.974609] [INFO ] [sig ] Generating forecast for: FFC [2025-09-26T11:09:41.974708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-09-26T11:09:41.985917] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FFC'. [2025-09-26T11:09:41.986397] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-09-26T11:09:42.012828] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:42.013760] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-09-26T11:09:42.013843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:42.013915] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:42.013984] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:42.014081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:42.031979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:42.032857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:42.032966] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:42.033034] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:42.070869] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:42.071064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:42.071111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:42.071145] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:42.074926] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=48.72%) [2025-09-26T11:09:42.075234] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-09-26T11:09:42.075392] [INFO ] [sig ] FFC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:42.227011] [INFO ] [LOCAL ] Saved forecast: FFC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FFC.txt [2025-09-26T11:09:42.227356] [INFO ] [sig ] [635/2043] Completed FFC in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:42.227436] [INFO ] [sig ] [636/2043] Forecasting FFWM... [2025-09-26T11:09:42.227509] [INFO ] [sig ] Generating forecast for: FFWM [2025-09-26T11:09:42.227581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-09-26T11:09:42.237932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FFWM'. [2025-09-26T11:09:42.238315] [INFO ] [FORECASTER] Starting predict_future for FFWM [2025-09-26T11:09:42.265538] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:42.266512] [DEBUG] [LOCAL ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt [2025-09-26T11:09:42.266597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:42.266699] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:42.266786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:42.266902] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:42.285202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:42.285962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:42.286078] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:42.286168] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:42.326926] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:42.327095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:42.327139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:42.327172] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:42.330798] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=10.65%) [2025-09-26T11:09:42.331098] [INFO ] [FORECASTER] Completed predict_future for FFWM [2025-09-26T11:09:42.331251] [INFO ] [sig ] FFWM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:42.483928] [INFO ] [LOCAL ] Saved forecast: FFWM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FFWM.txt [2025-09-26T11:09:42.484236] [INFO ] [sig ] [636/2043] Completed FFWM in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:42.484318] [INFO ] [sig ] [637/2043] Forecasting FG... [2025-09-26T11:09:42.484387] [INFO ] [sig ] Generating forecast for: FG [2025-09-26T11:09:42.484459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-09-26T11:09:42.494336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FG'. [2025-09-26T11:09:42.494694] [INFO ] [FORECASTER] Starting predict_future for FG [2025-09-26T11:09:42.526077] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:42.527112] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-09-26T11:09:42.527193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:42.527284] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:42.527367] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:42.527593] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:42.546506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:42.547272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:42.547408] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:42.547483] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:42.583935] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:42.584126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:42.584174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:42.584209] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:42.588046] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=0.19%) [2025-09-26T11:09:42.588344] [INFO ] [FORECASTER] Completed predict_future for FG [2025-09-26T11:09:42.588494] [INFO ] [sig ] FG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:42.742374] [INFO ] [LOCAL ] Saved forecast: FG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FG.txt [2025-09-26T11:09:42.742740] [INFO ] [sig ] [637/2043] Completed FG in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:42.742822] [INFO ] [sig ] [638/2043] Forecasting FGN... [2025-09-26T11:09:42.742916] [INFO ] [sig ] Generating forecast for: FGN [2025-09-26T11:09:42.743001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'. [2025-09-26T11:09:42.755100] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FGN'. [2025-09-26T11:09:42.755564] [INFO ] [FORECASTER] Starting predict_future for FGN [2025-09-26T11:09:42.783903] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:42.784800] [DEBUG] [LOCAL ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt [2025-09-26T11:09:42.784879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:42.784953] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:42.785021] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:42.785122] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:42.803114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:42.804099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:42.804219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:42.804290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:42.840355] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:42.840559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:42.840607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:42.840664] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:42.844306] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: DOWN (p=48.93%) [2025-09-26T11:09:42.844595] [INFO ] [FORECASTER] Completed predict_future for FGN [2025-09-26T11:09:42.844776] [INFO ] [sig ] FGN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:43.002469] [INFO ] [LOCAL ] Saved forecast: FGN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FGN.txt [2025-09-26T11:09:43.002817] [INFO ] [sig ] [638/2043] Completed FGN in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.3m [2025-09-26T11:09:43.002927] [INFO ] [sig ] [639/2043] Forecasting FHI... [2025-09-26T11:09:43.003018] [INFO ] [sig ] Generating forecast for: FHI [2025-09-26T11:09:43.003110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-09-26T11:09:43.014248] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FHI'. [2025-09-26T11:09:43.014699] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-09-26T11:09:43.041166] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:43.042171] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-09-26T11:09:43.042257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:43.042330] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:43.042416] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:43.042661] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:43.060551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:43.061203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:43.061308] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:43.061392] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:43.100751] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:43.100938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:43.100986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:43.101021] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:43.104697] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: UP (p=65.85%) [2025-09-26T11:09:43.105022] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-09-26T11:09:43.105175] [INFO ] [sig ] FHI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:43.256951] [INFO ] [LOCAL ] Saved forecast: FHI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FHI.txt [2025-09-26T11:09:43.257276] [INFO ] [sig ] [639/2043] Completed FHI in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.2m [2025-09-26T11:09:43.257394] [INFO ] [sig ] [640/2043] Forecasting FHN... [2025-09-26T11:09:43.257479] [INFO ] [sig ] Generating forecast for: FHN [2025-09-26T11:09:43.257607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-09-26T11:09:43.267981] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FHN'. [2025-09-26T11:09:43.268407] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-09-26T11:09:43.300371] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:43.301301] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-09-26T11:09:43.301384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:43.301459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:43.301530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:43.301633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:43.320635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:43.321551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:43.321711] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:43.321793] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:43.362032] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:43.362218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:43.362265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:43.362299] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:43.366133] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-09-26T11:09:43.366478] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-09-26T11:09:43.366635] [INFO ] [sig ] FHN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:43.533108] [INFO ] [LOCAL ] Saved forecast: FHN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FHN.txt [2025-09-26T11:09:43.533462] [INFO ] [sig ] [640/2043] Completed FHN in 0.3s | 3.74 sym/s | Total: 2.8m | ETA: 6.2m [2025-09-26T11:09:43.533547] [INFO ] [sig ] [641/2043] Forecasting FI... [2025-09-26T11:09:43.533620] [INFO ] [sig ] Generating forecast for: FI [2025-09-26T11:09:43.533719] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'. [2025-09-26T11:09:43.545156] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FI'. [2025-09-26T11:09:43.545772] [INFO ] [FORECASTER] Starting predict_future for FI [2025-09-26T11:09:43.572487] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:43.573396] [DEBUG] [LOCAL ] No optimal features file found for FI: ./output/feature-sets/FI.txt [2025-09-26T11:09:43.573478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:43.573551] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:43.573619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:43.573740] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:43.594141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:43.595396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:43.595535] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:43.595624] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:43.640552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:43.640757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:43.640824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:43.640862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:43.644857] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=3.65%) [2025-09-26T11:09:43.645199] [INFO ] [FORECASTER] Completed predict_future for FI [2025-09-26T11:09:43.645380] [INFO ] [sig ] FI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:43.794368] [INFO ] [LOCAL ] Saved forecast: FI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FI.txt [2025-09-26T11:09:43.794628] [INFO ] [sig ] [641/2043] Completed FI in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:43.794739] [INFO ] [sig ] [642/2043] Forecasting FICO... [2025-09-26T11:09:43.794820] [INFO ] [sig ] Generating forecast for: FICO [2025-09-26T11:09:43.794904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-09-26T11:09:43.805295] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FICO'. [2025-09-26T11:09:43.805603] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-09-26T11:09:43.832263] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:43.833148] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-09-26T11:09:43.833228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:43.833302] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:43.833378] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:43.833488] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:43.852065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:43.852706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:43.852813] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:43.852885] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:43.891535] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:43.891684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:43.891751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:43.891791] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:43.895157] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=24.89%) [2025-09-26T11:09:43.895491] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-09-26T11:09:43.895680] [INFO ] [sig ] FICO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:44.045120] [INFO ] [LOCAL ] Saved forecast: FICO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FICO.txt [2025-09-26T11:09:44.045383] [INFO ] [sig ] [642/2043] Completed FICO in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:44.045462] [INFO ] [sig ] [643/2043] Forecasting FIGS... [2025-09-26T11:09:44.045533] [INFO ] [sig ] Generating forecast for: FIGS [2025-09-26T11:09:44.045606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-09-26T11:09:44.056099] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIGS'. [2025-09-26T11:09:44.056418] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-09-26T11:09:44.089549] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:44.090577] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-09-26T11:09:44.090689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:44.090765] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:44.090843] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:44.090944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:44.109856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:44.110828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:44.110944] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:44.111012] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:44.151747] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:44.151893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:44.151936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:44.151972] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:44.155706] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=48.17%) [2025-09-26T11:09:44.156000] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-09-26T11:09:44.156171] [INFO ] [sig ] FIGS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:44.316333] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FIGS.txt [2025-09-26T11:09:44.316602] [INFO ] [sig ] [643/2043] Completed FIGS in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:44.316705] [INFO ] [sig ] [644/2043] Forecasting FIHL... [2025-09-26T11:09:44.316776] [INFO ] [sig ] Generating forecast for: FIHL [2025-09-26T11:09:44.316869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-09-26T11:09:44.328137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIHL'. [2025-09-26T11:09:44.328497] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-09-26T11:09:44.354908] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:44.355828] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-09-26T11:09:44.355907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:44.355994] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:44.356062] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:44.356159] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:44.375380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:44.376089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:44.376198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:44.376268] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:44.428012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:44.428246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:44.428312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:44.428442] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:44.433781] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=64.02%) [2025-09-26T11:09:44.434247] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-09-26T11:09:44.434454] [INFO ] [sig ] FIHL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:44.675156] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FIHL.txt [2025-09-26T11:09:44.675473] [INFO ] [sig ] [644/2043] Completed FIHL in 0.4s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:44.675584] [INFO ] [sig ] [645/2043] Forecasting FINS... [2025-09-26T11:09:44.675695] [INFO ] [sig ] Generating forecast for: FINS [2025-09-26T11:09:44.675768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-09-26T11:09:44.688291] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'FINS'. [2025-09-26T11:09:44.688690] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-09-26T11:09:44.717933] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:44.719053] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-09-26T11:09:44.719133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:44.719224] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:44.719309] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:44.719442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:44.750678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:44.751715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:44.751861] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:44.751999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:44.803345] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:44.803506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:44.803552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:44.803588] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:44.807634] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: DOWN (p=35.17%) [2025-09-26T11:09:44.808017] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-09-26T11:09:44.808178] [INFO ] [sig ] FINS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:44.972304] [INFO ] [LOCAL ] Saved forecast: FINS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FINS.txt [2025-09-26T11:09:44.972708] [INFO ] [sig ] [645/2043] Completed FINS in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:44.972793] [INFO ] [sig ] [646/2043] Forecasting FINV... [2025-09-26T11:09:44.972878] [INFO ] [sig ] Generating forecast for: FINV [2025-09-26T11:09:44.972981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'. [2025-09-26T11:09:44.984559] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FINV'. [2025-09-26T11:09:44.984952] [INFO ] [FORECASTER] Starting predict_future for FINV [2025-09-26T11:09:45.012194] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:45.013138] [DEBUG] [LOCAL ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt [2025-09-26T11:09:45.013218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:45.013292] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:45.013377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:45.013506] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:45.032691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:45.033304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:45.033411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:45.033495] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:45.072915] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:45.073024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:45.073066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:45.073101] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:45.076418] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=21.98%) [2025-09-26T11:09:45.076737] [INFO ] [FORECASTER] Completed predict_future for FINV [2025-09-26T11:09:45.076928] [INFO ] [sig ] FINV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:45.233398] [INFO ] [LOCAL ] Saved forecast: FINV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FINV.txt [2025-09-26T11:09:45.233741] [INFO ] [sig ] [646/2043] Completed FINV in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:45.233862] [INFO ] [sig ] [647/2043] Forecasting FIS... [2025-09-26T11:09:45.233955] [INFO ] [sig ] Generating forecast for: FIS [2025-09-26T11:09:45.234031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-09-26T11:09:45.244967] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FIS'. [2025-09-26T11:09:45.245351] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-09-26T11:09:45.273107] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:45.273953] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-09-26T11:09:45.274034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:45.274107] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:45.274177] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:45.274277] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:45.293677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:45.294336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:45.294446] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:45.294518] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:45.334478] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:45.334596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:45.334638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:45.334729] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:45.338079] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: UP (p=50.28%) [2025-09-26T11:09:45.338373] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-09-26T11:09:45.338516] [INFO ] [sig ] FIS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:45.486557] [INFO ] [LOCAL ] Saved forecast: FIS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FIS.txt [2025-09-26T11:09:45.486838] [INFO ] [sig ] [647/2043] Completed FIS in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:45.486922] [INFO ] [sig ] [648/2043] Forecasting FIX... [2025-09-26T11:09:45.486991] [INFO ] [sig ] Generating forecast for: FIX [2025-09-26T11:09:45.487037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-09-26T11:09:45.498487] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'FIX'. [2025-09-26T11:09:45.498846] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-09-26T11:09:45.526229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:45.527148] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-09-26T11:09:45.527228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:45.527299] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:45.527388] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:45.527596] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:45.546008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:45.546627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:45.546753] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:45.546854] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:45.587232] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:45.587345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:45.587406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:45.587465] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:45.590842] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-09-26T11:09:45.591119] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-09-26T11:09:45.591260] [INFO ] [sig ] FIX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:45.749306] [INFO ] [LOCAL ] Saved forecast: FIX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FIX.txt [2025-09-26T11:09:45.749563] [INFO ] [sig ] [648/2043] Completed FIX in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:45.749664] [INFO ] [sig ] [649/2043] Forecasting FLC... [2025-09-26T11:09:45.749736] [INFO ] [sig ] Generating forecast for: FLC [2025-09-26T11:09:45.749811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-09-26T11:09:45.760432] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLC'. [2025-09-26T11:09:45.760783] [INFO ] [FORECASTER] Starting predict_future for FLC [2025-09-26T11:09:45.787926] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:45.788738] [DEBUG] [LOCAL ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt [2025-09-26T11:09:45.788816] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:45.788887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:45.788955] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:45.789031] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:45.808026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:45.808609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:45.808737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:45.808823] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:45.847794] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:45.847912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:45.847954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:45.847987] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:45.851114] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: UP (p=94.31%) [2025-09-26T11:09:45.851417] [INFO ] [FORECASTER] Completed predict_future for FLC [2025-09-26T11:09:45.851562] [INFO ] [sig ] FLC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:46.002792] [INFO ] [LOCAL ] Saved forecast: FLC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FLC.txt [2025-09-26T11:09:46.003059] [INFO ] [sig ] [649/2043] Completed FLC in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:46.003137] [INFO ] [sig ] [650/2043] Forecasting FLG... [2025-09-26T11:09:46.003204] [INFO ] [sig ] Generating forecast for: FLG [2025-09-26T11:09:46.003258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'. [2025-09-26T11:09:46.018550] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLG'. [2025-09-26T11:09:46.019106] [INFO ] [FORECASTER] Starting predict_future for FLG [2025-09-26T11:09:46.046865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:46.047949] [DEBUG] [LOCAL ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt [2025-09-26T11:09:46.048033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:46.048112] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:46.048198] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:46.048314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:46.067434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:46.068266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:46.068383] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:46.068486] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:46.110141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:46.110292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:46.110338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:46.110374] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:46.114028] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: UP (p=95.71%) [2025-09-26T11:09:46.114337] [INFO ] [FORECASTER] Completed predict_future for FLG [2025-09-26T11:09:46.114490] [INFO ] [sig ] FLG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:46.267784] [INFO ] [LOCAL ] Saved forecast: FLG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FLG.txt [2025-09-26T11:09:46.268091] [INFO ] [sig ] [650/2043] Completed FLG in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:46.268178] [INFO ] [sig ] [651/2043] Forecasting FLNG... [2025-09-26T11:09:46.268252] [INFO ] [sig ] Generating forecast for: FLNG [2025-09-26T11:09:46.268326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-09-26T11:09:46.279684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLNG'. [2025-09-26T11:09:46.280020] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-09-26T11:09:46.307339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:46.308274] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-09-26T11:09:46.308354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:46.308444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:46.308515] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:46.308616] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:46.327469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:46.328271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:46.328385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:46.328457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:46.367960] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:46.368190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:46.368256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:46.368294] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:46.372064] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=47.08%) [2025-09-26T11:09:46.372376] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-09-26T11:09:46.372534] [INFO ] [sig ] FLNG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:46.554050] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FLNG.txt [2025-09-26T11:09:46.554376] [INFO ] [sig ] [651/2043] Completed FLNG in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:46.554460] [INFO ] [sig ] [652/2043] Forecasting FLO... [2025-09-26T11:09:46.554540] [INFO ] [sig ] Generating forecast for: FLO [2025-09-26T11:09:46.554615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-09-26T11:09:46.567606] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLO'. [2025-09-26T11:09:46.568178] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-09-26T11:09:46.596025] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:46.597032] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-09-26T11:09:46.597112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:46.597185] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:46.597271] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:46.597470] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:46.617269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:46.617931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:46.618036] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:46.618117] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:46.660947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:46.661116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:46.661162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:46.661197] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:46.664525] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=17.52%) [2025-09-26T11:09:46.664901] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-09-26T11:09:46.665066] [INFO ] [sig ] FLO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:46.823907] [INFO ] [LOCAL ] Saved forecast: FLO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FLO.txt [2025-09-26T11:09:46.824182] [INFO ] [sig ] [652/2043] Completed FLO in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:46.824261] [INFO ] [sig ] [653/2043] Forecasting FLR... [2025-09-26T11:09:46.824331] [INFO ] [sig ] Generating forecast for: FLR [2025-09-26T11:09:46.824412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-09-26T11:09:46.835853] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLR'. [2025-09-26T11:09:46.836254] [INFO ] [FORECASTER] Starting predict_future for FLR [2025-09-26T11:09:46.869394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:46.870367] [DEBUG] [LOCAL ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt [2025-09-26T11:09:46.870446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:46.870537] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:46.870626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:46.870826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:46.890245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:46.890898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:46.891014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:46.891099] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:46.930857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:46.930970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:46.931012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:46.931045] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:46.934327] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: DOWN (p=23.95%) [2025-09-26T11:09:46.934673] [INFO ] [FORECASTER] Completed predict_future for FLR [2025-09-26T11:09:46.934842] [INFO ] [sig ] FLR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:47.082609] [INFO ] [LOCAL ] Saved forecast: FLR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FLR.txt [2025-09-26T11:09:47.082899] [INFO ] [sig ] [653/2043] Completed FLR in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:47.082992] [INFO ] [sig ] [654/2043] Forecasting FLS... [2025-09-26T11:09:47.083064] [INFO ] [sig ] Generating forecast for: FLS [2025-09-26T11:09:47.083136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-09-26T11:09:47.095525] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLS'. [2025-09-26T11:09:47.096020] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-09-26T11:09:47.124478] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:47.125423] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-09-26T11:09:47.125506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:47.125580] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:47.125680] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:47.125791] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:47.145973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:47.146929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:47.147050] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:47.147123] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:47.185572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:47.185809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:47.185875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:47.185911] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:47.189976] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: UP (p=87.94%) [2025-09-26T11:09:47.190291] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-09-26T11:09:47.190442] [INFO ] [sig ] FLS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:47.346556] [INFO ] [LOCAL ] Saved forecast: FLS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FLS.txt [2025-09-26T11:09:47.346969] [INFO ] [sig ] [654/2043] Completed FLS in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:47.347055] [INFO ] [sig ] [655/2043] Forecasting FLUT... [2025-09-26T11:09:47.347140] [INFO ] [sig ] Generating forecast for: FLUT [2025-09-26T11:09:47.347227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'. [2025-09-26T11:09:47.358729] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLUT'. [2025-09-26T11:09:47.359154] [INFO ] [FORECASTER] Starting predict_future for FLUT [2025-09-26T11:09:47.386398] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:47.387684] [DEBUG] [LOCAL ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt [2025-09-26T11:09:47.387781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:47.387892] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:47.387986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:47.388163] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:47.407346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:47.408256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:47.408429] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:47.408531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:47.452016] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:47.452226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:47.452280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:47.452319] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:47.457172] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: DOWN (p=42.75%) [2025-09-26T11:09:47.457625] [INFO ] [FORECASTER] Completed predict_future for FLUT [2025-09-26T11:09:47.457844] [INFO ] [sig ] FLUT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:47.623838] [INFO ] [LOCAL ] Saved forecast: FLUT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FLUT.txt [2025-09-26T11:09:47.624224] [INFO ] [sig ] [655/2043] Completed FLUT in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:47.624323] [INFO ] [sig ] [656/2043] Forecasting FLXR... [2025-09-26T11:09:47.624411] [INFO ] [sig ] Generating forecast for: FLXR [2025-09-26T11:09:47.624500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'. [2025-09-26T11:09:47.636491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FLXR'. [2025-09-26T11:09:47.636984] [INFO ] [FORECASTER] Starting predict_future for FLXR [2025-09-26T11:09:47.665092] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:47.666222] [DEBUG] [LOCAL ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt [2025-09-26T11:09:47.666316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:47.666408] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:47.666505] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:47.666628] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:47.692631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:47.693825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:47.693961] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:47.694063] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:47.735693] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:47.735927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:47.735980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:47.736015] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:47.740350] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: DOWN (p=8.50%) [2025-09-26T11:09:47.740789] [INFO ] [FORECASTER] Completed predict_future for FLXR [2025-09-26T11:09:47.740968] [INFO ] [sig ] FLXR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:47.911286] [INFO ] [LOCAL ] Saved forecast: FLXR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FLXR.txt [2025-09-26T11:09:47.911638] [INFO ] [sig ] [656/2043] Completed FLXR in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:47.911747] [INFO ] [sig ] [657/2043] Forecasting FMC... [2025-09-26T11:09:47.911836] [INFO ] [sig ] Generating forecast for: FMC [2025-09-26T11:09:47.911927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-09-26T11:09:47.929329] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMC'. [2025-09-26T11:09:47.930064] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-09-26T11:09:47.979840] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:47.980933] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-09-26T11:09:47.981015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:47.981090] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:47.981210] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:47.981314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:48.001265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:48.001991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:48.002103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:48.002175] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:48.042377] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:48.042551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:48.042599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:48.042634] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:48.046278] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=8.25%) [2025-09-26T11:09:48.046575] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-09-26T11:09:48.046756] [INFO ] [sig ] FMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:48.195867] [INFO ] [LOCAL ] Saved forecast: FMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FMC.txt [2025-09-26T11:09:48.196158] [INFO ] [sig ] [657/2043] Completed FMC in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:48.196238] [INFO ] [sig ] [658/2043] Forecasting FMN... [2025-09-26T11:09:48.196308] [INFO ] [sig ] Generating forecast for: FMN [2025-09-26T11:09:48.196381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-09-26T11:09:48.207871] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMN'. [2025-09-26T11:09:48.208325] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-09-26T11:09:48.237408] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:48.238778] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-09-26T11:09:48.238889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:48.238999] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:48.239088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:48.239215] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:48.258803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:48.259564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:48.259708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:48.259783] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:48.300206] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:48.300414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:48.300464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:48.300500] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:48.304554] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=28.71%) [2025-09-26T11:09:48.304898] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-09-26T11:09:48.305075] [INFO ] [sig ] FMN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:48.461600] [INFO ] [LOCAL ] Saved forecast: FMN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FMN.txt [2025-09-26T11:09:48.461951] [INFO ] [sig ] [658/2043] Completed FMN in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:48.462034] [INFO ] [sig ] [659/2043] Forecasting FMS... [2025-09-26T11:09:48.462117] [INFO ] [sig ] Generating forecast for: FMS [2025-09-26T11:09:48.462204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-09-26T11:09:48.474308] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMS'. [2025-09-26T11:09:48.474783] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-09-26T11:09:48.501356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:48.502229] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-09-26T11:09:48.502306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:48.502378] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:48.502446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:48.502545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:48.520361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:48.521112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:48.521224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:48.521302] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:48.561729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:48.561920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:48.561966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:48.561999] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:48.565597] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=21.92%) [2025-09-26T11:09:48.565920] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-09-26T11:09:48.566077] [INFO ] [sig ] FMS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:48.713564] [INFO ] [LOCAL ] Saved forecast: FMS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FMS.txt [2025-09-26T11:09:48.713886] [INFO ] [sig ] [659/2043] Completed FMS in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:48.713969] [INFO ] [sig ] [660/2043] Forecasting FMX... [2025-09-26T11:09:48.714043] [INFO ] [sig ] Generating forecast for: FMX [2025-09-26T11:09:48.714119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-09-26T11:09:48.725688] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FMX'. [2025-09-26T11:09:48.726043] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-09-26T11:09:48.752199] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:48.753102] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-09-26T11:09:48.753185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:48.753258] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:48.753327] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:48.753427] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:48.771814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:48.772507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:48.772619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:48.772713] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:48.812745] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:48.812916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:48.812962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:48.812996] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:48.816490] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-09-26T11:09:48.816870] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-09-26T11:09:48.817037] [INFO ] [sig ] FMX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:48.964581] [INFO ] [LOCAL ] Saved forecast: FMX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FMX.txt [2025-09-26T11:09:48.964929] [INFO ] [sig ] [660/2043] Completed FMX in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:48.965013] [INFO ] [sig ] [661/2043] Forecasting FMY... [2025-09-26T11:09:48.965084] [INFO ] [sig ] Generating forecast for: FMY [2025-09-26T11:09:48.965158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'. [2025-09-26T11:09:48.975223] [DEBUG] [REMOTE ] Successfully parsed 1796 rows of historical data for symbol 'FMY'. [2025-09-26T11:09:48.975569] [INFO ] [FORECASTER] Starting predict_future for FMY [2025-09-26T11:09:49.002294] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:49.003220] [DEBUG] [LOCAL ] No optimal features file found for FMY: ./output/feature-sets/FMY.txt [2025-09-26T11:09:49.003303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:49.003380] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:49.003450] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:49.003553] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:49.021362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:49.022007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:49.022117] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:49.022187] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:49.057387] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:49.057528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:49.057571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:49.057605] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:49.061019] [DEBUG] [FORECASTER] FMY: Forecast T+1@11:T+2@11: UP (p=92.75%) [2025-09-26T11:09:49.061304] [INFO ] [FORECASTER] Completed predict_future for FMY [2025-09-26T11:09:49.061443] [INFO ] [sig ] FMY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:49.211216] [INFO ] [LOCAL ] Saved forecast: FMY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FMY.txt [2025-09-26T11:09:49.211497] [INFO ] [sig ] [661/2043] Completed FMY in 0.2s | 3.74 sym/s | Total: 2.9m | ETA: 6.2m [2025-09-26T11:09:49.211577] [INFO ] [sig ] [662/2043] Forecasting FN... [2025-09-26T11:09:49.211673] [INFO ] [sig ] Generating forecast for: FN [2025-09-26T11:09:49.211747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-09-26T11:09:49.223316] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FN'. [2025-09-26T11:09:49.223697] [INFO ] [FORECASTER] Starting predict_future for FN [2025-09-26T11:09:49.254322] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:49.255263] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-09-26T11:09:49.255345] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:49.255418] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:49.255487] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:49.255590] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:49.273814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:49.274418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:49.274534] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:49.274609] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:49.313711] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:49.313888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:49.313938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:49.313974] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:49.317825] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-09-26T11:09:49.318200] [INFO ] [FORECASTER] Completed predict_future for FN [2025-09-26T11:09:49.318361] [INFO ] [sig ] FN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:49.475364] [INFO ] [LOCAL ] Saved forecast: FN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FN.txt [2025-09-26T11:09:49.475820] [INFO ] [sig ] [662/2043] Completed FN in 0.3s | 3.74 sym/s | Total: 2.9m | ETA: 6.1m [2025-09-26T11:09:49.475902] [INFO ] [sig ] [663/2043] Forecasting FND... [2025-09-26T11:09:49.475973] [INFO ] [sig ] Generating forecast for: FND [2025-09-26T11:09:49.476045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-09-26T11:09:49.487888] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FND'. [2025-09-26T11:09:49.488288] [INFO ] [FORECASTER] Starting predict_future for FND [2025-09-26T11:09:49.515976] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:49.517400] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-09-26T11:09:49.517528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:49.517708] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:49.517837] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:49.518039] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:49.540191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:49.541178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:49.541330] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:49.541424] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:49.593294] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:49.593478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:49.593546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:49.593625] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:49.598963] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=13.08%) [2025-09-26T11:09:49.599326] [INFO ] [FORECASTER] Completed predict_future for FND [2025-09-26T11:09:49.599613] [INFO ] [sig ] FND: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:49.814409] [INFO ] [LOCAL ] Saved forecast: FND 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FND.txt [2025-09-26T11:09:49.814746] [INFO ] [sig ] [663/2043] Completed FND in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:49.814834] [INFO ] [sig ] [664/2043] Forecasting FNF... [2025-09-26T11:09:49.814920] [INFO ] [sig ] Generating forecast for: FNF [2025-09-26T11:09:49.815011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-09-26T11:09:49.827389] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FNF'. [2025-09-26T11:09:49.827840] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-09-26T11:09:49.854762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:49.855630] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-09-26T11:09:49.855735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:49.855810] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:49.855881] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:49.855984] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:49.874507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:49.875279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:49.875396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:49.875468] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:49.914476] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:49.914694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:49.914764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:49.914804] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:49.918749] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=97.45%) [2025-09-26T11:09:49.919053] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-09-26T11:09:49.919205] [INFO ] [sig ] FNF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:50.071882] [INFO ] [LOCAL ] Saved forecast: FNF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FNF.txt [2025-09-26T11:09:50.072177] [INFO ] [sig ] [664/2043] Completed FNF in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:50.072261] [INFO ] [sig ] [665/2043] Forecasting FNV... [2025-09-26T11:09:50.072335] [INFO ] [sig ] Generating forecast for: FNV [2025-09-26T11:09:50.072411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'. [2025-09-26T11:09:50.083831] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FNV'. [2025-09-26T11:09:50.084184] [INFO ] [FORECASTER] Starting predict_future for FNV [2025-09-26T11:09:50.111676] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:50.112635] [DEBUG] [LOCAL ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt [2025-09-26T11:09:50.112752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:50.112826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:50.112897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:50.113015] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:50.131694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:50.132472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:50.132591] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:50.132690] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:50.169904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:50.170092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:50.170139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:50.170174] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:50.173895] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=95.18%) [2025-09-26T11:09:50.174188] [INFO ] [FORECASTER] Completed predict_future for FNV [2025-09-26T11:09:50.174329] [INFO ] [sig ] FNV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:50.330374] [INFO ] [LOCAL ] Saved forecast: FNV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FNV.txt [2025-09-26T11:09:50.331060] [INFO ] [sig ] [665/2043] Completed FNV in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:50.331171] [INFO ] [sig ] [666/2043] Forecasting FOA... [2025-09-26T11:09:50.331243] [INFO ] [sig ] Generating forecast for: FOA [2025-09-26T11:09:50.331316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-09-26T11:09:50.344403] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOA'. [2025-09-26T11:09:50.344868] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-09-26T11:09:50.372800] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:50.373722] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-09-26T11:09:50.373802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:50.373875] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:50.373944] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:50.374047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:50.392939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:50.393563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:50.393879] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:50.393956] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:50.426680] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:50.426829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:50.426900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:50.426938] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:50.430486] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=86.37%) [2025-09-26T11:09:50.430823] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-09-26T11:09:50.430979] [INFO ] [sig ] FOA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:50.584550] [INFO ] [LOCAL ] Saved forecast: FOA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FOA.txt [2025-09-26T11:09:50.584984] [INFO ] [sig ] [666/2043] Completed FOA in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:50.585072] [INFO ] [sig ] [667/2043] Forecasting FOF... [2025-09-26T11:09:50.585144] [INFO ] [sig ] Generating forecast for: FOF [2025-09-26T11:09:50.585217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-09-26T11:09:50.595928] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOF'. [2025-09-26T11:09:50.596326] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-09-26T11:09:50.623260] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:50.624209] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-09-26T11:09:50.624291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:50.624383] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:50.624469] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:50.624604] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:50.643513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:50.644166] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:50.644273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:50.644343] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:50.670953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:50.671071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:50.671114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:50.671149] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:50.674545] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=85.75%) [2025-09-26T11:09:50.674877] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-09-26T11:09:50.675034] [INFO ] [sig ] FOF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:50.821381] [INFO ] [LOCAL ] Saved forecast: FOF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FOF.txt [2025-09-26T11:09:50.821671] [INFO ] [sig ] [667/2043] Completed FOF in 0.2s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:50.821751] [INFO ] [sig ] [668/2043] Forecasting FOR... [2025-09-26T11:09:50.821820] [INFO ] [sig ] Generating forecast for: FOR [2025-09-26T11:09:50.821891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'. [2025-09-26T11:09:50.832638] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOR'. [2025-09-26T11:09:50.833021] [INFO ] [FORECASTER] Starting predict_future for FOR [2025-09-26T11:09:50.859485] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:50.860329] [DEBUG] [LOCAL ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt [2025-09-26T11:09:50.860486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:50.860564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:50.860636] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:50.860794] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:50.879897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:50.880570] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:50.880705] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:50.880801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:50.909352] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:50.909469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:50.909513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:50.909548] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:50.913029] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-09-26T11:09:50.913317] [INFO ] [FORECASTER] Completed predict_future for FOR [2025-09-26T11:09:50.913452] [INFO ] [sig ] FOR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:51.066742] [INFO ] [LOCAL ] Saved forecast: FOR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FOR.txt [2025-09-26T11:09:51.067071] [INFO ] [sig ] [668/2043] Completed FOR in 0.2s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:51.067151] [INFO ] [sig ] [669/2043] Forecasting FOUR... [2025-09-26T11:09:51.067228] [INFO ] [sig ] Generating forecast for: FOUR [2025-09-26T11:09:51.067304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-09-26T11:09:51.078464] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FOUR'. [2025-09-26T11:09:51.078904] [INFO ] [FORECASTER] Starting predict_future for FOUR [2025-09-26T11:09:51.105964] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:51.106861] [DEBUG] [LOCAL ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt [2025-09-26T11:09:51.106958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:51.107038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:51.107106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:51.107206] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:51.126344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:51.127143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:51.127255] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:51.127326] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:51.162261] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:51.162499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:51.162584] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:51.162685] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:51.167783] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: DOWN (p=28.85%) [2025-09-26T11:09:51.168257] [INFO ] [FORECASTER] Completed predict_future for FOUR [2025-09-26T11:09:51.168465] [INFO ] [sig ] FOUR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:51.324001] [INFO ] [LOCAL ] Saved forecast: FOUR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FOUR.txt [2025-09-26T11:09:51.324318] [INFO ] [sig ] [669/2043] Completed FOUR in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:51.324397] [INFO ] [sig ] [670/2043] Forecasting FPF... [2025-09-26T11:09:51.324467] [INFO ] [sig ] Generating forecast for: FPF [2025-09-26T11:09:51.324537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-09-26T11:09:51.335671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FPF'. [2025-09-26T11:09:51.336063] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-09-26T11:09:51.362252] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:51.363146] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-09-26T11:09:51.363223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:51.363296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:51.363343] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:51.363434] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:51.381749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:51.382395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:51.382505] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:51.382575] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:51.417212] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:51.417376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:51.417422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:51.417470] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:51.421043] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=68.24%) [2025-09-26T11:09:51.421331] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-09-26T11:09:51.421478] [INFO ] [sig ] FPF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:51.567970] [INFO ] [LOCAL ] Saved forecast: FPF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FPF.txt [2025-09-26T11:09:51.568240] [INFO ] [sig ] [670/2043] Completed FPF in 0.2s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:51.568318] [INFO ] [sig ] [671/2043] Forecasting FPH... [2025-09-26T11:09:51.568388] [INFO ] [sig ] Generating forecast for: FPH [2025-09-26T11:09:51.568459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-09-26T11:09:51.580140] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FPH'. [2025-09-26T11:09:51.580671] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-09-26T11:09:51.609985] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:51.611013] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-09-26T11:09:51.611102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:51.611176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:51.611435] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:51.611539] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:51.631164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:51.632231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:51.632442] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:51.632518] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:51.666633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:51.666893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:51.666956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:51.666995] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:51.670983] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=42.09%) [2025-09-26T11:09:51.671313] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-09-26T11:09:51.671464] [INFO ] [sig ] FPH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:51.834080] [INFO ] [LOCAL ] Saved forecast: FPH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FPH.txt [2025-09-26T11:09:51.834405] [INFO ] [sig ] [671/2043] Completed FPH in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:51.834488] [INFO ] [sig ] [672/2043] Forecasting FPI... [2025-09-26T11:09:51.834561] [INFO ] [sig ] Generating forecast for: FPI [2025-09-26T11:09:51.834636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-09-26T11:09:51.846933] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FPI'. [2025-09-26T11:09:51.847392] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-09-26T11:09:51.883990] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:51.885300] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-09-26T11:09:51.885402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:51.885514] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:51.885618] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:51.885893] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:51.914911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:51.915940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:51.916128] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:51.916217] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:51.958701] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:51.958876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:51.958924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:51.958960] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:51.963690] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: DOWN (p=25.41%) [2025-09-26T11:09:51.963997] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-09-26T11:09:51.964143] [INFO ] [sig ] FPI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:52.145702] [INFO ] [LOCAL ] Saved forecast: FPI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FPI.txt [2025-09-26T11:09:52.146114] [INFO ] [sig ] [672/2043] Completed FPI in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:52.146211] [INFO ] [sig ] [673/2043] Forecasting FR... [2025-09-26T11:09:52.146300] [INFO ] [sig ] Generating forecast for: FR [2025-09-26T11:09:52.146391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-09-26T11:09:52.158533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FR'. [2025-09-26T11:09:52.158995] [INFO ] [FORECASTER] Starting predict_future for FR [2025-09-26T11:09:52.185669] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:52.186567] [DEBUG] [LOCAL ] No optimal features file found for FR: ./output/feature-sets/FR.txt [2025-09-26T11:09:52.186672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:52.186749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:52.186836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:52.186939] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:52.204556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:52.205201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:52.205308] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:52.205378] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:52.241946] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:52.242117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:52.242163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:52.242199] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:52.245984] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: DOWN (p=27.97%) [2025-09-26T11:09:52.246286] [INFO ] [FORECASTER] Completed predict_future for FR [2025-09-26T11:09:52.246441] [INFO ] [sig ] FR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:52.398147] [INFO ] [LOCAL ] Saved forecast: FR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FR.txt [2025-09-26T11:09:52.398510] [INFO ] [sig ] [673/2043] Completed FR in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:52.398600] [INFO ] [sig ] [674/2043] Forecasting FRA... [2025-09-26T11:09:52.398698] [INFO ] [sig ] Generating forecast for: FRA [2025-09-26T11:09:52.398783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-09-26T11:09:52.410751] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRA'. [2025-09-26T11:09:52.411143] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-09-26T11:09:52.437686] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:52.438577] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-09-26T11:09:52.438681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:52.438769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:52.438852] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:52.438966] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:52.457925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:52.458718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:52.458833] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:52.458919] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:52.498300] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:52.498521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:52.498571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:52.498605] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:52.502305] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=7.75%) [2025-09-26T11:09:52.502611] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-09-26T11:09:52.502809] [INFO ] [sig ] FRA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:52.653913] [INFO ] [LOCAL ] Saved forecast: FRA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FRA.txt [2025-09-26T11:09:52.654205] [INFO ] [sig ] [674/2043] Completed FRA in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:52.654420] [INFO ] [sig ] [675/2043] Forecasting FRGE... [2025-09-26T11:09:52.654495] [INFO ] [sig ] Generating forecast for: FRGE [2025-09-26T11:09:52.654568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-09-26T11:09:52.666453] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRGE'. [2025-09-26T11:09:52.667094] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-09-26T11:09:52.695670] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:52.696720] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-09-26T11:09:52.696803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:52.696910] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:52.696977] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:52.697094] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:52.716489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:52.717458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:52.718006] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:52.718085] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:52.751106] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:52.751312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:52.751364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:52.751402] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:52.755799] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=23.07%) [2025-09-26T11:09:52.756133] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-09-26T11:09:52.756289] [INFO ] [sig ] FRGE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:52.938756] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FRGE.txt [2025-09-26T11:09:52.939076] [INFO ] [sig ] [675/2043] Completed FRGE in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:52.939174] [INFO ] [sig ] [676/2043] Forecasting FRO... [2025-09-26T11:09:52.939246] [INFO ] [sig ] Generating forecast for: FRO [2025-09-26T11:09:52.939318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-09-26T11:09:52.952828] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRO'. [2025-09-26T11:09:52.953228] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-09-26T11:09:52.981862] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:52.982896] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-09-26T11:09:52.982984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:52.983058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:52.983127] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:52.983224] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:53.002148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:53.002983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:53.003098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:53.003177] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:53.032069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:53.032224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:53.032271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:53.032307] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:53.036094] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=34.27%) [2025-09-26T11:09:53.036458] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-09-26T11:09:53.036609] [INFO ] [sig ] FRO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:53.322121] [INFO ] [LOCAL ] Saved forecast: FRO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FRO.txt [2025-09-26T11:09:53.322383] [INFO ] [sig ] [676/2043] Completed FRO in 0.4s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:53.322470] [INFO ] [sig ] [677/2043] Forecasting FRT... [2025-09-26T11:09:53.322550] [INFO ] [sig ] Generating forecast for: FRT [2025-09-26T11:09:53.322632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'. [2025-09-26T11:09:53.333321] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FRT'. [2025-09-26T11:09:53.333726] [INFO ] [FORECASTER] Starting predict_future for FRT [2025-09-26T11:09:53.360808] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:53.361810] [DEBUG] [LOCAL ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt [2025-09-26T11:09:53.361892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:53.361985] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:53.362074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:53.362207] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:53.380062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:53.380716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:53.380823] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:53.380907] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:53.408626] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:53.408801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:53.408849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:53.408924] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:53.412437] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: UP (p=70.28%) [2025-09-26T11:09:53.412782] [INFO ] [FORECASTER] Completed predict_future for FRT [2025-09-26T11:09:53.412936] [INFO ] [sig ] FRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:53.569008] [INFO ] [LOCAL ] Saved forecast: FRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FRT.txt [2025-09-26T11:09:53.569321] [INFO ] [sig ] [677/2043] Completed FRT in 0.2s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:53.569423] [INFO ] [sig ] [678/2043] Forecasting FSCO... [2025-09-26T11:09:53.569523] [INFO ] [sig ] Generating forecast for: FSCO [2025-09-26T11:09:53.569613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-09-26T11:09:53.581058] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSCO'. [2025-09-26T11:09:53.581422] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-09-26T11:09:53.607791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:53.608743] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-09-26T11:09:53.608835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:53.608910] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:53.608980] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:53.609083] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:53.628388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:53.629055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:53.629162] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:53.629230] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:53.655046] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:53.655173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:53.655217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:53.655252] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:53.658611] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=46.23%) [2025-09-26T11:09:53.658928] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-09-26T11:09:53.659072] [INFO ] [sig ] FSCO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:53.807863] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FSCO.txt [2025-09-26T11:09:53.808134] [INFO ] [sig ] [678/2043] Completed FSCO in 0.2s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:53.808212] [INFO ] [sig ] [679/2043] Forecasting FSK... [2025-09-26T11:09:53.808282] [INFO ] [sig ] Generating forecast for: FSK [2025-09-26T11:09:53.808353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-09-26T11:09:53.821139] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSK'. [2025-09-26T11:09:53.821803] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-09-26T11:09:53.854190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:53.855196] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-09-26T11:09:53.855278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:53.855368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:53.855453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:53.855581] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:53.875573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:53.876851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:53.876977] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:53.877081] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:53.917981] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:53.918182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:53.918233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:53.918268] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:53.922277] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: DOWN (p=1.50%) [2025-09-26T11:09:53.922591] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-09-26T11:09:53.922777] [INFO ] [sig ] FSK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:54.078586] [INFO ] [LOCAL ] Saved forecast: FSK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FSK.txt [2025-09-26T11:09:54.078903] [INFO ] [sig ] [679/2043] Completed FSK in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:54.078983] [INFO ] [sig ] [680/2043] Forecasting FSLY... [2025-09-26T11:09:54.079053] [INFO ] [sig ] Generating forecast for: FSLY [2025-09-26T11:09:54.079173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-09-26T11:09:54.090732] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSLY'. [2025-09-26T11:09:54.091237] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-09-26T11:09:54.120529] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:54.121554] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-09-26T11:09:54.121636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:54.121733] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:54.121821] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:54.121954] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:54.142231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:54.143226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:54.143347] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:54.143435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:54.180932] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:54.181112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:54.181161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:54.181239] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:54.185429] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=14.06%) [2025-09-26T11:09:54.185952] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-09-26T11:09:54.186168] [INFO ] [sig ] FSLY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:54.352214] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FSLY.txt [2025-09-26T11:09:54.352522] [INFO ] [sig ] [680/2043] Completed FSLY in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:54.352612] [INFO ] [sig ] [681/2043] Forecasting FSM... [2025-09-26T11:09:54.352708] [INFO ] [sig ] Generating forecast for: FSM [2025-09-26T11:09:54.352794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-09-26T11:09:54.364169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSM'. [2025-09-26T11:09:54.364576] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-09-26T11:09:54.391857] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:54.392801] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-09-26T11:09:54.392880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:54.392952] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:54.393021] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:54.393122] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:54.411950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:54.412796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:54.412912] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:54.412983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:54.448917] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:54.449093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:54.449140] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:54.449178] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:54.452899] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-09-26T11:09:54.453197] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-09-26T11:09:54.453342] [INFO ] [sig ] FSM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:54.614749] [INFO ] [LOCAL ] Saved forecast: FSM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FSM.txt [2025-09-26T11:09:54.615070] [INFO ] [sig ] [681/2043] Completed FSM in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:54.615172] [INFO ] [sig ] [682/2043] Forecasting FSS... [2025-09-26T11:09:54.615248] [INFO ] [sig ] Generating forecast for: FSS [2025-09-26T11:09:54.615321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-09-26T11:09:54.626677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FSS'. [2025-09-26T11:09:54.627109] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-09-26T11:09:54.653944] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:54.654923] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-09-26T11:09:54.655004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:54.655077] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:54.655146] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:54.655257] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:54.673727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:54.674362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:54.674472] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:54.674546] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:54.706480] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:54.706604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:54.706670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:54.706734] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:54.710293] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=95.67%) [2025-09-26T11:09:54.710577] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-09-26T11:09:54.710757] [INFO ] [sig ] FSS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:54.861894] [INFO ] [LOCAL ] Saved forecast: FSS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FSS.txt [2025-09-26T11:09:54.862156] [INFO ] [sig ] [682/2043] Completed FSS in 0.2s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:54.862254] [INFO ] [sig ] [683/2043] Forecasting FT... [2025-09-26T11:09:54.862327] [INFO ] [sig ] Generating forecast for: FT [2025-09-26T11:09:54.862403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'. [2025-09-26T11:09:54.875972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FT'. [2025-09-26T11:09:54.876328] [INFO ] [FORECASTER] Starting predict_future for FT [2025-09-26T11:09:54.902242] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:54.903142] [DEBUG] [LOCAL ] No optimal features file found for FT: ./output/feature-sets/FT.txt [2025-09-26T11:09:54.903221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:54.903293] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:54.903374] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:54.903502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:54.921389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:54.922086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:54.922197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:54.922281] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:54.964161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:54.964385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:54.964448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:54.964488] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:54.968615] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=32.19%) [2025-09-26T11:09:54.968966] [INFO ] [FORECASTER] Completed predict_future for FT [2025-09-26T11:09:54.969127] [INFO ] [sig ] FT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:55.124958] [INFO ] [LOCAL ] Saved forecast: FT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FT.txt [2025-09-26T11:09:55.125234] [INFO ] [sig ] [683/2043] Completed FT in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:55.125336] [INFO ] [sig ] [684/2043] Forecasting FTHY... [2025-09-26T11:09:55.125420] [INFO ] [sig ] Generating forecast for: FTHY [2025-09-26T11:09:55.125507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-09-26T11:09:55.137842] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTHY'. [2025-09-26T11:09:55.138326] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-09-26T11:09:55.165661] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:55.166527] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-09-26T11:09:55.166608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:55.166705] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:55.166777] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:55.166914] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:55.186152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:55.187002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:55.187116] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:55.187189] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:55.225358] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:55.225551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:55.225603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:55.225681] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:55.229591] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=25.19%) [2025-09-26T11:09:55.229961] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-09-26T11:09:55.230137] [INFO ] [sig ] FTHY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:55.383489] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FTHY.txt [2025-09-26T11:09:55.383796] [INFO ] [sig ] [684/2043] Completed FTHY in 0.3s | 3.74 sym/s | Total: 3.0m | ETA: 6.1m [2025-09-26T11:09:55.383879] [INFO ] [sig ] [685/2043] Forecasting FTK... [2025-09-26T11:09:55.383948] [INFO ] [sig ] Generating forecast for: FTK [2025-09-26T11:09:55.384018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-09-26T11:09:55.395587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTK'. [2025-09-26T11:09:55.396010] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-09-26T11:09:55.422824] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:55.423738] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-09-26T11:09:55.423818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:55.423892] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:55.423963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:55.424063] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:55.442736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:55.443453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:55.443566] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:55.443637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:55.485793] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:55.486003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:55.486067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:55.486107] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:55.490061] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=73.36%) [2025-09-26T11:09:55.490368] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-09-26T11:09:55.490542] [INFO ] [sig ] FTK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:55.644234] [INFO ] [LOCAL ] Saved forecast: FTK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FTK.txt [2025-09-26T11:09:55.644541] [INFO ] [sig ] [685/2043] Completed FTK in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:55.644627] [INFO ] [sig ] [686/2043] Forecasting FTS... [2025-09-26T11:09:55.644715] [INFO ] [sig ] Generating forecast for: FTS [2025-09-26T11:09:55.644789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-09-26T11:09:55.656701] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTS'. [2025-09-26T11:09:55.657156] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-09-26T11:09:55.684423] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:55.685322] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-09-26T11:09:55.685403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:55.685477] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:55.685548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:55.685679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:55.704394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:55.705262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:55.705378] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:55.705448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:55.744207] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:55.744399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:55.744451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:55.744487] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:55.748334] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=18.23%) [2025-09-26T11:09:55.748722] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-09-26T11:09:55.748893] [INFO ] [sig ] FTS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:55.901284] [INFO ] [LOCAL ] Saved forecast: FTS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FTS.txt [2025-09-26T11:09:55.901586] [INFO ] [sig ] [686/2043] Completed FTS in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:55.901702] [INFO ] [sig ] [687/2043] Forecasting FTV... [2025-09-26T11:09:55.901775] [INFO ] [sig ] Generating forecast for: FTV [2025-09-26T11:09:55.901848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'. [2025-09-26T11:09:55.917295] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FTV'. [2025-09-26T11:09:55.917943] [INFO ] [FORECASTER] Starting predict_future for FTV [2025-09-26T11:09:55.952753] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:55.953662] [DEBUG] [LOCAL ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt [2025-09-26T11:09:55.953744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:55.953817] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:55.953888] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:55.953988] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:55.974943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:55.975982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:55.976124] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:55.976214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:56.013680] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:56.013864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:56.013912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:56.013946] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:56.018667] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=88.62%) [2025-09-26T11:09:56.019196] [INFO ] [FORECASTER] Completed predict_future for FTV [2025-09-26T11:09:56.019409] [INFO ] [sig ] FTV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:56.169564] [INFO ] [LOCAL ] Saved forecast: FTV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FTV.txt [2025-09-26T11:09:56.169883] [INFO ] [sig ] [687/2043] Completed FTV in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:56.169967] [INFO ] [sig ] [688/2043] Forecasting FTWO... [2025-09-26T11:09:56.170038] [INFO ] [sig ] Generating forecast for: FTWO [2025-09-26T11:09:56.170110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'. [2025-09-26T11:09:56.180715] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'FTWO'. [2025-09-26T11:09:56.181178] [INFO ] [FORECASTER] Starting predict_future for FTWO [2025-09-26T11:09:56.208258] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:56.209293] [DEBUG] [LOCAL ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt [2025-09-26T11:09:56.209384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:56.209462] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:56.209548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:56.209799] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:56.228411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:56.229167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:56.229279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:56.229370] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:56.268374] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:56.268545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:56.268593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:56.268627] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:56.272216] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: UP (p=94.13%) [2025-09-26T11:09:56.272516] [INFO ] [FORECASTER] Completed predict_future for FTWO [2025-09-26T11:09:56.272704] [INFO ] [sig ] FTWO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:56.424880] [INFO ] [LOCAL ] Saved forecast: FTWO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FTWO.txt [2025-09-26T11:09:56.425158] [INFO ] [sig ] [688/2043] Completed FTWO in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:56.425238] [INFO ] [sig ] [689/2043] Forecasting FUBO... [2025-09-26T11:09:56.425425] [INFO ] [sig ] Generating forecast for: FUBO [2025-09-26T11:09:56.425541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-09-26T11:09:56.437090] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FUBO'. [2025-09-26T11:09:56.437491] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-09-26T11:09:56.467611] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:56.468586] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-09-26T11:09:56.468696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:56.468772] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:56.468843] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:56.468943] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:56.487706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:56.488450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:56.488564] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:56.488636] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:56.527576] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:56.527781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:56.527844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:56.527881] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:56.531709] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=30.60%) [2025-09-26T11:09:56.532022] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-09-26T11:09:56.532174] [INFO ] [sig ] FUBO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:56.685178] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FUBO.txt [2025-09-26T11:09:56.685465] [INFO ] [sig ] [689/2043] Completed FUBO in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:56.685556] [INFO ] [sig ] [690/2043] Forecasting FUL... [2025-09-26T11:09:56.685629] [INFO ] [sig ] Generating forecast for: FUL [2025-09-26T11:09:56.685735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-09-26T11:09:56.697976] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FUL'. [2025-09-26T11:09:56.698504] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-09-26T11:09:56.726601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:56.727601] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-09-26T11:09:56.727704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:56.727789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:56.727872] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:56.727998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:56.746560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:56.747390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:56.747508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:56.747592] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:56.789152] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:56.789332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:56.789380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:56.789414] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:56.793572] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=14.34%) [2025-09-26T11:09:56.793941] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-09-26T11:09:56.794126] [INFO ] [sig ] FUL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:56.966215] [INFO ] [LOCAL ] Saved forecast: FUL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FUL.txt [2025-09-26T11:09:56.966522] [INFO ] [sig ] [690/2043] Completed FUL in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:56.966601] [INFO ] [sig ] [691/2043] Forecasting FUN... [2025-09-26T11:09:56.966694] [INFO ] [sig ] Generating forecast for: FUN [2025-09-26T11:09:56.966767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-09-26T11:09:56.978495] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FUN'. [2025-09-26T11:09:56.978986] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-09-26T11:09:57.006796] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:57.007878] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-09-26T11:09:57.007968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:57.008044] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:57.008128] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:57.008320] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:57.026791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:57.027678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:57.027795] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:57.027880] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:57.067307] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:57.067506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:57.067554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:57.067588] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:57.071344] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=25.62%) [2025-09-26T11:09:57.071679] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-09-26T11:09:57.071845] [INFO ] [sig ] FUN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:57.224973] [INFO ] [LOCAL ] Saved forecast: FUN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FUN.txt [2025-09-26T11:09:57.225265] [INFO ] [sig ] [691/2043] Completed FUN in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:57.225371] [INFO ] [sig ] [692/2043] Forecasting FVR... [2025-09-26T11:09:57.225455] [INFO ] [sig ] Generating forecast for: FVR [2025-09-26T11:09:57.225545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'. [2025-09-26T11:09:57.237325] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FVR'. [2025-09-26T11:09:57.237832] [INFO ] [FORECASTER] Starting predict_future for FVR [2025-09-26T11:09:57.265970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:57.267145] [DEBUG] [LOCAL ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt [2025-09-26T11:09:57.267228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:57.267304] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:57.267393] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:57.267591] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:57.287585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:57.288535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:57.288678] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:57.288768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:57.329506] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:57.329722] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:57.329792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:57.329832] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:57.333793] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: UP (p=96.59%) [2025-09-26T11:09:57.334180] [INFO ] [FORECASTER] Completed predict_future for FVR [2025-09-26T11:09:57.334403] [INFO ] [sig ] FVR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:57.509954] [INFO ] [LOCAL ] Saved forecast: FVR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/FVR.txt [2025-09-26T11:09:57.510236] [INFO ] [sig ] [692/2043] Completed FVR in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:57.510341] [INFO ] [sig ] [693/2043] Forecasting FVRR... [2025-09-26T11:09:57.510427] [INFO ] [sig ] Generating forecast for: FVRR [2025-09-26T11:09:57.510518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'. [2025-09-26T11:09:57.523074] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'FVRR'. [2025-09-26T11:09:57.523588] [INFO ] [FORECASTER] Starting predict_future for FVRR [2025-09-26T11:09:57.551924] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:57.552990] [DEBUG] [LOCAL ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt [2025-09-26T11:09:57.553079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:57.553156] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:57.553228] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:57.553333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:57.572528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:57.573525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:57.573666] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:57.573759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:57.614963] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:57.615173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:57.615244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:57.615283] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:57.619125] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: DOWN (p=15.76%) [2025-09-26T11:09:57.619430] [INFO ] [FORECASTER] Completed predict_future for FVRR [2025-09-26T11:09:57.619582] [INFO ] [sig ] FVRR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:57.778246] [INFO ] [LOCAL ] Saved forecast: FVRR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/FVRR.txt [2025-09-26T11:09:57.778565] [INFO ] [sig ] [693/2043] Completed FVRR in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:57.778669] [INFO ] [sig ] [694/2043] Forecasting G... [2025-09-26T11:09:57.778742] [INFO ] [sig ] Generating forecast for: G [2025-09-26T11:09:57.778815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-09-26T11:09:57.789731] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'G'. [2025-09-26T11:09:57.790080] [INFO ] [FORECASTER] Starting predict_future for G [2025-09-26T11:09:57.817145] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:57.818100] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-09-26T11:09:57.818181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:57.818253] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:57.818321] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:57.818420] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:57.837414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:57.838257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:57.838371] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:57.838442] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:57.876587] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:57.876870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:57.876937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:57.876976] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:57.880844] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=2.68%) [2025-09-26T11:09:57.881217] [INFO ] [FORECASTER] Completed predict_future for G [2025-09-26T11:09:57.881379] [INFO ] [sig ] G: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:58.039397] [INFO ] [LOCAL ] Saved forecast: G 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/G.txt [2025-09-26T11:09:58.039767] [INFO ] [sig ] [694/2043] Completed G in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:58.039850] [INFO ] [sig ] [695/2043] Forecasting GAB... [2025-09-26T11:09:58.039920] [INFO ] [sig ] Generating forecast for: GAB [2025-09-26T11:09:58.039991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-09-26T11:09:58.050967] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GAB'. [2025-09-26T11:09:58.051340] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-09-26T11:09:58.079736] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:58.080712] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-09-26T11:09:58.080812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:58.080887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:58.080956] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:58.081089] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:58.100945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:58.101891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:58.102006] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:58.102097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:58.140266] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:58.140440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:58.140486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:58.140520] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:58.144119] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=98.66%) [2025-09-26T11:09:58.144414] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-09-26T11:09:58.144564] [INFO ] [sig ] GAB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:58.297978] [INFO ] [LOCAL ] Saved forecast: GAB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GAB.txt [2025-09-26T11:09:58.298257] [INFO ] [sig ] [695/2043] Completed GAB in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:58.298336] [INFO ] [sig ] [696/2043] Forecasting GAM... [2025-09-26T11:09:58.298406] [INFO ] [sig ] Generating forecast for: GAM [2025-09-26T11:09:58.298478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-09-26T11:09:58.308370] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GAM'. [2025-09-26T11:09:58.308723] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-09-26T11:09:58.335500] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:58.336497] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-09-26T11:09:58.336580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:58.336729] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:58.336804] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:58.336958] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:58.355916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:58.356618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:58.356766] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:58.356865] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:58.395571] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:58.395799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:58.395862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:58.395899] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:58.400117] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=98.11%) [2025-09-26T11:09:58.400430] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-09-26T11:09:58.400596] [INFO ] [sig ] GAM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:58.559719] [INFO ] [LOCAL ] Saved forecast: GAM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GAM.txt [2025-09-26T11:09:58.560251] [INFO ] [sig ] [696/2043] Completed GAM in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:58.560359] [INFO ] [sig ] [697/2043] Forecasting GAP... [2025-09-26T11:09:58.560449] [INFO ] [sig ] Generating forecast for: GAP [2025-09-26T11:09:58.560601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'. [2025-09-26T11:09:58.574662] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GAP'. [2025-09-26T11:09:58.575369] [INFO ] [FORECASTER] Starting predict_future for GAP [2025-09-26T11:09:58.604614] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:58.605689] [DEBUG] [LOCAL ] No optimal features file found for GAP: ./output/feature-sets/GAP.txt [2025-09-26T11:09:58.605782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:58.605862] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:58.605938] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:58.606044] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:58.625076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:58.626296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:58.626442] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:58.626515] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:58.673543] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:58.673864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:58.673932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:58.673968] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:58.678442] [DEBUG] [FORECASTER] GAP: Forecast T+1@11:T+2@11: DOWN (p=4.00%) [2025-09-26T11:09:58.678916] [INFO ] [FORECASTER] Completed predict_future for GAP [2025-09-26T11:09:58.679121] [INFO ] [sig ] GAP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:58.853412] [INFO ] [LOCAL ] Saved forecast: GAP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GAP.txt [2025-09-26T11:09:58.853934] [INFO ] [sig ] [697/2043] Completed GAP in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:58.854030] [INFO ] [sig ] [698/2043] Forecasting GATX... [2025-09-26T11:09:58.854107] [INFO ] [sig ] Generating forecast for: GATX [2025-09-26T11:09:58.854186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-09-26T11:09:58.869117] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GATX'. [2025-09-26T11:09:58.869844] [INFO ] [FORECASTER] Starting predict_future for GATX [2025-09-26T11:09:58.901638] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:58.902719] [DEBUG] [LOCAL ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt [2025-09-26T11:09:58.902809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:58.902887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:58.902960] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:58.903068] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:58.924973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:58.926245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:58.926402] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:58.926478] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:58.976336] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:58.976614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:58.976705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:58.976766] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:58.981822] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=87.04%) [2025-09-26T11:09:58.982327] [INFO ] [FORECASTER] Completed predict_future for GATX [2025-09-26T11:09:58.982529] [INFO ] [sig ] GATX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:59.149289] [INFO ] [LOCAL ] Saved forecast: GATX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GATX.txt [2025-09-26T11:09:59.149596] [INFO ] [sig ] [698/2043] Completed GATX in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:59.149700] [INFO ] [sig ] [699/2043] Forecasting GBAB... [2025-09-26T11:09:59.149772] [INFO ] [sig ] Generating forecast for: GBAB [2025-09-26T11:09:59.149847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-09-26T11:09:59.161882] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBAB'. [2025-09-26T11:09:59.162481] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-09-26T11:09:59.189800] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:59.190896] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-09-26T11:09:59.190990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:59.191084] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:59.191169] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:59.191303] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:59.209232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:59.210294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:59.210438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:59.210514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:59.270506] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:59.270817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:59.270887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:59.270924] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:59.275314] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=19.77%) [2025-09-26T11:09:59.275754] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-09-26T11:09:59.275951] [INFO ] [sig ] GBAB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:59.425124] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GBAB.txt [2025-09-26T11:09:59.425560] [INFO ] [sig ] [699/2043] Completed GBAB in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:59.425674] [INFO ] [sig ] [700/2043] Forecasting GBCI... [2025-09-26T11:09:59.425754] [INFO ] [sig ] Generating forecast for: GBCI [2025-09-26T11:09:59.425835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-09-26T11:09:59.437757] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBCI'. [2025-09-26T11:09:59.438366] [INFO ] [FORECASTER] Starting predict_future for GBCI [2025-09-26T11:09:59.465818] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:59.467019] [DEBUG] [LOCAL ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt [2025-09-26T11:09:59.467123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:59.467202] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:59.467280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:59.467386] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:59.486126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:59.487337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:59.487522] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:59.487598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:59.534147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:59.534487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:59.534554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:59.534592] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:59.539428] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=16.05%) [2025-09-26T11:09:59.540030] [INFO ] [FORECASTER] Completed predict_future for GBCI [2025-09-26T11:09:59.540298] [INFO ] [sig ] GBCI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:09:59.702726] [INFO ] [LOCAL ] Saved forecast: GBCI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GBCI.txt [2025-09-26T11:09:59.703091] [INFO ] [sig ] [700/2043] Completed GBCI in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:59.703174] [INFO ] [sig ] [701/2043] Forecasting GBTG... [2025-09-26T11:09:59.703248] [INFO ] [sig ] Generating forecast for: GBTG [2025-09-26T11:09:59.703324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-09-26T11:09:59.715919] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBTG'. [2025-09-26T11:09:59.716325] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-09-26T11:09:59.743161] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:09:59.744074] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-09-26T11:09:59.744157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:09:59.744235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:09:59.744324] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:09:59.744443] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:09:59.762334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:09:59.762992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:09:59.763108] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:09:59.763191] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:09:59.809725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:09:59.809884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:09:59.809928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:09:59.809962] [INFO ] [FORECASTER] Training complete [2025-09-26T11:09:59.813527] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=58.73%) [2025-09-26T11:09:59.813885] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-09-26T11:09:59.814047] [INFO ] [sig ] GBTG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:09:59.961190] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GBTG.txt [2025-09-26T11:09:59.961579] [INFO ] [sig ] [701/2043] Completed GBTG in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:09:59.961693] [INFO ] [sig ] [702/2043] Forecasting GBX... [2025-09-26T11:09:59.961780] [INFO ] [sig ] Generating forecast for: GBX [2025-09-26T11:09:59.961871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-09-26T11:09:59.974024] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GBX'. [2025-09-26T11:09:59.974416] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-09-26T11:10:00.001227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:00.002170] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-09-26T11:10:00.002272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:00.002348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:00.002419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:00.002522] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:00.022236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:00.023610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:00.023786] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:00.023860] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:00.060235] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:00.060451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:00.060501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:00.060536] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:00.064590] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=96.10%) [2025-09-26T11:10:00.064997] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-09-26T11:10:00.065217] [INFO ] [sig ] GBX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:00.220943] [INFO ] [LOCAL ] Saved forecast: GBX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GBX.txt [2025-09-26T11:10:00.221300] [INFO ] [sig ] [702/2043] Completed GBX in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:10:00.221384] [INFO ] [sig ] [703/2043] Forecasting GCI... [2025-09-26T11:10:00.221460] [INFO ] [sig ] Generating forecast for: GCI [2025-09-26T11:10:00.221535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'. [2025-09-26T11:10:00.233123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCI'. [2025-09-26T11:10:00.233509] [INFO ] [FORECASTER] Starting predict_future for GCI [2025-09-26T11:10:00.260034] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:00.260959] [DEBUG] [LOCAL ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt [2025-09-26T11:10:00.261041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:00.261131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:00.261220] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:00.261348] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:00.280235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:00.281026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:00.281139] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:00.281212] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:00.320973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:00.321131] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:00.321177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:00.321212] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:00.324971] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: DOWN (p=9.08%) [2025-09-26T11:10:00.325279] [INFO ] [FORECASTER] Completed predict_future for GCI [2025-09-26T11:10:00.325523] [INFO ] [sig ] GCI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:00.491218] [INFO ] [LOCAL ] Saved forecast: GCI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GCI.txt [2025-09-26T11:10:00.491564] [INFO ] [sig ] [703/2043] Completed GCI in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:10:00.491672] [INFO ] [sig ] [704/2043] Forecasting GCO... [2025-09-26T11:10:00.491746] [INFO ] [sig ] Generating forecast for: GCO [2025-09-26T11:10:00.491840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-09-26T11:10:00.506102] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCO'. [2025-09-26T11:10:00.506616] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-09-26T11:10:00.535894] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:00.536862] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-09-26T11:10:00.536943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:00.537016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:00.537087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:00.537200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:00.557219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:00.558461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:00.558617] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:00.558723] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:00.598771] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:00.598978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:00.599029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:00.599065] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:00.602859] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=93.89%) [2025-09-26T11:10:00.603202] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-09-26T11:10:00.603363] [INFO ] [sig ] GCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:00.757376] [INFO ] [LOCAL ] Saved forecast: GCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GCO.txt [2025-09-26T11:10:00.757709] [INFO ] [sig ] [704/2043] Completed GCO in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:10:00.757797] [INFO ] [sig ] [705/2043] Forecasting GCTS... [2025-09-26T11:10:00.757870] [INFO ] [sig ] Generating forecast for: GCTS [2025-09-26T11:10:00.757944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'. [2025-09-26T11:10:00.770418] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCTS'. [2025-09-26T11:10:00.770857] [INFO ] [FORECASTER] Starting predict_future for GCTS [2025-09-26T11:10:00.798013] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:00.798933] [DEBUG] [LOCAL ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt [2025-09-26T11:10:00.799013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:00.799101] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:00.799187] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:00.799315] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:00.818453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:00.819224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:00.819338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:00.819426] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:00.860023] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:00.860205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:00.860252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:00.860286] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:00.864202] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=43.17%) [2025-09-26T11:10:00.864588] [INFO ] [FORECASTER] Completed predict_future for GCTS [2025-09-26T11:10:00.864790] [INFO ] [sig ] GCTS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:01.022538] [INFO ] [LOCAL ] Saved forecast: GCTS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GCTS.txt [2025-09-26T11:10:01.022865] [INFO ] [sig ] [705/2043] Completed GCTS in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:10:01.022968] [INFO ] [sig ] [706/2043] Forecasting GCV... [2025-09-26T11:10:01.023052] [INFO ] [sig ] Generating forecast for: GCV [2025-09-26T11:10:01.023126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'. [2025-09-26T11:10:01.033444] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GCV'. [2025-09-26T11:10:01.033922] [INFO ] [FORECASTER] Starting predict_future for GCV [2025-09-26T11:10:01.060583] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:01.061552] [DEBUG] [LOCAL ] No optimal features file found for GCV: ./output/feature-sets/GCV.txt [2025-09-26T11:10:01.061637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:01.061742] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:01.061813] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:01.061916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:01.080566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:01.081452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:01.081570] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:01.081667] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:01.125322] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:01.125602] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:01.125726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:01.125795] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:01.131334] [DEBUG] [FORECASTER] GCV: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-09-26T11:10:01.131790] [INFO ] [FORECASTER] Completed predict_future for GCV [2025-09-26T11:10:01.131969] [INFO ] [sig ] GCV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:01.303308] [INFO ] [LOCAL ] Saved forecast: GCV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GCV.txt [2025-09-26T11:10:01.303870] [INFO ] [sig ] [706/2043] Completed GCV in 0.3s | 3.74 sym/s | Total: 3.1m | ETA: 6.0m [2025-09-26T11:10:01.303954] [INFO ] [sig ] [707/2043] Forecasting GD... [2025-09-26T11:10:01.304025] [INFO ] [sig ] Generating forecast for: GD [2025-09-26T11:10:01.304106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-09-26T11:10:01.319440] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GD'. [2025-09-26T11:10:01.319954] [INFO ] [FORECASTER] Starting predict_future for GD [2025-09-26T11:10:01.351337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:01.352425] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-09-26T11:10:01.352507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:01.352582] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:01.352689] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:01.352826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:01.372889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:01.373785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:01.373897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:01.373998] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:01.417190] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:01.417407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:01.417460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:01.417497] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:01.421618] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=36.06%) [2025-09-26T11:10:01.422023] [INFO ] [FORECASTER] Completed predict_future for GD [2025-09-26T11:10:01.422184] [INFO ] [sig ] GD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:01.636319] [INFO ] [LOCAL ] Saved forecast: GD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GD.txt [2025-09-26T11:10:01.636742] [INFO ] [sig ] [707/2043] Completed GD in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 6.0m [2025-09-26T11:10:01.636877] [INFO ] [sig ] [708/2043] Forecasting GDDY... [2025-09-26T11:10:01.637008] [INFO ] [sig ] Generating forecast for: GDDY [2025-09-26T11:10:01.637079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-09-26T11:10:01.652733] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDDY'. [2025-09-26T11:10:01.653390] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-09-26T11:10:01.691496] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:01.692406] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-09-26T11:10:01.692488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:01.692563] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:01.692634] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:01.692767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:01.711565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:01.712262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:01.712372] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:01.712447] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:01.753372] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:01.753567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:01.753615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:01.753685] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:01.757561] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=54.03%) [2025-09-26T11:10:01.757893] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-09-26T11:10:01.758055] [INFO ] [sig ] GDDY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:01.930096] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GDDY.txt [2025-09-26T11:10:01.930406] [INFO ] [sig ] [708/2043] Completed GDDY in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:01.930487] [INFO ] [sig ] [709/2043] Forecasting GDIV... [2025-09-26T11:10:01.930559] [INFO ] [sig ] Generating forecast for: GDIV [2025-09-26T11:10:01.930633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'. [2025-09-26T11:10:01.941169] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GDIV'. [2025-09-26T11:10:01.941561] [INFO ] [FORECASTER] Starting predict_future for GDIV [2025-09-26T11:10:01.970929] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:01.972138] [DEBUG] [LOCAL ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt [2025-09-26T11:10:01.972247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:01.972340] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:01.972427] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:01.972545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:01.992813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:01.993699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:01.993823] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:01.993909] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:02.034619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:02.034844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:02.034899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:02.034936] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:02.038906] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: DOWN (p=5.66%) [2025-09-26T11:10:02.039263] [INFO ] [FORECASTER] Completed predict_future for GDIV [2025-09-26T11:10:02.039426] [INFO ] [sig ] GDIV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:02.257139] [INFO ] [LOCAL ] Saved forecast: GDIV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GDIV.txt [2025-09-26T11:10:02.257565] [INFO ] [sig ] [709/2043] Completed GDIV in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:02.257708] [INFO ] [sig ] [710/2043] Forecasting GDL... [2025-09-26T11:10:02.257847] [INFO ] [sig ] Generating forecast for: GDL [2025-09-26T11:10:02.257961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'. [2025-09-26T11:10:02.269686] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GDL'. [2025-09-26T11:10:02.270123] [INFO ] [FORECASTER] Starting predict_future for GDL [2025-09-26T11:10:02.297324] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:02.298262] [DEBUG] [LOCAL ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt [2025-09-26T11:10:02.298346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:02.298420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:02.298490] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:02.298592] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:02.317441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:02.318253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:02.318370] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:02.318441] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:02.355304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:02.355466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:02.355541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:02.355584] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:02.359176] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: DOWN (p=12.15%) [2025-09-26T11:10:02.359482] [INFO ] [FORECASTER] Completed predict_future for GDL [2025-09-26T11:10:02.359714] [INFO ] [sig ] GDL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:02.518538] [INFO ] [LOCAL ] Saved forecast: GDL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GDL.txt [2025-09-26T11:10:02.518885] [INFO ] [sig ] [710/2043] Completed GDL in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:02.518967] [INFO ] [sig ] [711/2043] Forecasting GDO... [2025-09-26T11:10:02.519041] [INFO ] [sig ] Generating forecast for: GDO [2025-09-26T11:10:02.519130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'. [2025-09-26T11:10:02.530767] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDO'. [2025-09-26T11:10:02.531256] [INFO ] [FORECASTER] Starting predict_future for GDO [2025-09-26T11:10:02.558561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:02.559476] [DEBUG] [LOCAL ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt [2025-09-26T11:10:02.559557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:02.559632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:02.559728] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:02.559829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:02.578926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:02.579862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:02.579980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:02.580051] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:02.615051] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:02.615245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:02.615293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:02.615327] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:02.619372] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=54.41%) [2025-09-26T11:10:02.619751] [INFO ] [FORECASTER] Completed predict_future for GDO [2025-09-26T11:10:02.619918] [INFO ] [sig ] GDO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:02.781775] [INFO ] [LOCAL ] Saved forecast: GDO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GDO.txt [2025-09-26T11:10:02.782517] [INFO ] [sig ] [711/2043] Completed GDO in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:02.782608] [INFO ] [sig ] [712/2043] Forecasting GDOT... [2025-09-26T11:10:02.782703] [INFO ] [sig ] Generating forecast for: GDOT [2025-09-26T11:10:02.782775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'. [2025-09-26T11:10:02.801670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDOT'. [2025-09-26T11:10:02.802267] [INFO ] [FORECASTER] Starting predict_future for GDOT [2025-09-26T11:10:02.830777] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:02.831774] [DEBUG] [LOCAL ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt [2025-09-26T11:10:02.831859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:02.831933] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:02.832007] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:02.832132] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:02.850817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:02.851928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:02.852068] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:02.852138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:02.889968] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:02.890159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:02.890207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:02.890242] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:02.893987] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: UP (p=95.29%) [2025-09-26T11:10:02.894306] [INFO ] [FORECASTER] Completed predict_future for GDOT [2025-09-26T11:10:02.894466] [INFO ] [sig ] GDOT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:03.080673] [INFO ] [LOCAL ] Saved forecast: GDOT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GDOT.txt [2025-09-26T11:10:03.081012] [INFO ] [sig ] [712/2043] Completed GDOT in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:03.081125] [INFO ] [sig ] [713/2043] Forecasting GDV... [2025-09-26T11:10:03.081232] [INFO ] [sig ] Generating forecast for: GDV [2025-09-26T11:10:03.081334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-09-26T11:10:03.093358] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GDV'. [2025-09-26T11:10:03.093887] [INFO ] [FORECASTER] Starting predict_future for GDV [2025-09-26T11:10:03.125221] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:03.126286] [DEBUG] [LOCAL ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt [2025-09-26T11:10:03.126390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:03.126495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:03.126600] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:03.126792] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:03.150340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:03.151369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:03.151490] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:03.151576] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:03.196504] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:03.196733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:03.196806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:03.196912] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:03.201203] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: DOWN (p=11.24%) [2025-09-26T11:10:03.201529] [INFO ] [FORECASTER] Completed predict_future for GDV [2025-09-26T11:10:03.201708] [INFO ] [sig ] GDV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:03.386432] [INFO ] [LOCAL ] Saved forecast: GDV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GDV.txt [2025-09-26T11:10:03.386771] [INFO ] [sig ] [713/2043] Completed GDV in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:03.386877] [INFO ] [sig ] [714/2043] Forecasting GE... [2025-09-26T11:10:03.386947] [INFO ] [sig ] Generating forecast for: GE [2025-09-26T11:10:03.387017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-09-26T11:10:03.398375] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GE'. [2025-09-26T11:10:03.398898] [INFO ] [FORECASTER] Starting predict_future for GE [2025-09-26T11:10:03.427381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:03.428428] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-09-26T11:10:03.428526] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:03.428620] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:03.428743] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:03.428849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:03.447895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:03.448909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:03.449027] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:03.449114] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:03.491827] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:03.492060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:03.492120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:03.492159] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:03.496618] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-09-26T11:10:03.497113] [INFO ] [FORECASTER] Completed predict_future for GE [2025-09-26T11:10:03.497292] [INFO ] [sig ] GE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:03.662199] [INFO ] [LOCAL ] Saved forecast: GE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GE.txt [2025-09-26T11:10:03.662529] [INFO ] [sig ] [714/2043] Completed GE in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:03.662617] [INFO ] [sig ] [715/2043] Forecasting GEF... [2025-09-26T11:10:03.662726] [INFO ] [sig ] Generating forecast for: GEF [2025-09-26T11:10:03.662803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-09-26T11:10:03.674364] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEF'. [2025-09-26T11:10:03.674846] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-09-26T11:10:03.702737] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:03.703785] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-09-26T11:10:03.703880] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:03.703991] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:03.704096] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:03.704261] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:03.723286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:03.724182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:03.724338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:03.724426] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:03.757557] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:03.757776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:03.757841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:03.757881] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:03.762031] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=94.46%) [2025-09-26T11:10:03.762356] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-09-26T11:10:03.762506] [INFO ] [sig ] GEF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:03.914724] [INFO ] [LOCAL ] Saved forecast: GEF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GEF.txt [2025-09-26T11:10:03.915042] [INFO ] [sig ] [715/2043] Completed GEF in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:03.915123] [INFO ] [sig ] [716/2043] Forecasting GEL... [2025-09-26T11:10:03.915194] [INFO ] [sig ] Generating forecast for: GEL [2025-09-26T11:10:03.915266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-09-26T11:10:03.928465] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEL'. [2025-09-26T11:10:03.928921] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-09-26T11:10:03.955796] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:03.956992] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-09-26T11:10:03.957077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:03.957166] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:03.957237] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:03.957336] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:03.975840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:03.976565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:03.976710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:03.976784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:04.008057] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:04.008278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:04.008330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:04.008368] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:04.012673] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-09-26T11:10:04.013037] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-09-26T11:10:04.013201] [INFO ] [sig ] GEL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:04.167703] [INFO ] [LOCAL ] Saved forecast: GEL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GEL.txt [2025-09-26T11:10:04.167995] [INFO ] [sig ] [716/2043] Completed GEL in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:04.168074] [INFO ] [sig ] [717/2043] Forecasting GENI... [2025-09-26T11:10:04.168123] [INFO ] [sig ] Generating forecast for: GENI [2025-09-26T11:10:04.168164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-09-26T11:10:04.179260] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GENI'. [2025-09-26T11:10:04.179700] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-09-26T11:10:04.205933] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:04.206977] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-09-26T11:10:04.207065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:04.207163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:04.207274] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:04.207507] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:04.225997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:04.226780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:04.226939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:04.227041] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:04.270088] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:04.270257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:04.270332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:04.270377] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:04.274128] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=84.57%) [2025-09-26T11:10:04.274431] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-09-26T11:10:04.274578] [INFO ] [sig ] GENI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:04.431959] [INFO ] [LOCAL ] Saved forecast: GENI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GENI.txt [2025-09-26T11:10:04.432262] [INFO ] [sig ] [717/2043] Completed GENI in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:04.432341] [INFO ] [sig ] [718/2043] Forecasting GEO... [2025-09-26T11:10:04.432409] [INFO ] [sig ] Generating forecast for: GEO [2025-09-26T11:10:04.432480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'. [2025-09-26T11:10:04.444634] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEO'. [2025-09-26T11:10:04.445167] [INFO ] [FORECASTER] Starting predict_future for GEO [2025-09-26T11:10:04.473991] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:04.475536] [DEBUG] [LOCAL ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt [2025-09-26T11:10:04.475639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:04.475735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:04.475806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:04.475909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:04.494739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:04.495694] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:04.495840] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:04.495916] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:04.540559] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:04.540804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:04.540874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:04.540914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:04.545806] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: UP (p=58.99%) [2025-09-26T11:10:04.546196] [INFO ] [FORECASTER] Completed predict_future for GEO [2025-09-26T11:10:04.546361] [INFO ] [sig ] GEO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:04.704390] [INFO ] [LOCAL ] Saved forecast: GEO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GEO.txt [2025-09-26T11:10:04.704712] [INFO ] [sig ] [718/2043] Completed GEO in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:04.704794] [INFO ] [sig ] [719/2043] Forecasting GES... [2025-09-26T11:10:04.704862] [INFO ] [sig ] Generating forecast for: GES [2025-09-26T11:10:04.704931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-09-26T11:10:04.717372] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GES'. [2025-09-26T11:10:04.717842] [INFO ] [FORECASTER] Starting predict_future for GES [2025-09-26T11:10:04.746998] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:04.747963] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-09-26T11:10:04.748045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:04.748131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:04.748212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:04.748312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:04.768307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:04.769194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:04.769386] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:04.769457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:04.805719] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:04.805898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:04.805946] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:04.805983] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:04.809863] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=87.63%) [2025-09-26T11:10:04.810189] [INFO ] [FORECASTER] Completed predict_future for GES [2025-09-26T11:10:04.810395] [INFO ] [sig ] GES: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:04.993309] [INFO ] [LOCAL ] Saved forecast: GES 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GES.txt [2025-09-26T11:10:04.993726] [INFO ] [sig ] [719/2043] Completed GES in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:04.993829] [INFO ] [sig ] [720/2043] Forecasting GETY... [2025-09-26T11:10:04.993913] [INFO ] [sig ] Generating forecast for: GETY [2025-09-26T11:10:04.994002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'. [2025-09-26T11:10:05.006293] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GETY'. [2025-09-26T11:10:05.006739] [INFO ] [FORECASTER] Starting predict_future for GETY [2025-09-26T11:10:05.033623] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:05.034553] [DEBUG] [LOCAL ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt [2025-09-26T11:10:05.034635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:05.034742] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:05.034815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:05.034916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:05.053557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:05.054385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:05.054503] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:05.054574] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:05.086747] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:05.086955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:05.087013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:05.087050] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:05.090851] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: DOWN (p=29.45%) [2025-09-26T11:10:05.091204] [INFO ] [FORECASTER] Completed predict_future for GETY [2025-09-26T11:10:05.091384] [INFO ] [sig ] GETY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:05.251193] [INFO ] [LOCAL ] Saved forecast: GETY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GETY.txt [2025-09-26T11:10:05.251473] [INFO ] [sig ] [720/2043] Completed GETY in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:05.251552] [INFO ] [sig ] [721/2043] Forecasting GEV... [2025-09-26T11:10:05.251621] [INFO ] [sig ] Generating forecast for: GEV [2025-09-26T11:10:05.251712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'. [2025-09-26T11:10:05.262962] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GEV'. [2025-09-26T11:10:05.263393] [INFO ] [FORECASTER] Starting predict_future for GEV [2025-09-26T11:10:05.291730] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:05.292787] [DEBUG] [LOCAL ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt [2025-09-26T11:10:05.292867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:05.292953] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:05.293037] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:05.293164] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:05.312542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:05.313274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:05.313384] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:05.313472] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:05.352369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:05.352524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:05.352566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:05.352601] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:05.356128] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: UP (p=58.21%) [2025-09-26T11:10:05.356432] [INFO ] [FORECASTER] Completed predict_future for GEV [2025-09-26T11:10:05.356578] [INFO ] [sig ] GEV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:05.512953] [INFO ] [LOCAL ] Saved forecast: GEV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GEV.txt [2025-09-26T11:10:05.513330] [INFO ] [sig ] [721/2043] Completed GEV in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:05.513435] [INFO ] [sig ] [722/2043] Forecasting GF... [2025-09-26T11:10:05.513527] [INFO ] [sig ] Generating forecast for: GF [2025-09-26T11:10:05.513613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'. [2025-09-26T11:10:05.524763] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GF'. [2025-09-26T11:10:05.525229] [INFO ] [FORECASTER] Starting predict_future for GF [2025-09-26T11:10:05.553219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:05.554188] [DEBUG] [LOCAL ] No optimal features file found for GF: ./output/feature-sets/GF.txt [2025-09-26T11:10:05.554270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:05.554345] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:05.554415] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:05.554515] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:05.574068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:05.574804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:05.574917] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:05.574988] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:05.611308] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:05.611519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:05.611574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:05.611613] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:05.615319] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=9.01%) [2025-09-26T11:10:05.615622] [INFO ] [FORECASTER] Completed predict_future for GF [2025-09-26T11:10:05.615813] [INFO ] [sig ] GF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:05.776212] [INFO ] [LOCAL ] Saved forecast: GF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GF.txt [2025-09-26T11:10:05.776574] [INFO ] [sig ] [722/2043] Completed GF in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:05.776694] [INFO ] [sig ] [723/2043] Forecasting GFF... [2025-09-26T11:10:05.776793] [INFO ] [sig ] Generating forecast for: GFF [2025-09-26T11:10:05.776919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-09-26T11:10:05.787931] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFF'. [2025-09-26T11:10:05.788309] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-09-26T11:10:05.815609] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:05.816569] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-09-26T11:10:05.816675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:05.816795] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:05.816899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:05.817008] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:05.835068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:05.835768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:05.835875] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:05.835957] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:05.881834] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:05.881972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:05.882017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:05.882054] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:05.886114] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-09-26T11:10:05.886434] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-09-26T11:10:05.886586] [INFO ] [sig ] GFF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:06.038994] [INFO ] [LOCAL ] Saved forecast: GFF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GFF.txt [2025-09-26T11:10:06.039285] [INFO ] [sig ] [723/2043] Completed GFF in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:06.039380] [INFO ] [sig ] [724/2043] Forecasting GFI... [2025-09-26T11:10:06.039462] [INFO ] [sig ] Generating forecast for: GFI [2025-09-26T11:10:06.039547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-09-26T11:10:06.050618] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFI'. [2025-09-26T11:10:06.051051] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-09-26T11:10:06.077567] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:06.078438] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-09-26T11:10:06.078517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:06.078591] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:06.078701] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:06.078825] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:06.097461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:06.098092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:06.098198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:06.098280] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:06.142810] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:06.142946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:06.142991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:06.143029] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:06.146936] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=67.38%) [2025-09-26T11:10:06.147255] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-09-26T11:10:06.147407] [INFO ] [sig ] GFI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:06.297967] [INFO ] [LOCAL ] Saved forecast: GFI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GFI.txt [2025-09-26T11:10:06.298220] [INFO ] [sig ] [724/2043] Completed GFI in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:06.298298] [INFO ] [sig ] [725/2043] Forecasting GFL... [2025-09-26T11:10:06.298404] [INFO ] [sig ] Generating forecast for: GFL [2025-09-26T11:10:06.298492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-09-26T11:10:06.309254] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFL'. [2025-09-26T11:10:06.309622] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-09-26T11:10:06.336257] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:06.337274] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-09-26T11:10:06.337354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:06.337428] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:06.337516] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:06.337630] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:06.356004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:06.356615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:06.356742] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:06.356842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:06.402906] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:06.403085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:06.403134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:06.403172] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:06.407136] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=85.23%) [2025-09-26T11:10:06.407600] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-09-26T11:10:06.407797] [INFO ] [sig ] GFL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:06.559388] [INFO ] [LOCAL ] Saved forecast: GFL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GFL.txt [2025-09-26T11:10:06.559618] [INFO ] [sig ] [725/2043] Completed GFL in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:06.559725] [INFO ] [sig ] [726/2043] Forecasting GFR... [2025-09-26T11:10:06.559808] [INFO ] [sig ] Generating forecast for: GFR [2025-09-26T11:10:06.559892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'. [2025-09-26T11:10:06.569878] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GFR'. [2025-09-26T11:10:06.570201] [INFO ] [FORECASTER] Starting predict_future for GFR [2025-09-26T11:10:06.596314] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:06.597314] [DEBUG] [LOCAL ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt [2025-09-26T11:10:06.597393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:06.597468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:06.597552] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:06.597784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:06.615859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:06.616533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:06.616680] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:06.616774] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:06.663971] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:06.664088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:06.664134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:06.664170] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:06.668093] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: UP (p=94.21%) [2025-09-26T11:10:06.668427] [INFO ] [FORECASTER] Completed predict_future for GFR [2025-09-26T11:10:06.668587] [INFO ] [sig ] GFR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:06.825875] [INFO ] [LOCAL ] Saved forecast: GFR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GFR.txt [2025-09-26T11:10:06.826142] [INFO ] [sig ] [726/2043] Completed GFR in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:06.826242] [INFO ] [sig ] [727/2043] Forecasting GGB... [2025-09-26T11:10:06.826344] [INFO ] [sig ] Generating forecast for: GGB [2025-09-26T11:10:06.826446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-09-26T11:10:06.837677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGB'. [2025-09-26T11:10:06.838084] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-09-26T11:10:06.864681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:06.865550] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-09-26T11:10:06.865629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:06.865732] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:06.865812] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:06.865927] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:06.884035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:06.884629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:06.884757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:06.884840] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:06.928825] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:06.928950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:06.928994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:06.929031] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:06.932994] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=10.23%) [2025-09-26T11:10:06.933318] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-09-26T11:10:06.933465] [INFO ] [sig ] GGB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:07.081837] [INFO ] [LOCAL ] Saved forecast: GGB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GGB.txt [2025-09-26T11:10:07.082099] [INFO ] [sig ] [727/2043] Completed GGB in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:07.082182] [INFO ] [sig ] [728/2043] Forecasting GGG... [2025-09-26T11:10:07.082272] [INFO ] [sig ] Generating forecast for: GGG [2025-09-26T11:10:07.082365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-09-26T11:10:07.093039] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGG'. [2025-09-26T11:10:07.093385] [INFO ] [FORECASTER] Starting predict_future for GGG [2025-09-26T11:10:07.119165] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:07.120066] [DEBUG] [LOCAL ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt [2025-09-26T11:10:07.120149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:07.120249] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:07.120344] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:07.120485] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:07.138914] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:07.139594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:07.139747] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:07.139834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:07.185192] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:07.185312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:07.185371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:07.185409] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:07.189575] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=90.93%) [2025-09-26T11:10:07.189997] [INFO ] [FORECASTER] Completed predict_future for GGG [2025-09-26T11:10:07.190178] [INFO ] [sig ] GGG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:07.346064] [INFO ] [LOCAL ] Saved forecast: GGG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GGG.txt [2025-09-26T11:10:07.346312] [INFO ] [sig ] [728/2043] Completed GGG in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:07.346391] [INFO ] [sig ] [729/2043] Forecasting GGT... [2025-09-26T11:10:07.346461] [INFO ] [sig ] Generating forecast for: GGT [2025-09-26T11:10:07.346531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'. [2025-09-26T11:10:07.357214] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGT'. [2025-09-26T11:10:07.357574] [INFO ] [FORECASTER] Starting predict_future for GGT [2025-09-26T11:10:07.383958] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:07.384920] [DEBUG] [LOCAL ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt [2025-09-26T11:10:07.385004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:07.385105] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:07.385215] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:07.385416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:07.403668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:07.404314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:07.404434] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:07.404541] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:07.449456] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:07.449584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:07.449628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:07.449712] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:07.453753] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: DOWN (p=41.99%) [2025-09-26T11:10:07.454064] [INFO ] [FORECASTER] Completed predict_future for GGT [2025-09-26T11:10:07.454215] [INFO ] [sig ] GGT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:07.604409] [INFO ] [LOCAL ] Saved forecast: GGT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GGT.txt [2025-09-26T11:10:07.604671] [INFO ] [sig ] [729/2043] Completed GGT in 0.3s | 3.74 sym/s | Total: 3.2m | ETA: 5.9m [2025-09-26T11:10:07.604759] [INFO ] [sig ] [730/2043] Forecasting GGZ... [2025-09-26T11:10:07.604833] [INFO ] [sig ] Generating forecast for: GGZ [2025-09-26T11:10:07.604905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'. [2025-09-26T11:10:07.614788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GGZ'. [2025-09-26T11:10:07.615116] [INFO ] [FORECASTER] Starting predict_future for GGZ [2025-09-26T11:10:07.641486] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:07.642418] [DEBUG] [LOCAL ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt [2025-09-26T11:10:07.642503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:07.642601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:07.642788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:07.642950] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:07.661016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:07.661683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:07.661802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:07.661909] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:07.704990] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:07.705119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:07.705164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:07.705201] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:07.709174] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=97.82%) [2025-09-26T11:10:07.709484] [INFO ] [FORECASTER] Completed predict_future for GGZ [2025-09-26T11:10:07.709665] [INFO ] [sig ] GGZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:07.858691] [INFO ] [LOCAL ] Saved forecast: GGZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GGZ.txt [2025-09-26T11:10:07.858973] [INFO ] [sig ] [730/2043] Completed GGZ in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.9m [2025-09-26T11:10:07.859085] [INFO ] [sig ] [731/2043] Forecasting GHC... [2025-09-26T11:10:07.859192] [INFO ] [sig ] Generating forecast for: GHC [2025-09-26T11:10:07.859302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'. [2025-09-26T11:10:07.870025] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHC'. [2025-09-26T11:10:07.870478] [INFO ] [FORECASTER] Starting predict_future for GHC [2025-09-26T11:10:07.899210] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:07.900223] [DEBUG] [LOCAL ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt [2025-09-26T11:10:07.900303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:07.900377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:07.900446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:07.900551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:07.919737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:07.920606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:07.920752] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:07.920823] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:07.957739] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:07.957943] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:07.957991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:07.958025] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:07.961699] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=10.45%) [2025-09-26T11:10:07.961998] [INFO ] [FORECASTER] Completed predict_future for GHC [2025-09-26T11:10:07.962145] [INFO ] [sig ] GHC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:08.116809] [INFO ] [LOCAL ] Saved forecast: GHC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GHC.txt [2025-09-26T11:10:08.117221] [INFO ] [sig ] [731/2043] Completed GHC in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:08.117305] [INFO ] [sig ] [732/2043] Forecasting GHG... [2025-09-26T11:10:08.117375] [INFO ] [sig ] Generating forecast for: GHG [2025-09-26T11:10:08.117448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'. [2025-09-26T11:10:08.127616] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GHG'. [2025-09-26T11:10:08.128045] [INFO ] [FORECASTER] Starting predict_future for GHG [2025-09-26T11:10:08.154155] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:08.154988] [DEBUG] [LOCAL ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt [2025-09-26T11:10:08.155083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:08.155174] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:08.155263] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:08.155393] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:08.173602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:08.174213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:08.174336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:08.174426] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:08.217449] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:08.217679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:08.217760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:08.217801] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:08.222231] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=64.65%) [2025-09-26T11:10:08.222557] [INFO ] [FORECASTER] Completed predict_future for GHG [2025-09-26T11:10:08.222751] [INFO ] [sig ] GHG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:08.375133] [INFO ] [LOCAL ] Saved forecast: GHG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GHG.txt [2025-09-26T11:10:08.375419] [INFO ] [sig ] [732/2043] Completed GHG in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:08.375545] [INFO ] [sig ] [733/2043] Forecasting GHI... [2025-09-26T11:10:08.375680] [INFO ] [sig ] Generating forecast for: GHI [2025-09-26T11:10:08.375793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-09-26T11:10:08.386615] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHI'. [2025-09-26T11:10:08.387095] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-09-26T11:10:08.414589] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:08.415577] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-09-26T11:10:08.415688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:08.415814] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:08.415921] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:08.416072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:08.435504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:08.436235] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:08.436362] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:08.436471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:08.485358] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:08.485473] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:08.485518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:08.485554] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:08.489819] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=4.48%) [2025-09-26T11:10:08.490133] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-09-26T11:10:08.490291] [INFO ] [sig ] GHI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:08.650574] [INFO ] [LOCAL ] Saved forecast: GHI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GHI.txt [2025-09-26T11:10:08.650890] [INFO ] [sig ] [733/2043] Completed GHI in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:08.650974] [INFO ] [sig ] [734/2043] Forecasting GHLD... [2025-09-26T11:10:08.651044] [INFO ] [sig ] Generating forecast for: GHLD [2025-09-26T11:10:08.651114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'. [2025-09-26T11:10:08.661431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHLD'. [2025-09-26T11:10:08.661964] [INFO ] [FORECASTER] Starting predict_future for GHLD [2025-09-26T11:10:08.688994] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:08.689816] [DEBUG] [LOCAL ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt [2025-09-26T11:10:08.689895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:08.689967] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:08.690034] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:08.690134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:08.708422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:08.709046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:08.709150] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:08.709226] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:08.749501] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:08.749635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:08.749735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:08.749781] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:08.753512] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: UP (p=98.23%) [2025-09-26T11:10:08.753850] [INFO ] [FORECASTER] Completed predict_future for GHLD [2025-09-26T11:10:08.754185] [INFO ] [sig ] GHLD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:08.908356] [INFO ] [LOCAL ] Saved forecast: GHLD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GHLD.txt [2025-09-26T11:10:08.908616] [INFO ] [sig ] [734/2043] Completed GHLD in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:08.908728] [INFO ] [sig ] [735/2043] Forecasting GHM... [2025-09-26T11:10:08.908874] [INFO ] [sig ] Generating forecast for: GHM [2025-09-26T11:10:08.909001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-09-26T11:10:08.920757] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHM'. [2025-09-26T11:10:08.921243] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-09-26T11:10:08.947681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:08.948662] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-09-26T11:10:08.948749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:08.948822] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:08.948930] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:08.949083] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:08.966618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:08.967321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:08.967435] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:08.967519] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:09.004330] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:09.004531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:09.004597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:09.004634] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:09.008372] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=65.03%) [2025-09-26T11:10:09.008707] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-09-26T11:10:09.008872] [INFO ] [sig ] GHM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:09.162929] [INFO ] [LOCAL ] Saved forecast: GHM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GHM.txt [2025-09-26T11:10:09.163199] [INFO ] [sig ] [735/2043] Completed GHM in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:09.163277] [INFO ] [sig ] [736/2043] Forecasting GHY... [2025-09-26T11:10:09.163470] [INFO ] [sig ] Generating forecast for: GHY [2025-09-26T11:10:09.163557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-09-26T11:10:09.175892] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GHY'. [2025-09-26T11:10:09.176353] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-09-26T11:10:09.208197] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:09.209241] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-09-26T11:10:09.209330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:09.209406] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:09.209492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:09.209695] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:09.232373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:09.233426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:09.233543] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:09.233616] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:09.279021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:09.279202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:09.279257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:09.279298] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:09.283288] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=50.29%) [2025-09-26T11:10:09.283586] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-09-26T11:10:09.283770] [INFO ] [sig ] GHY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:09.444883] [INFO ] [LOCAL ] Saved forecast: GHY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GHY.txt [2025-09-26T11:10:09.445163] [INFO ] [sig ] [736/2043] Completed GHY in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:09.445269] [INFO ] [sig ] [737/2043] Forecasting GIB... [2025-09-26T11:10:09.445358] [INFO ] [sig ] Generating forecast for: GIB [2025-09-26T11:10:09.445451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-09-26T11:10:09.457224] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIB'. [2025-09-26T11:10:09.457619] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-09-26T11:10:09.484419] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:09.485290] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-09-26T11:10:09.485371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:09.485458] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:09.485533] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:09.485707] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:09.504961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:09.505740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:09.505850] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:09.505937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:09.544081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:09.544205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:09.544249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:09.544284] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:09.548142] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=93.09%) [2025-09-26T11:10:09.548455] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-09-26T11:10:09.548611] [INFO ] [sig ] GIB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:09.700541] [INFO ] [LOCAL ] Saved forecast: GIB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GIB.txt [2025-09-26T11:10:09.700874] [INFO ] [sig ] [737/2043] Completed GIB in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:09.700970] [INFO ] [sig ] [738/2043] Forecasting GIC... [2025-09-26T11:10:09.701066] [INFO ] [sig ] Generating forecast for: GIC [2025-09-26T11:10:09.701157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'. [2025-09-26T11:10:09.712168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIC'. [2025-09-26T11:10:09.712595] [INFO ] [FORECASTER] Starting predict_future for GIC [2025-09-26T11:10:09.740589] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:09.741534] [DEBUG] [LOCAL ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt [2025-09-26T11:10:09.741616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:09.741712] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:09.741784] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:09.741886] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:09.761821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:09.762597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:09.762732] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:09.762804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:09.799788] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:09.800001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:09.800056] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:09.800100] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:09.804136] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-09-26T11:10:09.804512] [INFO ] [FORECASTER] Completed predict_future for GIC [2025-09-26T11:10:09.804709] [INFO ] [sig ] GIC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:09.959724] [INFO ] [LOCAL ] Saved forecast: GIC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GIC.txt [2025-09-26T11:10:09.960066] [INFO ] [sig ] [738/2043] Completed GIC in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:09.960157] [INFO ] [sig ] [739/2043] Forecasting GIL... [2025-09-26T11:10:09.960228] [INFO ] [sig ] Generating forecast for: GIL [2025-09-26T11:10:09.960298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-09-26T11:10:09.972228] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIL'. [2025-09-26T11:10:09.972746] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-09-26T11:10:10.001735] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:10.002778] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-09-26T11:10:10.002871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:10.002968] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:10.003061] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:10.003205] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:10.022426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:10.023356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:10.023493] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:10.023587] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:10.059025] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:10.059236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:10.059288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:10.059326] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:10.063730] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: UP (p=57.67%) [2025-09-26T11:10:10.064074] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-09-26T11:10:10.064232] [INFO ] [sig ] GIL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:10.217163] [INFO ] [LOCAL ] Saved forecast: GIL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GIL.txt [2025-09-26T11:10:10.217463] [INFO ] [sig ] [739/2043] Completed GIL in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:10.217544] [INFO ] [sig ] [740/2043] Forecasting GIS... [2025-09-26T11:10:10.217614] [INFO ] [sig ] Generating forecast for: GIS [2025-09-26T11:10:10.217707] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-09-26T11:10:10.228207] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GIS'. [2025-09-26T11:10:10.228728] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-09-26T11:10:10.257352] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:10.258422] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-09-26T11:10:10.258524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:10.258615] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:10.258727] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:10.258847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:10.279386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:10.280265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:10.280382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:10.280452] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:10.311930] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:10.312178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:10.312252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:10.312297] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:10.316671] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=95.23%) [2025-09-26T11:10:10.317083] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-09-26T11:10:10.317291] [INFO ] [sig ] GIS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:10.496252] [INFO ] [LOCAL ] Saved forecast: GIS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GIS.txt [2025-09-26T11:10:10.496586] [INFO ] [sig ] [740/2043] Completed GIS in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:10.496713] [INFO ] [sig ] [741/2043] Forecasting GKOS... [2025-09-26T11:10:10.496786] [INFO ] [sig ] Generating forecast for: GKOS [2025-09-26T11:10:10.496874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-09-26T11:10:10.509386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GKOS'. [2025-09-26T11:10:10.510009] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-09-26T11:10:10.552585] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:10.554070] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-09-26T11:10:10.554172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:10.554258] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:10.554339] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:10.554510] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:10.586902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:10.588247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:10.588458] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:10.588562] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:10.640042] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:10.640297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:10.640377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:10.640440] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:10.646364] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: UP (p=59.02%) [2025-09-26T11:10:10.647068] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-09-26T11:10:10.647339] [INFO ] [sig ] GKOS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:10.904259] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GKOS.txt [2025-09-26T11:10:10.904788] [INFO ] [sig ] [741/2043] Completed GKOS in 0.4s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:10.904908] [INFO ] [sig ] [742/2043] Forecasting GL... [2025-09-26T11:10:10.905037] [INFO ] [sig ] Generating forecast for: GL [2025-09-26T11:10:10.905130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-09-26T11:10:10.919246] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GL'. [2025-09-26T11:10:10.919815] [INFO ] [FORECASTER] Starting predict_future for GL [2025-09-26T11:10:10.954827] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:10.956072] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-09-26T11:10:10.956166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:10.956267] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:10.956376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:10.956547] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:10.979852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:10.980904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:10.981029] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:10.981115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:11.025305] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:11.025515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:11.025566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:11.025620] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:11.030159] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=12.08%) [2025-09-26T11:10:11.030555] [INFO ] [FORECASTER] Completed predict_future for GL [2025-09-26T11:10:11.030777] [INFO ] [sig ] GL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:11.236206] [INFO ] [LOCAL ] Saved forecast: GL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GL.txt [2025-09-26T11:10:11.236776] [INFO ] [sig ] [742/2043] Completed GL in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:11.236908] [INFO ] [sig ] [743/2043] Forecasting GLOB... [2025-09-26T11:10:11.236976] [INFO ] [sig ] Generating forecast for: GLOB [2025-09-26T11:10:11.237068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-09-26T11:10:11.250507] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GLOB'. [2025-09-26T11:10:11.251147] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-09-26T11:10:11.286411] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:11.287737] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-09-26T11:10:11.287847] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:11.287923] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:11.287971] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:11.288067] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:11.309148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:11.310258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:11.310388] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:11.310462] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:11.357557] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:11.357813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:11.357882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:11.357922] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:11.362544] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=47.99%) [2025-09-26T11:10:11.363013] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-09-26T11:10:11.363211] [INFO ] [sig ] GLOB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:11.533902] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GLOB.txt [2025-09-26T11:10:11.534346] [INFO ] [sig ] [743/2043] Completed GLOB in 0.3s | 3.74 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:11.534450] [INFO ] [sig ] [744/2043] Forecasting GLP... [2025-09-26T11:10:11.534544] [INFO ] [sig ] Generating forecast for: GLP [2025-09-26T11:10:11.534639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-09-26T11:10:11.547622] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GLP'. [2025-09-26T11:10:11.548336] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-09-26T11:10:11.582363] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:11.583552] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-09-26T11:10:11.583679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:11.583774] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:11.583865] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:11.583998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:11.605315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:11.606447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:11.606605] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:11.606720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:11.655853] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:11.656094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:11.656176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:11.656249] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:11.660959] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=99.29%) [2025-09-26T11:10:11.661286] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-09-26T11:10:11.661440] [INFO ] [sig ] GLP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:11.846580] [INFO ] [LOCAL ] Saved forecast: GLP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GLP.txt [2025-09-26T11:10:11.846937] [INFO ] [sig ] [744/2043] Completed GLP in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:11.847052] [INFO ] [sig ] [745/2043] Forecasting GLW... [2025-09-26T11:10:11.847143] [INFO ] [sig ] Generating forecast for: GLW [2025-09-26T11:10:11.847241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'. [2025-09-26T11:10:11.859912] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GLW'. [2025-09-26T11:10:11.860395] [INFO ] [FORECASTER] Starting predict_future for GLW [2025-09-26T11:10:11.887638] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:11.888560] [DEBUG] [LOCAL ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt [2025-09-26T11:10:11.888691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:11.888769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:11.888840] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:11.888948] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:11.908477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:11.909306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:11.909437] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:11.909510] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:11.947363] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:11.947535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:11.947590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:11.947637] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:11.951431] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=95.06%) [2025-09-26T11:10:11.951781] [INFO ] [FORECASTER] Completed predict_future for GLW [2025-09-26T11:10:11.951941] [INFO ] [sig ] GLW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:12.109030] [INFO ] [LOCAL ] Saved forecast: GLW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GLW.txt [2025-09-26T11:10:12.109354] [INFO ] [sig ] [745/2043] Completed GLW in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:12.109435] [INFO ] [sig ] [746/2043] Forecasting GM... [2025-09-26T11:10:12.109585] [INFO ] [sig ] Generating forecast for: GM [2025-09-26T11:10:12.109708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-09-26T11:10:12.120407] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GM'. [2025-09-26T11:10:12.120854] [INFO ] [FORECASTER] Starting predict_future for GM [2025-09-26T11:10:12.148106] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:12.149025] [DEBUG] [LOCAL ] No optimal features file found for GM: ./output/feature-sets/GM.txt [2025-09-26T11:10:12.149106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:12.149180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:12.149249] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:12.149353] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:12.168830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:12.169626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:12.169770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:12.169844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:12.211829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:12.212027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:12.212076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:12.212111] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:12.215932] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: DOWN (p=40.59%) [2025-09-26T11:10:12.216249] [INFO ] [FORECASTER] Completed predict_future for GM [2025-09-26T11:10:12.216395] [INFO ] [sig ] GM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:12.374160] [INFO ] [LOCAL ] Saved forecast: GM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GM.txt [2025-09-26T11:10:12.374455] [INFO ] [sig ] [746/2043] Completed GM in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:12.374536] [INFO ] [sig ] [747/2043] Forecasting GME... [2025-09-26T11:10:12.374607] [INFO ] [sig ] Generating forecast for: GME [2025-09-26T11:10:12.374704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-09-26T11:10:12.387405] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GME'. [2025-09-26T11:10:12.387971] [INFO ] [FORECASTER] Starting predict_future for GME [2025-09-26T11:10:12.420509] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:12.421805] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-09-26T11:10:12.421924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:12.422044] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:12.422130] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:12.422258] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:12.442110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:12.442824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:12.442936] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:12.443023] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:12.488332] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:12.488534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:12.488587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:12.488624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:12.492662] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=77.75%) [2025-09-26T11:10:12.493027] [INFO ] [FORECASTER] Completed predict_future for GME [2025-09-26T11:10:12.493205] [INFO ] [sig ] GME: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:12.646625] [INFO ] [LOCAL ] Saved forecast: GME 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GME.txt [2025-09-26T11:10:12.646964] [INFO ] [sig ] [747/2043] Completed GME in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:12.647093] [INFO ] [sig ] [748/2043] Forecasting GMED... [2025-09-26T11:10:12.647183] [INFO ] [sig ] Generating forecast for: GMED [2025-09-26T11:10:12.647274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-09-26T11:10:12.659219] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GMED'. [2025-09-26T11:10:12.659719] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-09-26T11:10:12.687378] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:12.688369] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-09-26T11:10:12.688453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:12.688564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:12.688638] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:12.688767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:12.708305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:12.709261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:12.709385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:12.709468] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:12.748530] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:12.748770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:12.748838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:12.748875] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:12.753047] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=52.75%) [2025-09-26T11:10:12.753355] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-09-26T11:10:12.753515] [INFO ] [sig ] GMED: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:12.911807] [INFO ] [LOCAL ] Saved forecast: GMED 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GMED.txt [2025-09-26T11:10:12.912119] [INFO ] [sig ] [748/2043] Completed GMED in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:12.912206] [INFO ] [sig ] [749/2043] Forecasting GMRE... [2025-09-26T11:10:12.912280] [INFO ] [sig ] Generating forecast for: GMRE [2025-09-26T11:10:12.912354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-09-26T11:10:12.924537] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GMRE'. [2025-09-26T11:10:12.925084] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-09-26T11:10:12.952862] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:12.953838] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-09-26T11:10:12.953922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:12.953997] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:12.954067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:12.954171] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:12.973345] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:12.974239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:12.974383] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:12.974461] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:13.013685] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:13.013880] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:13.013930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:13.013982] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:13.017941] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=57.01%) [2025-09-26T11:10:13.018253] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-09-26T11:10:13.018402] [INFO ] [sig ] GMRE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:13.169095] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GMRE.txt [2025-09-26T11:10:13.169402] [INFO ] [sig ] [749/2043] Completed GMRE in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:13.169487] [INFO ] [sig ] [750/2043] Forecasting GNE... [2025-09-26T11:10:13.169563] [INFO ] [sig ] Generating forecast for: GNE [2025-09-26T11:10:13.169659] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-09-26T11:10:13.181003] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNE'. [2025-09-26T11:10:13.181528] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-09-26T11:10:13.209947] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:13.211041] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-09-26T11:10:13.211123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:13.211197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:13.211268] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:13.211445] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:13.231798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:13.232785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:13.232906] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:13.233006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:13.269989] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:13.270171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:13.270221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:13.270258] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:13.273973] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=94.07%) [2025-09-26T11:10:13.274299] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-09-26T11:10:13.274447] [INFO ] [sig ] GNE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:13.430884] [INFO ] [LOCAL ] Saved forecast: GNE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GNE.txt [2025-09-26T11:10:13.431199] [INFO ] [sig ] [750/2043] Completed GNE in 0.3s | 3.73 sym/s | Total: 3.3m | ETA: 5.8m [2025-09-26T11:10:13.431280] [INFO ] [sig ] [751/2043] Forecasting GNK... [2025-09-26T11:10:13.431350] [INFO ] [sig ] Generating forecast for: GNK [2025-09-26T11:10:13.431447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-09-26T11:10:13.445166] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNK'. [2025-09-26T11:10:13.445615] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-09-26T11:10:13.476409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:13.477461] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-09-26T11:10:13.477542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:13.477615] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:13.477706] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:13.477806] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:13.495839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:13.496631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:13.496767] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:13.496871] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:13.534513] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:13.534746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:13.534841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:13.534898] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:13.539242] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: UP (p=97.45%) [2025-09-26T11:10:13.539775] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-09-26T11:10:13.539965] [INFO ] [sig ] GNK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:13.702332] [INFO ] [LOCAL ] Saved forecast: GNK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GNK.txt [2025-09-26T11:10:13.702715] [INFO ] [sig ] [751/2043] Completed GNK in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 5.8m [2025-09-26T11:10:13.702847] [INFO ] [sig ] [752/2043] Forecasting GNL... [2025-09-26T11:10:13.702927] [INFO ] [sig ] Generating forecast for: GNL [2025-09-26T11:10:13.703029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-09-26T11:10:13.715424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNL'. [2025-09-26T11:10:13.715953] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-09-26T11:10:13.743409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:13.744373] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-09-26T11:10:13.744459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:13.744535] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:13.744619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:13.744781] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:13.771185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:13.772490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:13.772948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:13.773184] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:13.829935] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:13.830141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:13.830195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:13.830231] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:13.834315] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=47.25%) [2025-09-26T11:10:13.834664] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-09-26T11:10:13.834834] [INFO ] [sig ] GNL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:13.994530] [INFO ] [LOCAL ] Saved forecast: GNL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GNL.txt [2025-09-26T11:10:13.994864] [INFO ] [sig ] [752/2043] Completed GNL in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 5.8m [2025-09-26T11:10:13.994967] [INFO ] [sig ] [753/2043] Forecasting GNRC... [2025-09-26T11:10:13.995052] [INFO ] [sig ] Generating forecast for: GNRC [2025-09-26T11:10:13.995137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-09-26T11:10:14.006549] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNRC'. [2025-09-26T11:10:14.007004] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-09-26T11:10:14.034178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:14.035178] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-09-26T11:10:14.035260] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:14.035338] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:14.035409] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:14.035511] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:14.054024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:14.054961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:14.055085] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:14.055157] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:14.091061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:14.091260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:14.091310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:14.091368] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:14.095081] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: UP (p=67.77%) [2025-09-26T11:10:14.095366] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-09-26T11:10:14.095514] [INFO ] [sig ] GNRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:14.250691] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GNRC.txt [2025-09-26T11:10:14.251017] [INFO ] [sig ] [753/2043] Completed GNRC in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 5.8m [2025-09-26T11:10:14.251103] [INFO ] [sig ] [754/2043] Forecasting GNT... [2025-09-26T11:10:14.251174] [INFO ] [sig ] Generating forecast for: GNT [2025-09-26T11:10:14.251248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-09-26T11:10:14.262182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNT'. [2025-09-26T11:10:14.262775] [INFO ] [FORECASTER] Starting predict_future for GNT [2025-09-26T11:10:14.290634] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:14.291578] [DEBUG] [LOCAL ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt [2025-09-26T11:10:14.291684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:14.291759] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:14.291829] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:14.291938] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:14.311373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:14.312526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:14.312669] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:14.312745] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:14.351083] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:14.351270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:14.351318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:14.351352] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:14.355074] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: UP (p=54.49%) [2025-09-26T11:10:14.355431] [INFO ] [FORECASTER] Completed predict_future for GNT [2025-09-26T11:10:14.355588] [INFO ] [sig ] GNT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:14.507460] [INFO ] [LOCAL ] Saved forecast: GNT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GNT.txt [2025-09-26T11:10:14.507802] [INFO ] [sig ] [754/2043] Completed GNT in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 5.8m [2025-09-26T11:10:14.507891] [INFO ] [sig ] [755/2043] Forecasting GNTY... [2025-09-26T11:10:14.507964] [INFO ] [sig ] Generating forecast for: GNTY [2025-09-26T11:10:14.508015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNTY' from 'https://tdm.silogroup.org/data/derivative_storage/GNTY.csv'. [2025-09-26T11:10:14.518901] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GNTY'. [2025-09-26T11:10:14.519353] [INFO ] [FORECASTER] Starting predict_future for GNTY [2025-09-26T11:10:14.548947] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:14.550112] [DEBUG] [LOCAL ] No optimal features file found for GNTY: ./output/feature-sets/GNTY.txt [2025-09-26T11:10:14.550204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:14.550281] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:14.550351] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:14.550484] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:14.570483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:14.571613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:14.571771] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:14.571871] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:14.612058] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:14.612235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:14.612283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:14.612319] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:14.616113] [DEBUG] [FORECASTER] GNTY: Forecast T+1@11:T+2@11: DOWN (p=6.31%) [2025-09-26T11:10:14.616427] [INFO ] [FORECASTER] Completed predict_future for GNTY [2025-09-26T11:10:14.616605] [INFO ] [sig ] GNTY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:14.777335] [INFO ] [LOCAL ] Saved forecast: GNTY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GNTY.txt [2025-09-26T11:10:14.777622] [INFO ] [sig ] [755/2043] Completed GNTY in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:14.777726] [INFO ] [sig ] [756/2043] Forecasting GNW... [2025-09-26T11:10:14.777797] [INFO ] [sig ] Generating forecast for: GNW [2025-09-26T11:10:14.777869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-09-26T11:10:14.789086] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GNW'. [2025-09-26T11:10:14.789559] [INFO ] [FORECASTER] Starting predict_future for GNW [2025-09-26T11:10:14.816256] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:14.817211] [DEBUG] [LOCAL ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt [2025-09-26T11:10:14.817293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:14.817367] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:14.817437] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:14.817536] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:14.836441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:14.837434] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:14.837553] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:14.837638] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:14.875564] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:14.875790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:14.875854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:14.875903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:14.879775] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=87.27%) [2025-09-26T11:10:14.880088] [INFO ] [FORECASTER] Completed predict_future for GNW [2025-09-26T11:10:14.880235] [INFO ] [sig ] GNW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:15.028795] [INFO ] [LOCAL ] Saved forecast: GNW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GNW.txt [2025-09-26T11:10:15.029099] [INFO ] [sig ] [756/2043] Completed GNW in 0.3s | 3.73 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:15.029201] [INFO ] [sig ] [757/2043] Forecasting GOF... [2025-09-26T11:10:15.029286] [INFO ] [sig ] Generating forecast for: GOF [2025-09-26T11:10:15.029359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-09-26T11:10:15.040671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOF'. [2025-09-26T11:10:15.041085] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-09-26T11:10:15.067710] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:15.068711] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-09-26T11:10:15.068798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:15.068873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:15.068970] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:15.069098] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:15.088264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:15.089202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:15.089325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:15.089411] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:15.124941] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:15.125121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:15.125169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:15.125203] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:15.128942] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=14.39%) [2025-09-26T11:10:15.129251] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-09-26T11:10:15.129394] [INFO ] [sig ] GOF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:15.279231] [INFO ] [LOCAL ] Saved forecast: GOF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GOF.txt [2025-09-26T11:10:15.279551] [INFO ] [sig ] [757/2043] Completed GOF in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:15.279637] [INFO ] [sig ] [758/2043] Forecasting GOLF... [2025-09-26T11:10:15.279732] [INFO ] [sig ] Generating forecast for: GOLF [2025-09-26T11:10:15.279833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-09-26T11:10:15.290838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOLF'. [2025-09-26T11:10:15.291261] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-09-26T11:10:15.318731] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:15.319604] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-09-26T11:10:15.319708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:15.319782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:15.319851] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:15.319952] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:15.338253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:15.339014] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:15.339123] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:15.339192] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:15.374267] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:15.374427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:15.374473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:15.374507] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:15.378621] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=50.04%) [2025-09-26T11:10:15.379008] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-09-26T11:10:15.379164] [INFO ] [sig ] GOLF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:15.544226] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GOLF.txt [2025-09-26T11:10:15.544529] [INFO ] [sig ] [758/2043] Completed GOLF in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:15.544610] [INFO ] [sig ] [759/2043] Forecasting GOOS... [2025-09-26T11:10:15.544703] [INFO ] [sig ] Generating forecast for: GOOS [2025-09-26T11:10:15.544777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-09-26T11:10:15.556289] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOOS'. [2025-09-26T11:10:15.556751] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-09-26T11:10:15.583827] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:15.584904] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-09-26T11:10:15.584991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:15.585084] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:15.585173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:15.585307] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:15.603979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:15.604928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:15.605045] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:15.605133] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:15.642610] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:15.642845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:15.642904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:15.642941] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:15.646850] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=5.47%) [2025-09-26T11:10:15.647203] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-09-26T11:10:15.647359] [INFO ] [sig ] GOOS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:15.809821] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GOOS.txt [2025-09-26T11:10:15.810138] [INFO ] [sig ] [759/2043] Completed GOOS in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:15.810221] [INFO ] [sig ] [760/2043] Forecasting GOTU... [2025-09-26T11:10:15.810344] [INFO ] [sig ] Generating forecast for: GOTU [2025-09-26T11:10:15.810438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-09-26T11:10:15.820876] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GOTU'. [2025-09-26T11:10:15.821282] [INFO ] [FORECASTER] Starting predict_future for GOTU [2025-09-26T11:10:15.848264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:15.849203] [DEBUG] [LOCAL ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt [2025-09-26T11:10:15.849287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:15.849373] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:15.849455] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:15.849569] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:15.868485] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:15.869403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:15.869568] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:15.869665] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:15.898724] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:15.898910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:15.898960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:15.898997] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:15.902860] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=30.93%) [2025-09-26T11:10:15.903189] [INFO ] [FORECASTER] Completed predict_future for GOTU [2025-09-26T11:10:15.903336] [INFO ] [sig ] GOTU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:16.058102] [INFO ] [LOCAL ] Saved forecast: GOTU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GOTU.txt [2025-09-26T11:10:16.058417] [INFO ] [sig ] [760/2043] Completed GOTU in 0.2s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:16.058503] [INFO ] [sig ] [761/2043] Forecasting GPC... [2025-09-26T11:10:16.058586] [INFO ] [sig ] Generating forecast for: GPC [2025-09-26T11:10:16.058694] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-09-26T11:10:16.069454] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPC'. [2025-09-26T11:10:16.069864] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-09-26T11:10:16.096409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:16.097356] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-09-26T11:10:16.097436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:16.097522] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:16.097601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:16.097728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:16.116126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:16.116795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:16.116922] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:16.117005] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:16.145995] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:16.146152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:16.146199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:16.146236] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:16.149841] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: DOWN (p=24.82%) [2025-09-26T11:10:16.150129] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-09-26T11:10:16.150263] [INFO ] [sig ] GPC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:16.304123] [INFO ] [LOCAL ] Saved forecast: GPC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GPC.txt [2025-09-26T11:10:16.304440] [INFO ] [sig ] [761/2043] Completed GPC in 0.2s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:16.304527] [INFO ] [sig ] [762/2043] Forecasting GPI... [2025-09-26T11:10:16.304622] [INFO ] [sig ] Generating forecast for: GPI [2025-09-26T11:10:16.304729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-09-26T11:10:16.315060] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'GPI'. [2025-09-26T11:10:16.315394] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-09-26T11:10:16.343506] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:16.344432] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-09-26T11:10:16.344512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:16.344584] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:16.344676] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:16.344778] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:16.364741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:16.365442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:16.365564] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:16.365661] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:16.394221] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:16.394368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:16.394411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:16.394445] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:16.398193] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=88.67%) [2025-09-26T11:10:16.398487] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-09-26T11:10:16.398622] [INFO ] [sig ] GPI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:16.554946] [INFO ] [LOCAL ] Saved forecast: GPI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GPI.txt [2025-09-26T11:10:16.555219] [INFO ] [sig ] [762/2043] Completed GPI in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:16.555296] [INFO ] [sig ] [763/2043] Forecasting GPJA... [2025-09-26T11:10:16.555364] [INFO ] [sig ] Generating forecast for: GPJA [2025-09-26T11:10:16.555436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-09-26T11:10:16.565267] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'GPJA'. [2025-09-26T11:10:16.565596] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-09-26T11:10:16.592934] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:16.593800] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-09-26T11:10:16.593885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:16.593961] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:16.594033] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:16.594148] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:16.613697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:16.614342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:16.614449] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:16.614537] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:16.643353] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:16.643529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:16.643597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:16.643690] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:16.647789] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=98.74%) [2025-09-26T11:10:16.648113] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-09-26T11:10:16.648275] [INFO ] [sig ] GPJA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:16.810580] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GPJA.txt [2025-09-26T11:10:16.810876] [INFO ] [sig ] [763/2043] Completed GPJA in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:16.810954] [INFO ] [sig ] [764/2043] Forecasting GPK... [2025-09-26T11:10:16.811037] [INFO ] [sig ] Generating forecast for: GPK [2025-09-26T11:10:16.811124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-09-26T11:10:16.822197] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPK'. [2025-09-26T11:10:16.822582] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-09-26T11:10:16.849615] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:16.850513] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-09-26T11:10:16.850610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:16.850725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:16.850816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:16.850956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:16.869895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:16.870587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:16.870744] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:16.870836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:16.902481] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:16.902630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:16.902722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:16.902775] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:16.906777] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=2.40%) [2025-09-26T11:10:16.907137] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-09-26T11:10:16.907291] [INFO ] [sig ] GPK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:17.059492] [INFO ] [LOCAL ] Saved forecast: GPK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GPK.txt [2025-09-26T11:10:17.059846] [INFO ] [sig ] [764/2043] Completed GPK in 0.2s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:17.059931] [INFO ] [sig ] [765/2043] Forecasting GPMT... [2025-09-26T11:10:17.060002] [INFO ] [sig ] Generating forecast for: GPMT [2025-09-26T11:10:17.060074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-09-26T11:10:17.071889] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPMT'. [2025-09-26T11:10:17.072350] [INFO ] [FORECASTER] Starting predict_future for GPMT [2025-09-26T11:10:17.099241] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:17.100168] [DEBUG] [LOCAL ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt [2025-09-26T11:10:17.100249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:17.100337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:17.100422] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:17.100551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:17.119298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:17.120240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:17.120355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:17.120441] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:17.160544] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:17.160827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:17.160902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:17.160940] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:17.164841] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: DOWN (p=42.21%) [2025-09-26T11:10:17.165168] [INFO ] [FORECASTER] Completed predict_future for GPMT [2025-09-26T11:10:17.165318] [INFO ] [sig ] GPMT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:17.331092] [INFO ] [LOCAL ] Saved forecast: GPMT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GPMT.txt [2025-09-26T11:10:17.331400] [INFO ] [sig ] [765/2043] Completed GPMT in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:17.331483] [INFO ] [sig ] [766/2043] Forecasting GPN... [2025-09-26T11:10:17.331555] [INFO ] [sig ] Generating forecast for: GPN [2025-09-26T11:10:17.331627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-09-26T11:10:17.342808] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPN'. [2025-09-26T11:10:17.343301] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-09-26T11:10:17.373397] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:17.374429] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-09-26T11:10:17.374515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:17.374605] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:17.374717] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:17.374820] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:17.394480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:17.395572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:17.395723] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:17.395803] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:17.429774] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:17.429968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:17.430019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:17.430054] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:17.433882] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=33.68%) [2025-09-26T11:10:17.434188] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-09-26T11:10:17.434330] [INFO ] [sig ] GPN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:17.592136] [INFO ] [LOCAL ] Saved forecast: GPN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GPN.txt [2025-09-26T11:10:17.592457] [INFO ] [sig ] [766/2043] Completed GPN in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:17.592537] [INFO ] [sig ] [767/2043] Forecasting GPOR... [2025-09-26T11:10:17.592615] [INFO ] [sig ] Generating forecast for: GPOR [2025-09-26T11:10:17.592711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'. [2025-09-26T11:10:17.603836] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPOR'. [2025-09-26T11:10:17.604281] [INFO ] [FORECASTER] Starting predict_future for GPOR [2025-09-26T11:10:17.633520] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:17.634508] [DEBUG] [LOCAL ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt [2025-09-26T11:10:17.634591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:17.634696] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:17.634779] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:17.634900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:17.655196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:17.655971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:17.656083] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:17.656181] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:17.687674] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:17.687858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:17.687918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:17.687962] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:17.691955] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: DOWN (p=0.58%) [2025-09-26T11:10:17.692318] [INFO ] [FORECASTER] Completed predict_future for GPOR [2025-09-26T11:10:17.692489] [INFO ] [sig ] GPOR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:17.845198] [INFO ] [LOCAL ] Saved forecast: GPOR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GPOR.txt [2025-09-26T11:10:17.845498] [INFO ] [sig ] [767/2043] Completed GPOR in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:17.845577] [INFO ] [sig ] [768/2043] Forecasting GPRK... [2025-09-26T11:10:17.845674] [INFO ] [sig ] Generating forecast for: GPRK [2025-09-26T11:10:17.845759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-09-26T11:10:17.856121] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GPRK'. [2025-09-26T11:10:17.856472] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-09-26T11:10:17.883973] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:17.884911] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-09-26T11:10:17.884996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:17.885069] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:17.885139] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:17.885241] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:17.904227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:17.904901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:17.905008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:17.905080] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:17.931531] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:17.931669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:17.931735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:17.931772] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:17.935084] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=10.33%) [2025-09-26T11:10:17.935365] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-09-26T11:10:17.935496] [INFO ] [sig ] GPRK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:18.118101] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GPRK.txt [2025-09-26T11:10:18.118425] [INFO ] [sig ] [768/2043] Completed GPRK in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:18.118526] [INFO ] [sig ] [769/2043] Forecasting GRBK... [2025-09-26T11:10:18.118608] [INFO ] [sig ] Generating forecast for: GRBK [2025-09-26T11:10:18.118716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-09-26T11:10:18.129747] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRBK'. [2025-09-26T11:10:18.130083] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-09-26T11:10:18.156841] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:18.157733] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-09-26T11:10:18.157812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:18.157885] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:18.157954] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:18.158055] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:18.176542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:18.177283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:18.177391] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:18.177459] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:18.209299] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:18.209496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:18.209546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:18.209582] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:18.213753] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=21.41%) [2025-09-26T11:10:18.214057] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-09-26T11:10:18.214199] [INFO ] [sig ] GRBK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:18.361283] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GRBK.txt [2025-09-26T11:10:18.361545] [INFO ] [sig ] [769/2043] Completed GRBK in 0.2s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:18.361623] [INFO ] [sig ] [770/2043] Forecasting GRC... [2025-09-26T11:10:18.361715] [INFO ] [sig ] Generating forecast for: GRC [2025-09-26T11:10:18.361786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-09-26T11:10:18.371602] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRC'. [2025-09-26T11:10:18.371984] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-09-26T11:10:18.399077] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:18.400082] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-09-26T11:10:18.400164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:18.400238] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:18.400307] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:18.400408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:18.420753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:18.421779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:18.421893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:18.421962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:18.451965] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:18.452139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:18.452189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:18.452224] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:18.456344] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=59.55%) [2025-09-26T11:10:18.456674] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-09-26T11:10:18.456906] [INFO ] [sig ] GRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:18.620872] [INFO ] [LOCAL ] Saved forecast: GRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GRC.txt [2025-09-26T11:10:18.621203] [INFO ] [sig ] [770/2043] Completed GRC in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:18.621286] [INFO ] [sig ] [771/2043] Forecasting GRDN... [2025-09-26T11:10:18.621374] [INFO ] [sig ] Generating forecast for: GRDN [2025-09-26T11:10:18.621458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'. [2025-09-26T11:10:18.632980] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRDN'. [2025-09-26T11:10:18.633454] [INFO ] [FORECASTER] Starting predict_future for GRDN [2025-09-26T11:10:18.660691] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:18.661694] [DEBUG] [LOCAL ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt [2025-09-26T11:10:18.661786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:18.661896] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:18.661997] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:18.662153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:18.681590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:18.682357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:18.682497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:18.682598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:18.713774] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:18.713961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:18.714011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:18.714046] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:18.717987] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: DOWN (p=16.66%) [2025-09-26T11:10:18.718279] [INFO ] [FORECASTER] Completed predict_future for GRDN [2025-09-26T11:10:18.718416] [INFO ] [sig ] GRDN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:18.874745] [INFO ] [LOCAL ] Saved forecast: GRDN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GRDN.txt [2025-09-26T11:10:18.875087] [INFO ] [sig ] [771/2043] Completed GRDN in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:18.875173] [INFO ] [sig ] [772/2043] Forecasting GRMN... [2025-09-26T11:10:18.875261] [INFO ] [sig ] Generating forecast for: GRMN [2025-09-26T11:10:18.875352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-09-26T11:10:18.885959] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRMN'. [2025-09-26T11:10:18.886409] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-09-26T11:10:18.914064] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:18.915067] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-09-26T11:10:18.915152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:18.915233] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:18.915310] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:18.915417] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:18.934178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:18.934993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:18.935108] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:18.935184] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:18.965732] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:18.965983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:18.966054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:18.966093] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:18.970688] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-09-26T11:10:18.971021] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-09-26T11:10:18.971195] [INFO ] [sig ] GRMN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:19.129636] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GRMN.txt [2025-09-26T11:10:19.129940] [INFO ] [sig ] [772/2043] Completed GRMN in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:19.130018] [INFO ] [sig ] [773/2043] Forecasting GRND... [2025-09-26T11:10:19.130084] [INFO ] [sig ] Generating forecast for: GRND [2025-09-26T11:10:19.130153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-09-26T11:10:19.140685] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRND'. [2025-09-26T11:10:19.141061] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-09-26T11:10:19.167168] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:19.168067] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-09-26T11:10:19.168146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:19.168218] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:19.168298] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:19.168407] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:19.187028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:19.187989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:19.188106] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:19.188188] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:19.218171] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:19.218337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:19.218418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:19.218474] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:19.222370] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=33.68%) [2025-09-26T11:10:19.222706] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-09-26T11:10:19.222862] [INFO ] [sig ] GRND: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:19.379884] [INFO ] [LOCAL ] Saved forecast: GRND 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GRND.txt [2025-09-26T11:10:19.380208] [INFO ] [sig ] [773/2043] Completed GRND in 0.3s | 3.74 sym/s | Total: 3.4m | ETA: 5.7m [2025-09-26T11:10:19.380290] [INFO ] [sig ] [774/2043] Forecasting GRNT... [2025-09-26T11:10:19.380372] [INFO ] [sig ] Generating forecast for: GRNT [2025-09-26T11:10:19.380452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-09-26T11:10:19.391634] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRNT'. [2025-09-26T11:10:19.392139] [INFO ] [FORECASTER] Starting predict_future for GRNT [2025-09-26T11:10:19.420984] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:19.422024] [DEBUG] [LOCAL ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt [2025-09-26T11:10:19.422110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:19.422182] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:19.422278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:19.422403] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:19.442589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:19.443573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:19.443726] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:19.443800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:19.476960] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:19.477175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:19.477227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:19.477265] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:19.481817] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: DOWN (p=23.66%) [2025-09-26T11:10:19.482209] [INFO ] [FORECASTER] Completed predict_future for GRNT [2025-09-26T11:10:19.482372] [INFO ] [sig ] GRNT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:19.641930] [INFO ] [LOCAL ] Saved forecast: GRNT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GRNT.txt [2025-09-26T11:10:19.642233] [INFO ] [sig ] [774/2043] Completed GRNT in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.7m [2025-09-26T11:10:19.642313] [INFO ] [sig ] [775/2043] Forecasting GROV... [2025-09-26T11:10:19.642388] [INFO ] [sig ] Generating forecast for: GROV [2025-09-26T11:10:19.642464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-09-26T11:10:19.653040] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GROV'. [2025-09-26T11:10:19.653466] [INFO ] [FORECASTER] Starting predict_future for GROV [2025-09-26T11:10:19.680560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:19.681602] [DEBUG] [LOCAL ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt [2025-09-26T11:10:19.681738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:19.681842] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:19.681949] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:19.682102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:19.702022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:19.702941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:19.703086] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:19.703177] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:19.735545] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:19.735750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:19.735817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:19.735925] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:19.740176] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=1.61%) [2025-09-26T11:10:19.740512] [INFO ] [FORECASTER] Completed predict_future for GROV [2025-09-26T11:10:19.740702] [INFO ] [sig ] GROV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:19.893178] [INFO ] [LOCAL ] Saved forecast: GROV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GROV.txt [2025-09-26T11:10:19.893486] [INFO ] [sig ] [775/2043] Completed GROV in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.7m [2025-09-26T11:10:19.893592] [INFO ] [sig ] [776/2043] Forecasting GRX... [2025-09-26T11:10:19.893747] [INFO ] [sig ] Generating forecast for: GRX [2025-09-26T11:10:19.893849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-09-26T11:10:19.904121] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GRX'. [2025-09-26T11:10:19.904483] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-09-26T11:10:19.930684] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:19.931680] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-09-26T11:10:19.931785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:19.931877] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:19.931964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:19.932092] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:19.951968] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:19.952898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:19.953049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:19.953137] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:19.984924] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:19.985154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:19.985223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:19.985264] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:19.989253] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=88.88%) [2025-09-26T11:10:19.989561] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-09-26T11:10:19.989737] [INFO ] [sig ] GRX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:20.165430] [INFO ] [LOCAL ] Saved forecast: GRX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GRX.txt [2025-09-26T11:10:20.165778] [INFO ] [sig ] [776/2043] Completed GRX in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:20.165862] [INFO ] [sig ] [777/2043] Forecasting GS... [2025-09-26T11:10:20.165933] [INFO ] [sig ] Generating forecast for: GS [2025-09-26T11:10:20.166007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-09-26T11:10:20.176730] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GS'. [2025-09-26T11:10:20.177223] [INFO ] [FORECASTER] Starting predict_future for GS [2025-09-26T11:10:20.204924] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:20.206066] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-09-26T11:10:20.206159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:20.206245] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:20.206329] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:20.206443] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:20.226595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:20.227740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:20.227873] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:20.227969] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:20.258805] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:20.258986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:20.259036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:20.259072] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:20.263070] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=28.43%) [2025-09-26T11:10:20.263382] [INFO ] [FORECASTER] Completed predict_future for GS [2025-09-26T11:10:20.263528] [INFO ] [sig ] GS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:20.423153] [INFO ] [LOCAL ] Saved forecast: GS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GS.txt [2025-09-26T11:10:20.423464] [INFO ] [sig ] [777/2043] Completed GS in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:20.423548] [INFO ] [sig ] [778/2043] Forecasting GSBD... [2025-09-26T11:10:20.423628] [INFO ] [sig ] Generating forecast for: GSBD [2025-09-26T11:10:20.423737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-09-26T11:10:20.434490] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GSBD'. [2025-09-26T11:10:20.434888] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-09-26T11:10:20.462389] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:20.463280] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-09-26T11:10:20.463364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:20.463440] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:20.463515] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:20.463627] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:20.483137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:20.484007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:20.484132] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:20.484203] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:20.513018] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:20.513188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:20.513236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:20.513271] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:20.517204] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=88.78%) [2025-09-26T11:10:20.517506] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-09-26T11:10:20.517707] [INFO ] [sig ] GSBD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:20.677474] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GSBD.txt [2025-09-26T11:10:20.677788] [INFO ] [sig ] [778/2043] Completed GSBD in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:20.677870] [INFO ] [sig ] [779/2043] Forecasting GSK... [2025-09-26T11:10:20.677942] [INFO ] [sig ] Generating forecast for: GSK [2025-09-26T11:10:20.678015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-09-26T11:10:20.689183] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GSK'. [2025-09-26T11:10:20.689580] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-09-26T11:10:20.717784] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:20.718720] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-09-26T11:10:20.718802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:20.718882] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:20.718962] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:20.719076] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:20.738076] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:20.738810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:20.738976] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:20.739050] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:20.769436] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:20.769607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:20.769683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:20.769744] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:20.773510] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=99.28%) [2025-09-26T11:10:20.773864] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-09-26T11:10:20.774020] [INFO ] [sig ] GSK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:20.926622] [INFO ] [LOCAL ] Saved forecast: GSK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GSK.txt [2025-09-26T11:10:20.926944] [INFO ] [sig ] [779/2043] Completed GSK in 0.2s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:20.927029] [INFO ] [sig ] [780/2043] Forecasting GSL... [2025-09-26T11:10:20.927099] [INFO ] [sig ] Generating forecast for: GSL [2025-09-26T11:10:20.927173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-09-26T11:10:20.938863] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GSL'. [2025-09-26T11:10:20.939273] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-09-26T11:10:20.965735] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:20.966687] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-09-26T11:10:20.966779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:20.966890] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:20.966986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:20.967131] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:20.987951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:20.988948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:20.989091] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:20.989188] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:21.018887] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:21.019053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:21.019098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:21.019132] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:21.022735] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=73.22%) [2025-09-26T11:10:21.023047] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-09-26T11:10:21.023189] [INFO ] [sig ] GSL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:21.182344] [INFO ] [LOCAL ] Saved forecast: GSL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GSL.txt [2025-09-26T11:10:21.182686] [INFO ] [sig ] [780/2043] Completed GSL in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:21.182770] [INFO ] [sig ] [781/2043] Forecasting GTES... [2025-09-26T11:10:21.182839] [INFO ] [sig ] Generating forecast for: GTES [2025-09-26T11:10:21.182909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-09-26T11:10:21.194151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTES'. [2025-09-26T11:10:21.194516] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-09-26T11:10:21.221936] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:21.222864] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-09-26T11:10:21.222957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:21.223030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:21.223094] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:21.223189] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:21.242157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:21.242859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:21.242967] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:21.243037] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:21.280935] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:21.281127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:21.281174] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:21.281208] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:21.285106] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=91.13%) [2025-09-26T11:10:21.285411] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-09-26T11:10:21.285556] [INFO ] [sig ] GTES: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:21.441959] [INFO ] [LOCAL ] Saved forecast: GTES 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GTES.txt [2025-09-26T11:10:21.442256] [INFO ] [sig ] [781/2043] Completed GTES in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:21.442338] [INFO ] [sig ] [782/2043] Forecasting GTLS... [2025-09-26T11:10:21.442411] [INFO ] [sig ] Generating forecast for: GTLS [2025-09-26T11:10:21.442486] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-09-26T11:10:21.453081] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTLS'. [2025-09-26T11:10:21.453519] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-09-26T11:10:21.484386] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:21.485405] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-09-26T11:10:21.485487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:21.485560] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:21.485629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:21.485757] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:21.505010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:21.505983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:21.506103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:21.506174] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:21.545236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:21.545441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:21.545495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:21.545531] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:21.549384] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=46.61%) [2025-09-26T11:10:21.549741] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-09-26T11:10:21.549902] [INFO ] [sig ] GTLS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:21.711778] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GTLS.txt [2025-09-26T11:10:21.712092] [INFO ] [sig ] [782/2043] Completed GTLS in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:21.712174] [INFO ] [sig ] [783/2043] Forecasting GTN... [2025-09-26T11:10:21.712297] [INFO ] [sig ] Generating forecast for: GTN [2025-09-26T11:10:21.712373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-09-26T11:10:21.723572] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTN'. [2025-09-26T11:10:21.724041] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-09-26T11:10:21.751616] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:21.752773] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-09-26T11:10:21.752855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:21.752944] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:21.753033] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:21.753135] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:21.772732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:21.773637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:21.773776] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:21.773861] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:21.812518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:21.812746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:21.812812] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:21.812848] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:21.817082] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=91.03%) [2025-09-26T11:10:21.817441] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-09-26T11:10:21.817594] [INFO ] [sig ] GTN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:21.972040] [INFO ] [LOCAL ] Saved forecast: GTN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GTN.txt [2025-09-26T11:10:21.972347] [INFO ] [sig ] [783/2043] Completed GTN in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:21.972450] [INFO ] [sig ] [784/2043] Forecasting GTY... [2025-09-26T11:10:21.972534] [INFO ] [sig ] Generating forecast for: GTY [2025-09-26T11:10:21.972662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-09-26T11:10:21.983568] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GTY'. [2025-09-26T11:10:21.984055] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-09-26T11:10:22.011783] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:22.012804] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-09-26T11:10:22.012897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:22.012973] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:22.013047] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:22.013175] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:22.032329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:22.033423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:22.033569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:22.033662] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:22.070486] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:22.070719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:22.070790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:22.070827] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:22.074629] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=9.50%) [2025-09-26T11:10:22.074979] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-09-26T11:10:22.075135] [INFO ] [sig ] GTY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:22.247716] [INFO ] [LOCAL ] Saved forecast: GTY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GTY.txt [2025-09-26T11:10:22.248067] [INFO ] [sig ] [784/2043] Completed GTY in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:22.248148] [INFO ] [sig ] [785/2043] Forecasting GUG... [2025-09-26T11:10:22.248220] [INFO ] [sig ] Generating forecast for: GUG [2025-09-26T11:10:22.248293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-09-26T11:10:22.260296] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GUG'. [2025-09-26T11:10:22.260784] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-09-26T11:10:22.287611] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:22.288494] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-09-26T11:10:22.288576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:22.288680] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:22.288752] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:22.288858] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:22.307536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:22.308226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:22.308336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:22.308408] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:22.343484] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:22.343629] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:22.343715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:22.343767] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:22.347383] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=98.25%) [2025-09-26T11:10:22.347721] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-09-26T11:10:22.347949] [INFO ] [sig ] GUG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:22.500316] [INFO ] [LOCAL ] Saved forecast: GUG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GUG.txt [2025-09-26T11:10:22.500612] [INFO ] [sig ] [785/2043] Completed GUG in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:22.500719] [INFO ] [sig ] [786/2043] Forecasting GVA... [2025-09-26T11:10:22.500791] [INFO ] [sig ] Generating forecast for: GVA [2025-09-26T11:10:22.500864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-09-26T11:10:22.512499] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GVA'. [2025-09-26T11:10:22.512946] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-09-26T11:10:22.539863] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:22.540854] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-09-26T11:10:22.540937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:22.541013] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:22.541144] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:22.541304] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:22.559857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:22.560466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:22.560632] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:22.560733] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:22.602164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:22.602268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:22.602309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:22.602343] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:22.605714] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=80.12%) [2025-09-26T11:10:22.605997] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-09-26T11:10:22.606144] [INFO ] [sig ] GVA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:22.758491] [INFO ] [LOCAL ] Saved forecast: GVA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GVA.txt [2025-09-26T11:10:22.758789] [INFO ] [sig ] [786/2043] Completed GVA in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:22.758893] [INFO ] [sig ] [787/2043] Forecasting GWH... [2025-09-26T11:10:22.758980] [INFO ] [sig ] Generating forecast for: GWH [2025-09-26T11:10:22.759070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-09-26T11:10:22.770730] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GWH'. [2025-09-26T11:10:22.771081] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-09-26T11:10:22.798567] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:22.799431] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-09-26T11:10:22.799516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:22.799590] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:22.799685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:22.799788] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:22.819264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:22.819969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:22.820083] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:22.820155] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:22.860863] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:22.861023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:22.861069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:22.861103] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:22.864850] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-09-26T11:10:22.865141] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-09-26T11:10:22.865294] [INFO ] [sig ] GWH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:23.016275] [INFO ] [LOCAL ] Saved forecast: GWH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/GWH.txt [2025-09-26T11:10:23.016601] [INFO ] [sig ] [787/2043] Completed GWH in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:23.016873] [INFO ] [sig ] [788/2043] Forecasting GWRE... [2025-09-26T11:10:23.016949] [INFO ] [sig ] Generating forecast for: GWRE [2025-09-26T11:10:23.017022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-09-26T11:10:23.028508] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GWRE'. [2025-09-26T11:10:23.028981] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-09-26T11:10:23.055737] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:23.056560] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-09-26T11:10:23.056718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:23.056794] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:23.056899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:23.056998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:23.075351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:23.076031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:23.076140] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:23.076214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:23.110499] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:23.110682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:23.110750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:23.110787] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:23.114364] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=2.74%) [2025-09-26T11:10:23.114694] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-09-26T11:10:23.114882] [INFO ] [sig ] GWRE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:23.267733] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GWRE.txt [2025-09-26T11:10:23.268021] [INFO ] [sig ] [788/2043] Completed GWRE in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:23.268100] [INFO ] [sig ] [789/2043] Forecasting GWW... [2025-09-26T11:10:23.268170] [INFO ] [sig ] Generating forecast for: GWW [2025-09-26T11:10:23.268241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-09-26T11:10:23.279419] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GWW'. [2025-09-26T11:10:23.279859] [INFO ] [FORECASTER] Starting predict_future for GWW [2025-09-26T11:10:23.306700] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:23.307583] [DEBUG] [LOCAL ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt [2025-09-26T11:10:23.307691] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:23.307768] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:23.307836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:23.307937] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:23.326371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:23.327070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:23.327178] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:23.327246] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:23.364589] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:23.364834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:23.364886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:23.364923] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:23.368978] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: DOWN (p=11.74%) [2025-09-26T11:10:23.369283] [INFO ] [FORECASTER] Completed predict_future for GWW [2025-09-26T11:10:23.369431] [INFO ] [sig ] GWW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:23.526500] [INFO ] [LOCAL ] Saved forecast: GWW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GWW.txt [2025-09-26T11:10:23.526873] [INFO ] [sig ] [789/2043] Completed GWW in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:23.526958] [INFO ] [sig ] [790/2043] Forecasting GXO... [2025-09-26T11:10:23.527031] [INFO ] [sig ] Generating forecast for: GXO [2025-09-26T11:10:23.527212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'. [2025-09-26T11:10:23.538696] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'GXO'. [2025-09-26T11:10:23.539149] [INFO ] [FORECASTER] Starting predict_future for GXO [2025-09-26T11:10:23.566700] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:23.567557] [DEBUG] [LOCAL ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt [2025-09-26T11:10:23.567640] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:23.567743] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:23.567828] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:23.568011] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:23.587253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:23.587917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:23.588028] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:23.588097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:23.627696] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:23.627802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:23.627843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:23.627876] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:23.631322] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=35.15%) [2025-09-26T11:10:23.631620] [INFO ] [FORECASTER] Completed predict_future for GXO [2025-09-26T11:10:23.631802] [INFO ] [sig ] GXO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:23.783969] [INFO ] [LOCAL ] Saved forecast: GXO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GXO.txt [2025-09-26T11:10:23.784241] [INFO ] [sig ] [790/2043] Completed GXO in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:23.784322] [INFO ] [sig ] [791/2043] Forecasting GYLD... [2025-09-26T11:10:23.784404] [INFO ] [sig ] Generating forecast for: GYLD [2025-09-26T11:10:23.784498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'. [2025-09-26T11:10:23.795311] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'GYLD'. [2025-09-26T11:10:23.795793] [INFO ] [FORECASTER] Starting predict_future for GYLD [2025-09-26T11:10:23.824967] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:23.825982] [DEBUG] [LOCAL ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt [2025-09-26T11:10:23.826064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:23.826139] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:23.826210] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:23.826309] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:23.845568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:23.846510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:23.846630] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:23.846990] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:23.889935] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:23.890161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:23.890225] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:23.890264] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:23.894348] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: DOWN (p=1.14%) [2025-09-26T11:10:23.894894] [INFO ] [FORECASTER] Completed predict_future for GYLD [2025-09-26T11:10:23.895095] [INFO ] [sig ] GYLD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:24.049870] [INFO ] [LOCAL ] Saved forecast: GYLD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/GYLD.txt [2025-09-26T11:10:24.050176] [INFO ] [sig ] [791/2043] Completed GYLD in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:24.050258] [INFO ] [sig ] [792/2043] Forecasting H... [2025-09-26T11:10:24.050328] [INFO ] [sig ] Generating forecast for: H [2025-09-26T11:10:24.050399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-09-26T11:10:24.065859] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'H'. [2025-09-26T11:10:24.066565] [INFO ] [FORECASTER] Starting predict_future for H [2025-09-26T11:10:24.098787] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:24.099728] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-09-26T11:10:24.099814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:24.099889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:24.099959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:24.100040] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:24.119285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:24.120010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:24.120129] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:24.120204] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:24.165306] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:24.165435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:24.165479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:24.165515] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:24.169095] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=12.95%) [2025-09-26T11:10:24.169462] [INFO ] [FORECASTER] Completed predict_future for H [2025-09-26T11:10:24.169624] [INFO ] [sig ] H: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:24.326969] [INFO ] [LOCAL ] Saved forecast: H 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/H.txt [2025-09-26T11:10:24.327224] [INFO ] [sig ] [792/2043] Completed H in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:24.327304] [INFO ] [sig ] [793/2043] Forecasting HAE... [2025-09-26T11:10:24.327375] [INFO ] [sig ] Generating forecast for: HAE [2025-09-26T11:10:24.327445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-09-26T11:10:24.337704] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAE'. [2025-09-26T11:10:24.338045] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-09-26T11:10:24.363778] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:24.364568] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-09-26T11:10:24.364671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:24.364758] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:24.364843] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:24.364968] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:24.383297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:24.383944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:24.384127] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:24.384303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:24.426456] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:24.426686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:24.426759] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:24.426796] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:24.430556] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=88.39%) [2025-09-26T11:10:24.430918] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-09-26T11:10:24.431078] [INFO ] [sig ] HAE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:24.586789] [INFO ] [LOCAL ] Saved forecast: HAE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HAE.txt [2025-09-26T11:10:24.587119] [INFO ] [sig ] [793/2043] Completed HAE in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:24.587199] [INFO ] [sig ] [794/2043] Forecasting HAFN... [2025-09-26T11:10:24.587268] [INFO ] [sig ] Generating forecast for: HAFN [2025-09-26T11:10:24.587340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'. [2025-09-26T11:10:24.598357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAFN'. [2025-09-26T11:10:24.598880] [INFO ] [FORECASTER] Starting predict_future for HAFN [2025-09-26T11:10:24.626536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:24.627475] [DEBUG] [LOCAL ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt [2025-09-26T11:10:24.627558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:24.627633] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:24.627727] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:24.627828] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:24.647413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:24.648303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:24.648421] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:24.648495] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:24.688882] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:24.689096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:24.689147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:24.689191] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:24.693235] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=40.37%) [2025-09-26T11:10:24.693599] [INFO ] [FORECASTER] Completed predict_future for HAFN [2025-09-26T11:10:24.693823] [INFO ] [sig ] HAFN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:24.854173] [INFO ] [LOCAL ] Saved forecast: HAFN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HAFN.txt [2025-09-26T11:10:24.854539] [INFO ] [sig ] [794/2043] Completed HAFN in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:24.854626] [INFO ] [sig ] [795/2043] Forecasting HAL... [2025-09-26T11:10:24.854724] [INFO ] [sig ] Generating forecast for: HAL [2025-09-26T11:10:24.854811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-09-26T11:10:24.866177] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAL'. [2025-09-26T11:10:24.866577] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-09-26T11:10:24.893639] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:24.894562] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-09-26T11:10:24.894682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:24.894833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:24.894923] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:24.895055] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:24.913470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:24.914203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:24.914342] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:24.914445] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:24.959772] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:24.959924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:24.959991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:24.960031] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:24.964068] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=31.49%) [2025-09-26T11:10:24.964375] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-09-26T11:10:24.964532] [INFO ] [sig ] HAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:25.118421] [INFO ] [LOCAL ] Saved forecast: HAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HAL.txt [2025-09-26T11:10:25.118787] [INFO ] [sig ] [795/2043] Completed HAL in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:25.118894] [INFO ] [sig ] [796/2043] Forecasting HASI... [2025-09-26T11:10:25.118989] [INFO ] [sig ] Generating forecast for: HASI [2025-09-26T11:10:25.119084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-09-26T11:10:25.131162] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HASI'. [2025-09-26T11:10:25.131670] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-09-26T11:10:25.160075] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:25.161067] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-09-26T11:10:25.161148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:25.161235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:25.161306] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:25.161431] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:25.180833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:25.181878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:25.182006] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:25.182097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:25.223236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:25.223436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:25.223487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:25.223523] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:25.227524] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=16.84%) [2025-09-26T11:10:25.227863] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-09-26T11:10:25.228026] [INFO ] [sig ] HASI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:25.383334] [INFO ] [LOCAL ] Saved forecast: HASI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HASI.txt [2025-09-26T11:10:25.383736] [INFO ] [sig ] [796/2043] Completed HASI in 0.3s | 3.74 sym/s | Total: 3.5m | ETA: 5.6m [2025-09-26T11:10:25.383822] [INFO ] [sig ] [797/2043] Forecasting HAYW... [2025-09-26T11:10:25.383909] [INFO ] [sig ] Generating forecast for: HAYW [2025-09-26T11:10:25.383993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'. [2025-09-26T11:10:25.395518] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HAYW'. [2025-09-26T11:10:25.395997] [INFO ] [FORECASTER] Starting predict_future for HAYW [2025-09-26T11:10:25.423145] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:25.424106] [DEBUG] [LOCAL ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt [2025-09-26T11:10:25.424188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:25.424277] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:25.424363] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:25.424490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:25.445544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:25.446752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:25.446900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:25.446989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:25.486759] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:25.486996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:25.487057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:25.487099] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:25.491100] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: DOWN (p=14.31%) [2025-09-26T11:10:25.491422] [INFO ] [FORECASTER] Completed predict_future for HAYW [2025-09-26T11:10:25.491574] [INFO ] [sig ] HAYW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:25.668286] [INFO ] [LOCAL ] Saved forecast: HAYW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HAYW.txt [2025-09-26T11:10:25.668594] [INFO ] [sig ] [797/2043] Completed HAYW in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.6m [2025-09-26T11:10:25.668721] [INFO ] [sig ] [798/2043] Forecasting HBB... [2025-09-26T11:10:25.668808] [INFO ] [sig ] Generating forecast for: HBB [2025-09-26T11:10:25.668896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-09-26T11:10:25.680057] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HBB'. [2025-09-26T11:10:25.680417] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-09-26T11:10:25.707560] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:25.708453] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-09-26T11:10:25.708534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:25.708623] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:25.708746] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:25.708939] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:25.728109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:25.728856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:25.728968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:25.729058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:25.771388] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:25.771666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:25.771769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:25.771828] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:25.778304] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=88.65%) [2025-09-26T11:10:25.778976] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-09-26T11:10:25.779270] [INFO ] [sig ] HBB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:25.938936] [INFO ] [LOCAL ] Saved forecast: HBB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HBB.txt [2025-09-26T11:10:25.939239] [INFO ] [sig ] [798/2043] Completed HBB in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:25.939345] [INFO ] [sig ] [799/2043] Forecasting HBI... [2025-09-26T11:10:25.939430] [INFO ] [sig ] Generating forecast for: HBI [2025-09-26T11:10:25.939518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-09-26T11:10:25.950609] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HBI'. [2025-09-26T11:10:25.951105] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-09-26T11:10:25.978493] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:25.979460] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-09-26T11:10:25.979566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:25.979639] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:25.979735] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:25.979835] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:25.999825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:26.000878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:26.001003] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:26.001073] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:26.044479] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:26.044699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:26.044773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:26.044811] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:26.048859] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=4.33%) [2025-09-26T11:10:26.049365] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-09-26T11:10:26.049520] [INFO ] [sig ] HBI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:26.208899] [INFO ] [LOCAL ] Saved forecast: HBI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HBI.txt [2025-09-26T11:10:26.209216] [INFO ] [sig ] [799/2043] Completed HBI in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:26.209338] [INFO ] [sig ] [800/2043] Forecasting HBM... [2025-09-26T11:10:26.209419] [INFO ] [sig ] Generating forecast for: HBM [2025-09-26T11:10:26.209493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-09-26T11:10:26.221033] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HBM'. [2025-09-26T11:10:26.221477] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-09-26T11:10:26.248692] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:26.249593] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-09-26T11:10:26.249699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:26.249787] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:26.249870] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:26.250028] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:26.269553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:26.270363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:26.270483] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:26.270568] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:26.311322] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:26.311518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:26.311566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:26.311602] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:26.315419] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=82.56%) [2025-09-26T11:10:26.315785] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-09-26T11:10:26.315989] [INFO ] [sig ] HBM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:26.465782] [INFO ] [LOCAL ] Saved forecast: HBM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HBM.txt [2025-09-26T11:10:26.466089] [INFO ] [sig ] [800/2043] Completed HBM in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:26.466199] [INFO ] [sig ] [801/2043] Forecasting HCA... [2025-09-26T11:10:26.466282] [INFO ] [sig ] Generating forecast for: HCA [2025-09-26T11:10:26.466368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-09-26T11:10:26.477887] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HCA'. [2025-09-26T11:10:26.478326] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-09-26T11:10:26.504475] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:26.505532] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-09-26T11:10:26.505616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:26.505715] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:26.505786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:26.505889] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:26.524221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:26.525141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:26.525258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:26.525328] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:26.566501] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:26.566721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:26.566790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:26.566864] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:26.570707] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=13.64%) [2025-09-26T11:10:26.571068] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-09-26T11:10:26.571227] [INFO ] [sig ] HCA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:26.727512] [INFO ] [LOCAL ] Saved forecast: HCA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HCA.txt [2025-09-26T11:10:26.727849] [INFO ] [sig ] [801/2043] Completed HCA in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:26.727954] [INFO ] [sig ] [802/2043] Forecasting HCC... [2025-09-26T11:10:26.728041] [INFO ] [sig ] Generating forecast for: HCC [2025-09-26T11:10:26.728126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-09-26T11:10:26.740296] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HCC'. [2025-09-26T11:10:26.740765] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-09-26T11:10:26.768897] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:26.769819] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-09-26T11:10:26.769899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:26.769989] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:26.770061] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:26.770211] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:26.789481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:26.790232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:26.790345] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:26.790419] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:26.832042] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:26.832245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:26.832293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:26.832328] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:26.836154] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=8.31%) [2025-09-26T11:10:26.836490] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-09-26T11:10:26.836662] [INFO ] [sig ] HCC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:26.989806] [INFO ] [LOCAL ] Saved forecast: HCC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HCC.txt [2025-09-26T11:10:26.990107] [INFO ] [sig ] [802/2043] Completed HCC in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:26.990167] [INFO ] [sig ] [803/2043] Forecasting HCI... [2025-09-26T11:10:26.990233] [INFO ] [sig ] Generating forecast for: HCI [2025-09-26T11:10:26.990306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-09-26T11:10:27.002242] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HCI'. [2025-09-26T11:10:27.002801] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-09-26T11:10:27.030061] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:27.030988] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-09-26T11:10:27.031069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:27.031143] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:27.031212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:27.031313] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:27.050165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:27.051027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:27.051142] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:27.051214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:27.085142] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:27.085315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:27.085399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:27.085456] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:27.089613] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=8.12%) [2025-09-26T11:10:27.090098] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-09-26T11:10:27.090324] [INFO ] [sig ] HCI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:27.248264] [INFO ] [LOCAL ] Saved forecast: HCI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HCI.txt [2025-09-26T11:10:27.248579] [INFO ] [sig ] [803/2043] Completed HCI in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:27.248685] [INFO ] [sig ] [804/2043] Forecasting HD... [2025-09-26T11:10:27.248757] [INFO ] [sig ] Generating forecast for: HD [2025-09-26T11:10:27.248831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-09-26T11:10:27.260590] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HD'. [2025-09-26T11:10:27.261131] [INFO ] [FORECASTER] Starting predict_future for HD [2025-09-26T11:10:27.288780] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:27.289737] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-09-26T11:10:27.289819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:27.289893] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:27.289978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:27.290111] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:27.309366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:27.310215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:27.310333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:27.310417] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:27.347252] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:27.347412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:27.347459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:27.347494] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:27.351312] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=49.33%) [2025-09-26T11:10:27.351619] [INFO ] [FORECASTER] Completed predict_future for HD [2025-09-26T11:10:27.351803] [INFO ] [sig ] HD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:27.524149] [INFO ] [LOCAL ] Saved forecast: HD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HD.txt [2025-09-26T11:10:27.524484] [INFO ] [sig ] [804/2043] Completed HD in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:27.524611] [INFO ] [sig ] [805/2043] Forecasting HDB... [2025-09-26T11:10:27.524761] [INFO ] [sig ] Generating forecast for: HDB [2025-09-26T11:10:27.524867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-09-26T11:10:27.537015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HDB'. [2025-09-26T11:10:27.537519] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-09-26T11:10:27.567554] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:27.568598] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-09-26T11:10:27.568742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:27.568852] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:27.568954] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:27.569138] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:27.590659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:27.591715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:27.591880] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:27.591994] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:27.638696] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:27.638892] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:27.638943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:27.638980] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:27.642963] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=16.73%) [2025-09-26T11:10:27.643265] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-09-26T11:10:27.643414] [INFO ] [sig ] HDB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:27.802496] [INFO ] [LOCAL ] Saved forecast: HDB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HDB.txt [2025-09-26T11:10:27.802890] [INFO ] [sig ] [805/2043] Completed HDB in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:27.803002] [INFO ] [sig ] [806/2043] Forecasting HE... [2025-09-26T11:10:27.803091] [INFO ] [sig ] Generating forecast for: HE [2025-09-26T11:10:27.803191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-09-26T11:10:27.814443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HE'. [2025-09-26T11:10:27.814884] [INFO ] [FORECASTER] Starting predict_future for HE [2025-09-26T11:10:27.842194] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:27.843086] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-09-26T11:10:27.843166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:27.843238] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:27.843307] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:27.843408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:27.862858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:27.863484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:27.863624] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:27.863717] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:27.899162] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:27.899276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:27.899318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:27.899352] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:27.902884] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=96.39%) [2025-09-26T11:10:27.903168] [INFO ] [FORECASTER] Completed predict_future for HE [2025-09-26T11:10:27.903318] [INFO ] [sig ] HE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:28.059311] [INFO ] [LOCAL ] Saved forecast: HE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HE.txt [2025-09-26T11:10:28.059603] [INFO ] [sig ] [806/2043] Completed HE in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:28.059727] [INFO ] [sig ] [807/2043] Forecasting HEI... [2025-09-26T11:10:28.059810] [INFO ] [sig ] Generating forecast for: HEI [2025-09-26T11:10:28.059882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-09-26T11:10:28.071028] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HEI'. [2025-09-26T11:10:28.071393] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-09-26T11:10:28.098173] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:28.099198] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-09-26T11:10:28.099288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:28.099363] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:28.099446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:28.099571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:28.119935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:28.120906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:28.121020] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:28.121104] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:28.162943] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:28.163182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:28.163254] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:28.163293] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:28.167179] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=62.79%) [2025-09-26T11:10:28.167481] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-09-26T11:10:28.167628] [INFO ] [sig ] HEI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:28.322796] [INFO ] [LOCAL ] Saved forecast: HEI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HEI.txt [2025-09-26T11:10:28.323313] [INFO ] [sig ] [807/2043] Completed HEI in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:28.323396] [INFO ] [sig ] [808/2043] Forecasting HEQ... [2025-09-26T11:10:28.323466] [INFO ] [sig ] Generating forecast for: HEQ [2025-09-26T11:10:28.323560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-09-26T11:10:28.336995] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HEQ'. [2025-09-26T11:10:28.337496] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-09-26T11:10:28.365876] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:28.367336] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-09-26T11:10:28.367422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:28.367495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:28.367564] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:28.367687] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:28.390458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:28.391367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:28.391484] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:28.391556] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:28.428374] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:28.428565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:28.428613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:28.428678] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:28.433197] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=92.58%) [2025-09-26T11:10:28.433526] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-09-26T11:10:28.433724] [INFO ] [sig ] HEQ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:28.604694] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HEQ.txt [2025-09-26T11:10:28.605002] [INFO ] [sig ] [808/2043] Completed HEQ in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:28.605317] [INFO ] [sig ] [809/2043] Forecasting HESM... [2025-09-26T11:10:28.605754] [INFO ] [sig ] Generating forecast for: HESM [2025-09-26T11:10:28.605841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-09-26T11:10:28.619157] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HESM'. [2025-09-26T11:10:28.619637] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-09-26T11:10:28.646060] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:28.647045] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-09-26T11:10:28.647131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:28.647256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:28.647330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:28.647431] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:28.664875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:28.665514] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:28.665630] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:28.665723] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:28.713688] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:28.713905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:28.713953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:28.713987] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:28.717808] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=36.49%) [2025-09-26T11:10:28.718130] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-09-26T11:10:28.718290] [INFO ] [sig ] HESM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:28.936995] [INFO ] [LOCAL ] Saved forecast: HESM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HESM.txt [2025-09-26T11:10:28.937283] [INFO ] [sig ] [809/2043] Completed HESM in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:28.937363] [INFO ] [sig ] [810/2043] Forecasting HFRO... [2025-09-26T11:10:28.937434] [INFO ] [sig ] Generating forecast for: HFRO [2025-09-26T11:10:28.937507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-09-26T11:10:28.949322] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HFRO'. [2025-09-26T11:10:28.949775] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-09-26T11:10:28.977704] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:28.978518] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-09-26T11:10:28.978599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:28.978721] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:28.978793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:28.978893] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:28.998639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:28.999510] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:28.999627] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:28.999720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:29.033182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:29.033352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:29.033413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:29.033450] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:29.037430] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=91.76%) [2025-09-26T11:10:29.037822] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-09-26T11:10:29.037990] [INFO ] [sig ] HFRO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:29.200360] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HFRO.txt [2025-09-26T11:10:29.200616] [INFO ] [sig ] [810/2043] Completed HFRO in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:29.200718] [INFO ] [sig ] [811/2043] Forecasting HGER... [2025-09-26T11:10:29.200790] [INFO ] [sig ] Generating forecast for: HGER [2025-09-26T11:10:29.200866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'. [2025-09-26T11:10:29.212826] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGER'. [2025-09-26T11:10:29.213383] [INFO ] [FORECASTER] Starting predict_future for HGER [2025-09-26T11:10:29.242214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:29.243235] [DEBUG] [LOCAL ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt [2025-09-26T11:10:29.243316] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:29.243390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:29.243459] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:29.243559] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:29.262775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:29.263501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:29.263614] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:29.263706] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:29.303025] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:29.303231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:29.303281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:29.303315] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:29.307303] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: DOWN (p=23.66%) [2025-09-26T11:10:29.307694] [INFO ] [FORECASTER] Completed predict_future for HGER [2025-09-26T11:10:29.307876] [INFO ] [sig ] HGER: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:29.460013] [INFO ] [LOCAL ] Saved forecast: HGER 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HGER.txt [2025-09-26T11:10:29.460316] [INFO ] [sig ] [811/2043] Completed HGER in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:29.460400] [INFO ] [sig ] [812/2043] Forecasting HGTY... [2025-09-26T11:10:29.460472] [INFO ] [sig ] Generating forecast for: HGTY [2025-09-26T11:10:29.460548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-09-26T11:10:29.472338] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGTY'. [2025-09-26T11:10:29.472797] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-09-26T11:10:29.500256] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:29.501189] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-09-26T11:10:29.501268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:29.501346] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:29.501412] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:29.501489] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:29.519865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:29.520584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:29.520729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:29.520804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:29.561583] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:29.561786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:29.561846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:29.561881] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:29.565507] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=4.69%) [2025-09-26T11:10:29.565848] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-09-26T11:10:29.566007] [INFO ] [sig ] HGTY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:29.719373] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HGTY.txt [2025-09-26T11:10:29.719718] [INFO ] [sig ] [812/2043] Completed HGTY in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:29.719803] [INFO ] [sig ] [813/2043] Forecasting HGV... [2025-09-26T11:10:29.719874] [INFO ] [sig ] Generating forecast for: HGV [2025-09-26T11:10:29.719945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'. [2025-09-26T11:10:29.732383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HGV'. [2025-09-26T11:10:29.732868] [INFO ] [FORECASTER] Starting predict_future for HGV [2025-09-26T11:10:29.761377] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:29.762550] [DEBUG] [LOCAL ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt [2025-09-26T11:10:29.762636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:29.762735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:29.762809] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:29.762909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:29.783451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:29.784217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:29.784331] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:29.784403] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:29.819718] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:29.819895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:29.819942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:29.819975] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:29.823636] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: DOWN (p=43.56%) [2025-09-26T11:10:29.824022] [INFO ] [FORECASTER] Completed predict_future for HGV [2025-09-26T11:10:29.824190] [INFO ] [sig ] HGV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:29.980069] [INFO ] [LOCAL ] Saved forecast: HGV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HGV.txt [2025-09-26T11:10:29.980336] [INFO ] [sig ] [813/2043] Completed HGV in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:29.980416] [INFO ] [sig ] [814/2043] Forecasting HHH... [2025-09-26T11:10:29.980489] [INFO ] [sig ] Generating forecast for: HHH [2025-09-26T11:10:29.980562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-09-26T11:10:29.991497] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HHH'. [2025-09-26T11:10:29.991857] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-09-26T11:10:30.017832] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:30.018605] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-09-26T11:10:30.018705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:30.018779] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:30.018849] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:30.018949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:30.036582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:30.037311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:30.037418] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:30.037493] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:30.076053] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:30.076276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:30.076337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:30.076380] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:30.081401] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: UP (p=88.47%) [2025-09-26T11:10:30.081896] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-09-26T11:10:30.082118] [INFO ] [sig ] HHH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:30.231118] [INFO ] [LOCAL ] Saved forecast: HHH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HHH.txt [2025-09-26T11:10:30.231376] [INFO ] [sig ] [814/2043] Completed HHH in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:30.231458] [INFO ] [sig ] [815/2043] Forecasting HI... [2025-09-26T11:10:30.231530] [INFO ] [sig ] Generating forecast for: HI [2025-09-26T11:10:30.231605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-09-26T11:10:30.243361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HI'. [2025-09-26T11:10:30.243825] [INFO ] [FORECASTER] Starting predict_future for HI [2025-09-26T11:10:30.271895] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:30.272922] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-09-26T11:10:30.273005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:30.273081] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:30.273155] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:30.273362] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:30.292856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:30.293627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:30.293763] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:30.293853] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:30.331358] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:30.331587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:30.331698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:30.331772] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:30.335944] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=34.01%) [2025-09-26T11:10:30.336275] [INFO ] [FORECASTER] Completed predict_future for HI [2025-09-26T11:10:30.336458] [INFO ] [sig ] HI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:30.500970] [INFO ] [LOCAL ] Saved forecast: HI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HI.txt [2025-09-26T11:10:30.501730] [INFO ] [sig ] [815/2043] Completed HI in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:30.501839] [INFO ] [sig ] [816/2043] Forecasting HIG... [2025-09-26T11:10:30.501920] [INFO ] [sig ] Generating forecast for: HIG [2025-09-26T11:10:30.502029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-09-26T11:10:30.526775] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIG'. [2025-09-26T11:10:30.527451] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-09-26T11:10:30.571721] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:30.572681] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-09-26T11:10:30.572763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:30.572868] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:30.572979] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:30.573133] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:30.594185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:30.595114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:30.595317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:30.595390] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:30.641069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:30.641217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:30.641281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:30.641319] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:30.645397] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=33.14%) [2025-09-26T11:10:30.645746] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-09-26T11:10:30.645916] [INFO ] [sig ] HIG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:30.798575] [INFO ] [LOCAL ] Saved forecast: HIG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HIG.txt [2025-09-26T11:10:30.798856] [INFO ] [sig ] [816/2043] Completed HIG in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:30.798937] [INFO ] [sig ] [817/2043] Forecasting HII... [2025-09-26T11:10:30.799016] [INFO ] [sig ] Generating forecast for: HII [2025-09-26T11:10:30.799098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-09-26T11:10:30.810524] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HII'. [2025-09-26T11:10:30.810956] [INFO ] [FORECASTER] Starting predict_future for HII [2025-09-26T11:10:30.837969] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:30.838923] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-09-26T11:10:30.839004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:30.839098] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:30.839192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:30.839322] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:30.861005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:30.861773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:30.861909] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:30.861995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:30.905529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:30.905677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:30.905755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:30.905799] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:30.909445] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=1.83%) [2025-09-26T11:10:30.909800] [INFO ] [FORECASTER] Completed predict_future for HII [2025-09-26T11:10:30.909972] [INFO ] [sig ] HII: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:31.085000] [INFO ] [LOCAL ] Saved forecast: HII 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HII.txt [2025-09-26T11:10:31.085276] [INFO ] [sig ] [817/2043] Completed HII in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:31.085390] [INFO ] [sig ] [818/2043] Forecasting HIMS... [2025-09-26T11:10:31.085483] [INFO ] [sig ] Generating forecast for: HIMS [2025-09-26T11:10:31.085577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-09-26T11:10:31.098863] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIMS'. [2025-09-26T11:10:31.099365] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-09-26T11:10:31.127523] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:31.128449] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-09-26T11:10:31.128529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:31.128601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:31.128694] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:31.128796] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:31.147191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:31.147996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:31.148111] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:31.148183] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:31.186141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:31.186357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:31.186407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:31.186442] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:31.190288] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=34.28%) [2025-09-26T11:10:31.190591] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-09-26T11:10:31.190809] [INFO ] [sig ] HIMS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:31.352529] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HIMS.txt [2025-09-26T11:10:31.352836] [INFO ] [sig ] [818/2043] Completed HIMS in 0.3s | 3.74 sym/s | Total: 3.6m | ETA: 5.5m [2025-09-26T11:10:31.352918] [INFO ] [sig ] [819/2043] Forecasting HIO... [2025-09-26T11:10:31.352988] [INFO ] [sig ] Generating forecast for: HIO [2025-09-26T11:10:31.353060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-09-26T11:10:31.364573] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIO'. [2025-09-26T11:10:31.365044] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-09-26T11:10:31.392176] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:31.393304] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-09-26T11:10:31.393407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:31.393521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:31.393616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:31.393798] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:31.412955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:31.414029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:31.414189] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:31.414290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:31.464131] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:31.464427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:31.464516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:31.464579] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:31.469765] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=17.93%) [2025-09-26T11:10:31.470164] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-09-26T11:10:31.470331] [INFO ] [sig ] HIO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:31.628495] [INFO ] [LOCAL ] Saved forecast: HIO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HIO.txt [2025-09-26T11:10:31.628886] [INFO ] [sig ] [819/2043] Completed HIO in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.5m [2025-09-26T11:10:31.628987] [INFO ] [sig ] [820/2043] Forecasting HIPO... [2025-09-26T11:10:31.629096] [INFO ] [sig ] Generating forecast for: HIPO [2025-09-26T11:10:31.629201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-09-26T11:10:31.641295] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIPO'. [2025-09-26T11:10:31.641755] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-09-26T11:10:31.669593] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:31.670528] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-09-26T11:10:31.670630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:31.670749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:31.670802] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:31.670879] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:31.689977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:31.690748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:31.690886] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:31.690997] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:31.739104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:31.739226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:31.739302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:31.739371] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:31.743320] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=27.09%) [2025-09-26T11:10:31.743625] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-09-26T11:10:31.743840] [INFO ] [sig ] HIPO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:31.898738] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HIPO.txt [2025-09-26T11:10:31.899048] [INFO ] [sig ] [820/2043] Completed HIPO in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.5m [2025-09-26T11:10:31.899139] [INFO ] [sig ] [821/2043] Forecasting HIW... [2025-09-26T11:10:31.899236] [INFO ] [sig ] Generating forecast for: HIW [2025-09-26T11:10:31.899339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'. [2025-09-26T11:10:31.912467] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIW'. [2025-09-26T11:10:31.912985] [INFO ] [FORECASTER] Starting predict_future for HIW [2025-09-26T11:10:31.940376] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:31.941261] [DEBUG] [LOCAL ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt [2025-09-26T11:10:31.941343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:31.941448] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:31.941517] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:31.941620] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:31.959933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:31.960620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:31.960791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:31.960853] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:32.013019] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:32.013240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:32.013310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:32.013349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:32.017484] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: UP (p=92.88%) [2025-09-26T11:10:32.017843] [INFO ] [FORECASTER] Completed predict_future for HIW [2025-09-26T11:10:32.018044] [INFO ] [sig ] HIW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:32.174445] [INFO ] [LOCAL ] Saved forecast: HIW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HIW.txt [2025-09-26T11:10:32.174772] [INFO ] [sig ] [821/2043] Completed HIW in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:32.174875] [INFO ] [sig ] [822/2043] Forecasting HIX... [2025-09-26T11:10:32.174962] [INFO ] [sig ] Generating forecast for: HIX [2025-09-26T11:10:32.175036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-09-26T11:10:32.186984] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HIX'. [2025-09-26T11:10:32.187557] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-09-26T11:10:32.215858] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:32.217364] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-09-26T11:10:32.217451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:32.217527] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:32.217597] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:32.217725] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:32.239420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:32.240370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:32.240488] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:32.240559] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:32.282250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:32.282458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:32.282509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:32.282544] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:32.287000] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-09-26T11:10:32.287448] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-09-26T11:10:32.287676] [INFO ] [sig ] HIX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:32.484007] [INFO ] [LOCAL ] Saved forecast: HIX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HIX.txt [2025-09-26T11:10:32.484318] [INFO ] [sig ] [822/2043] Completed HIX in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:32.484400] [INFO ] [sig ] [823/2043] Forecasting HKD... [2025-09-26T11:10:32.484577] [INFO ] [sig ] Generating forecast for: HKD [2025-09-26T11:10:32.484685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'. [2025-09-26T11:10:32.496925] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HKD'. [2025-09-26T11:10:32.497454] [INFO ] [FORECASTER] Starting predict_future for HKD [2025-09-26T11:10:32.526111] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:32.527328] [DEBUG] [LOCAL ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt [2025-09-26T11:10:32.527416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:32.527492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:32.527762] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:32.527902] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:32.548354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:32.549328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:32.549446] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:32.549520] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:32.592631] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:32.592865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:32.592916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:32.592953] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:32.596799] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=23.50%) [2025-09-26T11:10:32.597135] [INFO ] [FORECASTER] Completed predict_future for HKD [2025-09-26T11:10:32.597302] [INFO ] [sig ] HKD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:32.750908] [INFO ] [LOCAL ] Saved forecast: HKD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HKD.txt [2025-09-26T11:10:32.751267] [INFO ] [sig ] [823/2043] Completed HKD in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:32.751351] [INFO ] [sig ] [824/2043] Forecasting HL... [2025-09-26T11:10:32.751422] [INFO ] [sig ] Generating forecast for: HL [2025-09-26T11:10:32.751494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-09-26T11:10:32.763051] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HL'. [2025-09-26T11:10:32.763509] [INFO ] [FORECASTER] Starting predict_future for HL [2025-09-26T11:10:32.790134] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:32.791068] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-09-26T11:10:32.791149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:32.791221] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:32.791290] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:32.791389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:32.810999] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:32.812004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:32.812120] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:32.812192] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:32.855540] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:32.855779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:32.855846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:32.855883] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:32.860197] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=12.86%) [2025-09-26T11:10:32.860571] [INFO ] [FORECASTER] Completed predict_future for HL [2025-09-26T11:10:32.860770] [INFO ] [sig ] HL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:33.036549] [INFO ] [LOCAL ] Saved forecast: HL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HL.txt [2025-09-26T11:10:33.036927] [INFO ] [sig ] [824/2043] Completed HL in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:33.037014] [INFO ] [sig ] [825/2043] Forecasting HLF... [2025-09-26T11:10:33.037087] [INFO ] [sig ] Generating forecast for: HLF [2025-09-26T11:10:33.037162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-09-26T11:10:33.049744] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLF'. [2025-09-26T11:10:33.050422] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-09-26T11:10:33.079924] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:33.080892] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-09-26T11:10:33.080973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:33.081048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:33.081119] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:33.081257] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:33.100774] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:33.101632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:33.101773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:33.101845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:33.140768] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:33.140971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:33.141020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:33.141054] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:33.145113] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: DOWN (p=24.83%) [2025-09-26T11:10:33.145429] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-09-26T11:10:33.145732] [INFO ] [sig ] HLF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:33.316987] [INFO ] [LOCAL ] Saved forecast: HLF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HLF.txt [2025-09-26T11:10:33.317387] [INFO ] [sig ] [825/2043] Completed HLF in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:33.317476] [INFO ] [sig ] [826/2043] Forecasting HLI... [2025-09-26T11:10:33.317549] [INFO ] [sig ] Generating forecast for: HLI [2025-09-26T11:10:33.317679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-09-26T11:10:33.329270] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLI'. [2025-09-26T11:10:33.329842] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-09-26T11:10:33.358023] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:33.358986] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-09-26T11:10:33.359068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:33.359142] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:33.359213] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:33.359316] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:33.378884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:33.379819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:33.379935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:33.380007] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:33.420044] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:33.420272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:33.420336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:33.420374] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:33.424514] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=32.30%) [2025-09-26T11:10:33.424895] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-09-26T11:10:33.425065] [INFO ] [sig ] HLI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:33.582700] [INFO ] [LOCAL ] Saved forecast: HLI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HLI.txt [2025-09-26T11:10:33.583121] [INFO ] [sig ] [826/2043] Completed HLI in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:33.583209] [INFO ] [sig ] [827/2043] Forecasting HLIO... [2025-09-26T11:10:33.583295] [INFO ] [sig ] Generating forecast for: HLIO [2025-09-26T11:10:33.583383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-09-26T11:10:33.594725] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLIO'. [2025-09-26T11:10:33.595234] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-09-26T11:10:33.622492] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:33.623405] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-09-26T11:10:33.623485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:33.623565] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:33.623634] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:33.623773] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:33.642597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:33.643426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:33.643541] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:33.643612] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:33.683165] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:33.683359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:33.683408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:33.683442] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:33.687253] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=78.92%) [2025-09-26T11:10:33.687590] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-09-26T11:10:33.687798] [INFO ] [sig ] HLIO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:33.843850] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HLIO.txt [2025-09-26T11:10:33.844154] [INFO ] [sig ] [827/2043] Completed HLIO in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:33.844261] [INFO ] [sig ] [828/2043] Forecasting HLLY... [2025-09-26T11:10:33.844344] [INFO ] [sig ] Generating forecast for: HLLY [2025-09-26T11:10:33.844432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-09-26T11:10:33.855974] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLLY'. [2025-09-26T11:10:33.856392] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-09-26T11:10:33.884189] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:33.885107] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-09-26T11:10:33.885191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:33.885267] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:33.885338] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:33.885441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:33.904484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:33.905192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:33.905301] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:33.905371] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:33.941422] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:33.941635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:33.941752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:33.941797] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:33.946012] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=33.45%) [2025-09-26T11:10:33.946405] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-09-26T11:10:33.946569] [INFO ] [sig ] HLLY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:34.118234] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HLLY.txt [2025-09-26T11:10:34.118574] [INFO ] [sig ] [828/2043] Completed HLLY in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:34.118684] [INFO ] [sig ] [829/2043] Forecasting HLN... [2025-09-26T11:10:34.118772] [INFO ] [sig ] Generating forecast for: HLN [2025-09-26T11:10:34.118862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-09-26T11:10:34.130080] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLN'. [2025-09-26T11:10:34.130597] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-09-26T11:10:34.157996] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:34.158985] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-09-26T11:10:34.159066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:34.159156] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:34.159241] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:34.159378] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:34.178129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:34.178885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:34.178997] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:34.179083] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:34.220786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:34.220984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:34.221032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:34.221067] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:34.224795] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=74.44%) [2025-09-26T11:10:34.225124] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-09-26T11:10:34.225278] [INFO ] [sig ] HLN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:34.379999] [INFO ] [LOCAL ] Saved forecast: HLN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HLN.txt [2025-09-26T11:10:34.380302] [INFO ] [sig ] [829/2043] Completed HLN in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:34.380412] [INFO ] [sig ] [830/2043] Forecasting HLT... [2025-09-26T11:10:34.380510] [INFO ] [sig ] Generating forecast for: HLT [2025-09-26T11:10:34.380586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-09-26T11:10:34.391611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLT'. [2025-09-26T11:10:34.392008] [INFO ] [FORECASTER] Starting predict_future for HLT [2025-09-26T11:10:34.420048] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:34.420983] [DEBUG] [LOCAL ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt [2025-09-26T11:10:34.421063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:34.421138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:34.421209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:34.421350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:34.439922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:34.440568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:34.440708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:34.440782] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:34.488530] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:34.489826] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:34.489913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:34.489972] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:34.494325] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-09-26T11:10:34.494629] [INFO ] [FORECASTER] Completed predict_future for HLT [2025-09-26T11:10:34.494845] [INFO ] [sig ] HLT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:34.650292] [INFO ] [LOCAL ] Saved forecast: HLT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HLT.txt [2025-09-26T11:10:34.650586] [INFO ] [sig ] [830/2043] Completed HLT in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:34.650718] [INFO ] [sig ] [831/2043] Forecasting HLX... [2025-09-26T11:10:34.650791] [INFO ] [sig ] Generating forecast for: HLX [2025-09-26T11:10:34.650862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-09-26T11:10:34.663230] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HLX'. [2025-09-26T11:10:34.663614] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-09-26T11:10:34.691836] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:34.692712] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-09-26T11:10:34.692793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:34.692868] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:34.692943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:34.693063] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:34.711190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:34.711857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:34.711968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:34.712039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:34.753158] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:34.753355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:34.753405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:34.753442] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:34.757236] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=39.22%) [2025-09-26T11:10:34.757525] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-09-26T11:10:34.757697] [INFO ] [sig ] HLX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:34.915459] [INFO ] [LOCAL ] Saved forecast: HLX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HLX.txt [2025-09-26T11:10:34.915839] [INFO ] [sig ] [831/2043] Completed HLX in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:34.915933] [INFO ] [sig ] [832/2043] Forecasting HMC... [2025-09-26T11:10:34.916005] [INFO ] [sig ] Generating forecast for: HMC [2025-09-26T11:10:34.916077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-09-26T11:10:34.927742] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HMC'. [2025-09-26T11:10:34.928380] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-09-26T11:10:34.956238] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:34.957247] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-09-26T11:10:34.957328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:34.957402] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:34.957473] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:34.957581] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:34.975929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:34.976527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:34.976637] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:34.976738] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:35.016393] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:35.016502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:35.016544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:35.016577] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:35.020551] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=4.60%) [2025-09-26T11:10:35.020996] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-09-26T11:10:35.021177] [INFO ] [sig ] HMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:35.176757] [INFO ] [LOCAL ] Saved forecast: HMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HMC.txt [2025-09-26T11:10:35.177056] [INFO ] [sig ] [832/2043] Completed HMC in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:35.177135] [INFO ] [sig ] [833/2043] Forecasting HMN... [2025-09-26T11:10:35.177205] [INFO ] [sig ] Generating forecast for: HMN [2025-09-26T11:10:35.177277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-09-26T11:10:35.188127] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HMN'. [2025-09-26T11:10:35.188481] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-09-26T11:10:35.215180] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:35.216038] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-09-26T11:10:35.216125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:35.216207] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:35.216279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:35.216394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:35.235450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:35.236391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:35.236514] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:35.236594] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:35.278628] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:35.278832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:35.278911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:35.278980] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:35.283025] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=30.36%) [2025-09-26T11:10:35.283365] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-09-26T11:10:35.283563] [INFO ] [sig ] HMN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:35.439477] [INFO ] [LOCAL ] Saved forecast: HMN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HMN.txt [2025-09-26T11:10:35.439855] [INFO ] [sig ] [833/2043] Completed HMN in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:35.439984] [INFO ] [sig ] [834/2043] Forecasting HMY... [2025-09-26T11:10:35.440058] [INFO ] [sig ] Generating forecast for: HMY [2025-09-26T11:10:35.440132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-09-26T11:10:35.452357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HMY'. [2025-09-26T11:10:35.452721] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-09-26T11:10:35.480097] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:35.480933] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-09-26T11:10:35.481012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:35.481085] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:35.481155] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:35.481254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:35.500316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:35.500986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:35.501096] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:35.501167] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:35.540804] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:35.540993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:35.541042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:35.541078] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:35.545106] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=66.48%) [2025-09-26T11:10:35.545398] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-09-26T11:10:35.545547] [INFO ] [sig ] HMY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:35.697323] [INFO ] [LOCAL ] Saved forecast: HMY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HMY.txt [2025-09-26T11:10:35.697678] [INFO ] [sig ] [834/2043] Completed HMY in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:35.697762] [INFO ] [sig ] [835/2043] Forecasting HNI... [2025-09-26T11:10:35.697833] [INFO ] [sig ] Generating forecast for: HNI [2025-09-26T11:10:35.697906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-09-26T11:10:35.708563] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HNI'. [2025-09-26T11:10:35.708976] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-09-26T11:10:35.736253] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:35.737288] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-09-26T11:10:35.737374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:35.737449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:35.737518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:35.737621] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:35.755911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:35.756863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:35.756983] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:35.757055] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:35.795542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:35.795732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:35.795795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:35.795847] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:35.799708] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: UP (p=82.82%) [2025-09-26T11:10:35.800034] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-09-26T11:10:35.800184] [INFO ] [sig ] HNI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:35.957303] [INFO ] [LOCAL ] Saved forecast: HNI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HNI.txt [2025-09-26T11:10:35.957595] [INFO ] [sig ] [835/2043] Completed HNI in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:35.957710] [INFO ] [sig ] [836/2043] Forecasting HOG... [2025-09-26T11:10:35.957784] [INFO ] [sig ] Generating forecast for: HOG [2025-09-26T11:10:35.957858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-09-26T11:10:35.969036] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOG'. [2025-09-26T11:10:35.969403] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-09-26T11:10:35.999316] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:36.000246] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-09-26T11:10:36.000332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:36.000406] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:36.000476] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:36.000579] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:36.019477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:36.020331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:36.020470] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:36.020546] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:36.065715] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:36.065907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:36.065966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:36.066025] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:36.070226] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=52.14%) [2025-09-26T11:10:36.070563] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-09-26T11:10:36.070780] [INFO ] [sig ] HOG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:36.223320] [INFO ] [LOCAL ] Saved forecast: HOG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HOG.txt [2025-09-26T11:10:36.223607] [INFO ] [sig ] [836/2043] Completed HOG in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:36.223711] [INFO ] [sig ] [837/2043] Forecasting HOMB... [2025-09-26T11:10:36.223781] [INFO ] [sig ] Generating forecast for: HOMB [2025-09-26T11:10:36.223853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-09-26T11:10:36.235470] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOMB'. [2025-09-26T11:10:36.235857] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-09-26T11:10:36.263505] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:36.264430] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-09-26T11:10:36.264510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:36.264582] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:36.264678] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:36.264780] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:36.283041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:36.283745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:36.283868] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:36.283946] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:36.319827] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:36.319945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:36.319993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:36.320026] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:36.323241] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=24.24%) [2025-09-26T11:10:36.323572] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-09-26T11:10:36.323752] [INFO ] [sig ] HOMB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:36.475249] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HOMB.txt [2025-09-26T11:10:36.475499] [INFO ] [sig ] [837/2043] Completed HOMB in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:36.475578] [INFO ] [sig ] [838/2043] Forecasting HOUS... [2025-09-26T11:10:36.475669] [INFO ] [sig ] Generating forecast for: HOUS [2025-09-26T11:10:36.475744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-09-26T11:10:36.486754] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOUS'. [2025-09-26T11:10:36.487123] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-09-26T11:10:36.514554] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:36.515430] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-09-26T11:10:36.515510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:36.515584] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:36.515680] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:36.515784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:36.535539] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:36.536472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:36.536598] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:36.536726] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:36.578930] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:36.579060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:36.579102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:36.579136] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:36.582756] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=35.65%) [2025-09-26T11:10:36.583038] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-09-26T11:10:36.583175] [INFO ] [sig ] HOUS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:36.742635] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HOUS.txt [2025-09-26T11:10:36.742940] [INFO ] [sig ] [838/2043] Completed HOUS in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:36.743022] [INFO ] [sig ] [839/2043] Forecasting HOV... [2025-09-26T11:10:36.743093] [INFO ] [sig ] Generating forecast for: HOV [2025-09-26T11:10:36.743163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'. [2025-09-26T11:10:36.753809] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HOV'. [2025-09-26T11:10:36.754132] [INFO ] [FORECASTER] Starting predict_future for HOV [2025-09-26T11:10:36.779999] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:36.780838] [DEBUG] [LOCAL ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt [2025-09-26T11:10:36.780915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:36.781000] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:36.781082] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:36.781191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:36.800044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:36.800701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:36.800831] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:36.800927] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:36.839271] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:36.839380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:36.839421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:36.839454] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:36.842917] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=32.90%) [2025-09-26T11:10:36.843189] [INFO ] [FORECASTER] Completed predict_future for HOV [2025-09-26T11:10:36.843326] [INFO ] [sig ] HOV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:36.993568] [INFO ] [LOCAL ] Saved forecast: HOV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HOV.txt [2025-09-26T11:10:36.993875] [INFO ] [sig ] [839/2043] Completed HOV in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:36.993956] [INFO ] [sig ] [840/2043] Forecasting HP... [2025-09-26T11:10:36.994026] [INFO ] [sig ] Generating forecast for: HP [2025-09-26T11:10:36.994098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-09-26T11:10:37.006481] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HP'. [2025-09-26T11:10:37.006896] [INFO ] [FORECASTER] Starting predict_future for HP [2025-09-26T11:10:37.033781] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:37.034621] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-09-26T11:10:37.034723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:37.034812] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:37.034895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:37.035008] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:37.053891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:37.054539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:37.054675] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:37.054759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:37.095808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:37.095935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:37.095977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:37.096010] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:37.099540] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=43.39%) [2025-09-26T11:10:37.099848] [INFO ] [FORECASTER] Completed predict_future for HP [2025-09-26T11:10:37.100015] [INFO ] [sig ] HP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:37.249978] [INFO ] [LOCAL ] Saved forecast: HP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HP.txt [2025-09-26T11:10:37.250229] [INFO ] [sig ] [840/2043] Completed HP in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:37.250385] [INFO ] [sig ] [841/2043] Forecasting HPE... [2025-09-26T11:10:37.250459] [INFO ] [sig ] Generating forecast for: HPE [2025-09-26T11:10:37.250545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-09-26T11:10:37.261667] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPE'. [2025-09-26T11:10:37.262013] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-09-26T11:10:37.287938] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:37.288752] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-09-26T11:10:37.288831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:37.288902] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:37.288971] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:37.289070] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:37.307501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:37.308126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:37.308230] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:37.308300] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:37.346243] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:37.346357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:37.346401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:37.346436] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:37.349942] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=23.86%) [2025-09-26T11:10:37.350236] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-09-26T11:10:37.350378] [INFO ] [sig ] HPE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:37.502925] [INFO ] [LOCAL ] Saved forecast: HPE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HPE.txt [2025-09-26T11:10:37.503182] [INFO ] [sig ] [841/2043] Completed HPE in 0.3s | 3.74 sym/s | Total: 3.7m | ETA: 5.4m [2025-09-26T11:10:37.503262] [INFO ] [sig ] [842/2043] Forecasting HPF... [2025-09-26T11:10:37.503334] [INFO ] [sig ] Generating forecast for: HPF [2025-09-26T11:10:37.503407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-09-26T11:10:37.514099] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPF'. [2025-09-26T11:10:37.514427] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-09-26T11:10:37.541717] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:37.542746] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-09-26T11:10:37.542827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:37.542900] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:37.542986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:37.543102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:37.562336] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:37.562993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:37.563105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:37.563199] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:37.599723] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:37.599835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:37.599878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:37.599927] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:37.603250] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=90.06%) [2025-09-26T11:10:37.603531] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-09-26T11:10:37.603713] [INFO ] [sig ] HPF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:37.759971] [INFO ] [LOCAL ] Saved forecast: HPF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HPF.txt [2025-09-26T11:10:37.760311] [INFO ] [sig ] [842/2043] Completed HPF in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.4m [2025-09-26T11:10:37.760395] [INFO ] [sig ] [843/2043] Forecasting HPI... [2025-09-26T11:10:37.760479] [INFO ] [sig ] Generating forecast for: HPI [2025-09-26T11:10:37.760565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-09-26T11:10:37.772136] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPI'. [2025-09-26T11:10:37.772486] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-09-26T11:10:37.799934] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:37.800831] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-09-26T11:10:37.800911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:37.800998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:37.801088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:37.801214] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:37.819592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:37.820249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:37.820359] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:37.820444] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:37.857978] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:37.858105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:37.858146] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:37.858178] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:37.861502] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=89.22%) [2025-09-26T11:10:37.861849] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-09-26T11:10:37.862021] [INFO ] [sig ] HPI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:38.011607] [INFO ] [LOCAL ] Saved forecast: HPI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HPI.txt [2025-09-26T11:10:38.011877] [INFO ] [sig ] [843/2043] Completed HPI in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:38.011975] [INFO ] [sig ] [844/2043] Forecasting HPP... [2025-09-26T11:10:38.012060] [INFO ] [sig ] Generating forecast for: HPP [2025-09-26T11:10:38.012146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-09-26T11:10:38.029019] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPP'. [2025-09-26T11:10:38.029621] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-09-26T11:10:38.058579] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:38.059670] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-09-26T11:10:38.059754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:38.059828] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:38.059906] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:38.060010] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:38.079604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:38.080673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:38.080794] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:38.080866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:38.115243] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:38.115402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:38.115447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:38.115480] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:38.119063] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=38.64%) [2025-09-26T11:10:38.119393] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-09-26T11:10:38.119559] [INFO ] [sig ] HPP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:38.270237] [INFO ] [LOCAL ] Saved forecast: HPP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HPP.txt [2025-09-26T11:10:38.270543] [INFO ] [sig ] [844/2043] Completed HPP in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:38.270621] [INFO ] [sig ] [845/2043] Forecasting HPQ... [2025-09-26T11:10:38.270711] [INFO ] [sig ] Generating forecast for: HPQ [2025-09-26T11:10:38.270782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-09-26T11:10:38.281843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPQ'. [2025-09-26T11:10:38.282227] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-09-26T11:10:38.308500] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:38.309357] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-09-26T11:10:38.309435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:38.309506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:38.309572] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:38.309691] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:38.328026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:38.328779] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:38.328893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:38.328963] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:38.365796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:38.365950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:38.365997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:38.366032] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:38.369586] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=37.36%) [2025-09-26T11:10:38.369916] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-09-26T11:10:38.370121] [INFO ] [sig ] HPQ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:38.526524] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HPQ.txt [2025-09-26T11:10:38.526807] [INFO ] [sig ] [845/2043] Completed HPQ in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:38.526952] [INFO ] [sig ] [846/2043] Forecasting HPS... [2025-09-26T11:10:38.527052] [INFO ] [sig ] Generating forecast for: HPS [2025-09-26T11:10:38.527161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-09-26T11:10:38.538077] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HPS'. [2025-09-26T11:10:38.538449] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-09-26T11:10:38.564412] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:38.565285] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-09-26T11:10:38.565362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:38.565433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:38.565572] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:38.565743] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:38.584159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:38.584883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:38.584993] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:38.585073] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:38.620028] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:38.620167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:38.620210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:38.620243] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:38.623674] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=91.99%) [2025-09-26T11:10:38.624034] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-09-26T11:10:38.624195] [INFO ] [sig ] HPS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:38.772002] [INFO ] [LOCAL ] Saved forecast: HPS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HPS.txt [2025-09-26T11:10:38.772330] [INFO ] [sig ] [846/2043] Completed HPS in 0.2s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:38.772411] [INFO ] [sig ] [847/2043] Forecasting HQH... [2025-09-26T11:10:38.772488] [INFO ] [sig ] Generating forecast for: HQH [2025-09-26T11:10:38.772586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-09-26T11:10:38.785460] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HQH'. [2025-09-26T11:10:38.785995] [INFO ] [FORECASTER] Starting predict_future for HQH [2025-09-26T11:10:38.824609] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:38.825970] [DEBUG] [LOCAL ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt [2025-09-26T11:10:38.826051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:38.826138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:38.826221] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:38.826337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:38.856319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:38.857325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:38.857462] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:38.857539] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:38.908794] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:38.908996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:38.909057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:38.909095] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:38.913835] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=71.59%) [2025-09-26T11:10:38.914186] [INFO ] [FORECASTER] Completed predict_future for HQH [2025-09-26T11:10:38.914388] [INFO ] [sig ] HQH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:39.123775] [INFO ] [LOCAL ] Saved forecast: HQH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HQH.txt [2025-09-26T11:10:39.124066] [INFO ] [sig ] [847/2043] Completed HQH in 0.4s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:39.124147] [INFO ] [sig ] [848/2043] Forecasting HQL... [2025-09-26T11:10:39.124225] [INFO ] [sig ] Generating forecast for: HQL [2025-09-26T11:10:39.124300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-09-26T11:10:39.137172] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HQL'. [2025-09-26T11:10:39.137607] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-09-26T11:10:39.164601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:39.165455] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-09-26T11:10:39.165536] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:39.165611] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:39.165703] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:39.165803] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:39.183855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:39.184592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:39.184725] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:39.184796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:39.220857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:39.220967] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:39.221009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:39.221043] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:39.224667] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: DOWN (p=37.92%) [2025-09-26T11:10:39.225026] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-09-26T11:10:39.225221] [INFO ] [sig ] HQL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:39.372182] [INFO ] [LOCAL ] Saved forecast: HQL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HQL.txt [2025-09-26T11:10:39.372430] [INFO ] [sig ] [848/2043] Completed HQL in 0.2s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:39.372509] [INFO ] [sig ] [849/2043] Forecasting HR... [2025-09-26T11:10:39.372578] [INFO ] [sig ] Generating forecast for: HR [2025-09-26T11:10:39.372627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'. [2025-09-26T11:10:39.383436] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HR'. [2025-09-26T11:10:39.383776] [INFO ] [FORECASTER] Starting predict_future for HR [2025-09-26T11:10:39.410065] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:39.410899] [DEBUG] [LOCAL ] No optimal features file found for HR: ./output/feature-sets/HR.txt [2025-09-26T11:10:39.410977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:39.411048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:39.411116] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:39.411216] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:39.429158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:39.429908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:39.430021] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:39.430094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:39.470092] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:39.470207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:39.470251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:39.470286] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:39.473869] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: UP (p=82.06%) [2025-09-26T11:10:39.474185] [INFO ] [FORECASTER] Completed predict_future for HR [2025-09-26T11:10:39.474334] [INFO ] [sig ] HR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:39.627157] [INFO ] [LOCAL ] Saved forecast: HR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HR.txt [2025-09-26T11:10:39.627442] [INFO ] [sig ] [849/2043] Completed HR in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:39.627521] [INFO ] [sig ] [850/2043] Forecasting HRB... [2025-09-26T11:10:39.627591] [INFO ] [sig ] Generating forecast for: HRB [2025-09-26T11:10:39.627690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-09-26T11:10:39.639041] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRB'. [2025-09-26T11:10:39.639468] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-09-26T11:10:39.665476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:39.666335] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-09-26T11:10:39.666414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:39.666485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:39.666554] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:39.666674] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:39.685331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:39.685950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:39.686055] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:39.686124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:39.724457] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:39.724566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:39.724605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:39.724637] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:39.727960] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=64.21%) [2025-09-26T11:10:39.728234] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-09-26T11:10:39.728375] [INFO ] [sig ] HRB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:39.883242] [INFO ] [LOCAL ] Saved forecast: HRB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HRB.txt [2025-09-26T11:10:39.883556] [INFO ] [sig ] [850/2043] Completed HRB in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:39.883638] [INFO ] [sig ] [851/2043] Forecasting HRI... [2025-09-26T11:10:39.883750] [INFO ] [sig ] Generating forecast for: HRI [2025-09-26T11:10:39.883823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'. [2025-09-26T11:10:39.895677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRI'. [2025-09-26T11:10:39.896133] [INFO ] [FORECASTER] Starting predict_future for HRI [2025-09-26T11:10:39.922341] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:39.923195] [DEBUG] [LOCAL ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt [2025-09-26T11:10:39.923275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:39.923357] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:39.923435] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:39.923536] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:39.941605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:39.942209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:39.942401] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:39.942473] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:39.979135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:39.979239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:39.979279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:39.979311] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:39.982496] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: DOWN (p=39.84%) [2025-09-26T11:10:39.982832] [INFO ] [FORECASTER] Completed predict_future for HRI [2025-09-26T11:10:39.983007] [INFO ] [sig ] HRI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:40.131866] [INFO ] [LOCAL ] Saved forecast: HRI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HRI.txt [2025-09-26T11:10:40.132117] [INFO ] [sig ] [851/2043] Completed HRI in 0.2s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:40.132201] [INFO ] [sig ] [852/2043] Forecasting HRL... [2025-09-26T11:10:40.132274] [INFO ] [sig ] Generating forecast for: HRL [2025-09-26T11:10:40.132345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-09-26T11:10:40.143402] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRL'. [2025-09-26T11:10:40.143753] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-09-26T11:10:40.170162] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:40.171050] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-09-26T11:10:40.171130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:40.171220] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:40.171313] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:40.171441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:40.189572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:40.190215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:40.190325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:40.190409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:40.230972] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:40.231083] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:40.231123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:40.231155] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:40.234366] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-09-26T11:10:40.234633] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-09-26T11:10:40.234838] [INFO ] [sig ] HRL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:40.385888] [INFO ] [LOCAL ] Saved forecast: HRL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HRL.txt [2025-09-26T11:10:40.386158] [INFO ] [sig ] [852/2043] Completed HRL in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:40.386252] [INFO ] [sig ] [853/2043] Forecasting HRTG... [2025-09-26T11:10:40.386337] [INFO ] [sig ] Generating forecast for: HRTG [2025-09-26T11:10:40.386427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-09-26T11:10:40.397899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HRTG'. [2025-09-26T11:10:40.398280] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-09-26T11:10:40.425021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:40.425952] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-09-26T11:10:40.426067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:40.426180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:40.426255] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:40.426371] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:40.447341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:40.448022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:40.448139] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:40.448227] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:40.488180] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:40.488320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:40.488363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:40.488406] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:40.492338] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-09-26T11:10:40.492623] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-09-26T11:10:40.492803] [INFO ] [sig ] HRTG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:40.652873] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HRTG.txt [2025-09-26T11:10:40.653192] [INFO ] [sig ] [853/2043] Completed HRTG in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:40.653276] [INFO ] [sig ] [854/2043] Forecasting HSBC... [2025-09-26T11:10:40.653347] [INFO ] [sig ] Generating forecast for: HSBC [2025-09-26T11:10:40.653421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-09-26T11:10:40.664899] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HSBC'. [2025-09-26T11:10:40.665291] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-09-26T11:10:40.692075] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:40.692957] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-09-26T11:10:40.693038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:40.693117] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:40.693201] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:40.693317] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:40.713820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:40.714502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:40.714675] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:40.714753] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:40.753357] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:40.753511] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:40.753556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:40.753591] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:40.757338] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=78.52%) [2025-09-26T11:10:40.757637] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-09-26T11:10:40.757836] [INFO ] [sig ] HSBC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:40.924079] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HSBC.txt [2025-09-26T11:10:40.924396] [INFO ] [sig ] [854/2043] Completed HSBC in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:40.924477] [INFO ] [sig ] [855/2043] Forecasting HSHP... [2025-09-26T11:10:40.924548] [INFO ] [sig ] Generating forecast for: HSHP [2025-09-26T11:10:40.924674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-09-26T11:10:40.935520] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HSHP'. [2025-09-26T11:10:40.936030] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-09-26T11:10:40.963132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:40.964060] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-09-26T11:10:40.964145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:40.964220] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:40.964323] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:40.964425] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:40.982725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:40.983325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:40.983431] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:40.983514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:41.023023] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:41.023130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:41.023171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:41.023204] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:41.026716] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=23.90%) [2025-09-26T11:10:41.027039] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-09-26T11:10:41.027206] [INFO ] [sig ] HSHP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:41.186059] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HSHP.txt [2025-09-26T11:10:41.186319] [INFO ] [sig ] [855/2043] Completed HSHP in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:41.186474] [INFO ] [sig ] [856/2043] Forecasting HSY... [2025-09-26T11:10:41.186561] [INFO ] [sig ] Generating forecast for: HSY [2025-09-26T11:10:41.186686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-09-26T11:10:41.199543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HSY'. [2025-09-26T11:10:41.200077] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-09-26T11:10:41.226962] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:41.227998] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-09-26T11:10:41.228082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:41.228155] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:41.228225] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:41.228326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:41.247105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:41.248048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:41.248169] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:41.248238] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:41.286440] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:41.286682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:41.286758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:41.286795] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:41.290910] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=17.27%) [2025-09-26T11:10:41.291283] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-09-26T11:10:41.291441] [INFO ] [sig ] HSY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:41.450491] [INFO ] [LOCAL ] Saved forecast: HSY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HSY.txt [2025-09-26T11:10:41.450875] [INFO ] [sig ] [856/2043] Completed HSY in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:41.450958] [INFO ] [sig ] [857/2043] Forecasting HTD... [2025-09-26T11:10:41.451028] [INFO ] [sig ] Generating forecast for: HTD [2025-09-26T11:10:41.451099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-09-26T11:10:41.463376] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HTD'. [2025-09-26T11:10:41.463779] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-09-26T11:10:41.489802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:41.490711] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-09-26T11:10:41.490798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:41.490898] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:41.491005] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:41.491182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:41.509726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:41.510436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:41.510553] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:41.510638] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:41.552868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:41.553020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:41.553080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:41.553117] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:41.557056] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=89.05%) [2025-09-26T11:10:41.557354] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-09-26T11:10:41.557512] [INFO ] [sig ] HTD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:41.711340] [INFO ] [LOCAL ] Saved forecast: HTD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HTD.txt [2025-09-26T11:10:41.711822] [INFO ] [sig ] [857/2043] Completed HTD in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:41.711910] [INFO ] [sig ] [858/2043] Forecasting HTGC... [2025-09-26T11:10:41.711999] [INFO ] [sig ] Generating forecast for: HTGC [2025-09-26T11:10:41.712086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-09-26T11:10:41.723476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HTGC'. [2025-09-26T11:10:41.723852] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-09-26T11:10:41.751637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:41.752550] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-09-26T11:10:41.752631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:41.752727] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:41.752815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:41.752972] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:41.771827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:41.772457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:41.772579] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:41.772702] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:41.813238] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:41.813366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:41.813408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:41.813443] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:41.816997] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=99.00%) [2025-09-26T11:10:41.817291] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-09-26T11:10:41.817442] [INFO ] [sig ] HTGC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:41.974800] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HTGC.txt [2025-09-26T11:10:41.975136] [INFO ] [sig ] [858/2043] Completed HTGC in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:41.975247] [INFO ] [sig ] [859/2043] Forecasting HTH... [2025-09-26T11:10:41.975333] [INFO ] [sig ] Generating forecast for: HTH [2025-09-26T11:10:41.975421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-09-26T11:10:41.987833] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HTH'. [2025-09-26T11:10:41.988335] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-09-26T11:10:42.015819] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:42.016723] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-09-26T11:10:42.016804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:42.016908] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:42.016985] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:42.017100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:42.036935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:42.037576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:42.037751] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:42.037833] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:42.078875] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:42.078997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:42.079044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:42.079088] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:42.082458] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=21.50%) [2025-09-26T11:10:42.082798] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-09-26T11:10:42.083079] [INFO ] [sig ] HTH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:42.233926] [INFO ] [LOCAL ] Saved forecast: HTH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HTH.txt [2025-09-26T11:10:42.234192] [INFO ] [sig ] [859/2043] Completed HTH in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:42.234272] [INFO ] [sig ] [860/2043] Forecasting HUBB... [2025-09-26T11:10:42.234347] [INFO ] [sig ] Generating forecast for: HUBB [2025-09-26T11:10:42.234420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-09-26T11:10:42.245563] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUBB'. [2025-09-26T11:10:42.245939] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-09-26T11:10:42.271818] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:42.272581] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-09-26T11:10:42.272693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:42.272767] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:42.272836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:42.272936] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:42.290660] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:42.291226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:42.291330] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:42.291399] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:42.328393] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:42.328500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:42.328540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:42.328573] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:42.331811] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: DOWN (p=49.27%) [2025-09-26T11:10:42.332092] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-09-26T11:10:42.332241] [INFO ] [sig ] HUBB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:42.480628] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HUBB.txt [2025-09-26T11:10:42.480905] [INFO ] [sig ] [860/2043] Completed HUBB in 0.2s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:42.480984] [INFO ] [sig ] [861/2043] Forecasting HUBS... [2025-09-26T11:10:42.481055] [INFO ] [sig ] Generating forecast for: HUBS [2025-09-26T11:10:42.481133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-09-26T11:10:42.492211] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUBS'. [2025-09-26T11:10:42.492561] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-09-26T11:10:42.519861] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:42.520774] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-09-26T11:10:42.520856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:42.520929] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:42.521000] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:42.521105] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:42.540324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:42.540971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:42.541078] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:42.541148] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:42.579465] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:42.579574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:42.579614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:42.579678] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:42.583168] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=3.62%) [2025-09-26T11:10:42.583454] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-09-26T11:10:42.583601] [INFO ] [sig ] HUBS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:42.736918] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HUBS.txt [2025-09-26T11:10:42.737231] [INFO ] [sig ] [861/2043] Completed HUBS in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:42.737313] [INFO ] [sig ] [862/2043] Forecasting HUM... [2025-09-26T11:10:42.737365] [INFO ] [sig ] Generating forecast for: HUM [2025-09-26T11:10:42.737444] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-09-26T11:10:42.748824] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUM'. [2025-09-26T11:10:42.749165] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-09-26T11:10:42.776074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:42.777090] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-09-26T11:10:42.777169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:42.777242] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:42.777312] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:42.777419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:42.796053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:42.796696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:42.796839] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:42.796918] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:42.833823] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:42.833979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:42.834024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:42.834060] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:42.837606] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=80.33%) [2025-09-26T11:10:42.837937] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-09-26T11:10:42.838099] [INFO ] [sig ] HUM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:42.991195] [INFO ] [LOCAL ] Saved forecast: HUM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HUM.txt [2025-09-26T11:10:42.991464] [INFO ] [sig ] [862/2043] Completed HUM in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:42.991544] [INFO ] [sig ] [863/2043] Forecasting HUN... [2025-09-26T11:10:42.991612] [INFO ] [sig ] Generating forecast for: HUN [2025-09-26T11:10:42.991699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-09-26T11:10:43.003088] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUN'. [2025-09-26T11:10:43.003577] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-09-26T11:10:43.030917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:43.031873] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-09-26T11:10:43.031956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:43.032033] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:43.032103] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:43.032276] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:43.054858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:43.055626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:43.055810] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:43.055879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:43.099544] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:43.099796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:43.099870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:43.099933] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:43.104661] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=71.33%) [2025-09-26T11:10:43.105175] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-09-26T11:10:43.105387] [INFO ] [sig ] HUN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:43.259849] [INFO ] [LOCAL ] Saved forecast: HUN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HUN.txt [2025-09-26T11:10:43.260295] [INFO ] [sig ] [863/2043] Completed HUN in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:43.260385] [INFO ] [sig ] [864/2043] Forecasting HUYA... [2025-09-26T11:10:43.260457] [INFO ] [sig ] Generating forecast for: HUYA [2025-09-26T11:10:43.260528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-09-26T11:10:43.272672] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HUYA'. [2025-09-26T11:10:43.273015] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-09-26T11:10:43.299712] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:43.300515] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-09-26T11:10:43.300596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:43.300707] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:43.300798] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:43.300924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:43.319438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:43.320066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:43.320263] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:43.320338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:43.356509] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:43.356668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:43.356742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:43.356778] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:43.360116] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=25.74%) [2025-09-26T11:10:43.360390] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-09-26T11:10:43.360527] [INFO ] [sig ] HUYA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:43.512239] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HUYA.txt [2025-09-26T11:10:43.512533] [INFO ] [sig ] [864/2043] Completed HUYA in 0.3s | 3.74 sym/s | Total: 3.8m | ETA: 5.3m [2025-09-26T11:10:43.512615] [INFO ] [sig ] [865/2043] Forecasting HVT... [2025-09-26T11:10:43.512719] [INFO ] [sig ] Generating forecast for: HVT [2025-09-26T11:10:43.512790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-09-26T11:10:43.524089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HVT'. [2025-09-26T11:10:43.524461] [INFO ] [FORECASTER] Starting predict_future for HVT [2025-09-26T11:10:43.551761] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:43.552625] [DEBUG] [LOCAL ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt [2025-09-26T11:10:43.552751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:43.552839] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:43.552913] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:43.553082] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:43.572417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:43.573091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:43.573203] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:43.573304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:43.613030] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:43.613145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:43.613186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:43.613219] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:43.617001] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=12.65%) [2025-09-26T11:10:43.617304] [INFO ] [FORECASTER] Completed predict_future for HVT [2025-09-26T11:10:43.617451] [INFO ] [sig ] HVT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:43.781626] [INFO ] [LOCAL ] Saved forecast: HVT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HVT.txt [2025-09-26T11:10:43.782030] [INFO ] [sig ] [865/2043] Completed HVT in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:43.782143] [INFO ] [sig ] [866/2043] Forecasting HWM... [2025-09-26T11:10:43.782225] [INFO ] [sig ] Generating forecast for: HWM [2025-09-26T11:10:43.782299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-09-26T11:10:43.793266] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HWM'. [2025-09-26T11:10:43.793686] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-09-26T11:10:43.820400] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:43.821311] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-09-26T11:10:43.821393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:43.821468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:43.821539] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:43.821665] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:43.840532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:43.841286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:43.841400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:43.841471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:43.879034] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:43.879214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:43.879262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:43.879296] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:43.883012] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=97.24%) [2025-09-26T11:10:43.883314] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-09-26T11:10:43.883465] [INFO ] [sig ] HWM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:44.039044] [INFO ] [LOCAL ] Saved forecast: HWM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HWM.txt [2025-09-26T11:10:44.039343] [INFO ] [sig ] [866/2043] Completed HWM in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:44.039445] [INFO ] [sig ] [867/2043] Forecasting HXL... [2025-09-26T11:10:44.039530] [INFO ] [sig ] Generating forecast for: HXL [2025-09-26T11:10:44.039616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-09-26T11:10:44.050697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HXL'. [2025-09-26T11:10:44.051131] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-09-26T11:10:44.078408] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:44.079389] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-09-26T11:10:44.079487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:44.079579] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:44.079689] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:44.079819] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:44.098918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:44.099770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:44.099883] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:44.099967] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:44.139579] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:44.139806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:44.139869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:44.139904] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:44.143721] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=90.62%) [2025-09-26T11:10:44.144033] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-09-26T11:10:44.144185] [INFO ] [sig ] HXL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:44.302250] [INFO ] [LOCAL ] Saved forecast: HXL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HXL.txt [2025-09-26T11:10:44.302668] [INFO ] [sig ] [867/2043] Completed HXL in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:44.302760] [INFO ] [sig ] [868/2043] Forecasting HY... [2025-09-26T11:10:44.302846] [INFO ] [sig ] Generating forecast for: HY [2025-09-26T11:10:44.302930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-09-26T11:10:44.315360] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HY'. [2025-09-26T11:10:44.315806] [INFO ] [FORECASTER] Starting predict_future for HY [2025-09-26T11:10:44.342613] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:44.343521] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-09-26T11:10:44.343604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:44.343714] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:44.343791] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:44.343916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:44.362912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:44.363844] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:44.364034] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:44.364110] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:44.403286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:44.403542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:44.403605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:44.403668] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:44.407626] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=21.60%) [2025-09-26T11:10:44.408002] [INFO ] [FORECASTER] Completed predict_future for HY [2025-09-26T11:10:44.408162] [INFO ] [sig ] HY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:44.564602] [INFO ] [LOCAL ] Saved forecast: HY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HY.txt [2025-09-26T11:10:44.564940] [INFO ] [sig ] [868/2043] Completed HY in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:44.565023] [INFO ] [sig ] [869/2043] Forecasting HYI... [2025-09-26T11:10:44.565096] [INFO ] [sig ] Generating forecast for: HYI [2025-09-26T11:10:44.565174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-09-26T11:10:44.576205] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HYI'. [2025-09-26T11:10:44.576666] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-09-26T11:10:44.604028] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:44.604999] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-09-26T11:10:44.605080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:44.605169] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:44.605253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:44.605371] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:44.626273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:44.627278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:44.627400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:44.627491] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:44.664729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:44.664933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:44.664983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:44.665019] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:44.669026] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=70.77%) [2025-09-26T11:10:44.669362] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-09-26T11:10:44.669519] [INFO ] [sig ] HYI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:44.826593] [INFO ] [LOCAL ] Saved forecast: HYI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HYI.txt [2025-09-26T11:10:44.826978] [INFO ] [sig ] [869/2043] Completed HYI in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:44.827064] [INFO ] [sig ] [870/2043] Forecasting HYT... [2025-09-26T11:10:44.827150] [INFO ] [sig ] Generating forecast for: HYT [2025-09-26T11:10:44.827237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'. [2025-09-26T11:10:44.838210] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HYT'. [2025-09-26T11:10:44.838604] [INFO ] [FORECASTER] Starting predict_future for HYT [2025-09-26T11:10:44.864395] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:44.865265] [DEBUG] [LOCAL ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt [2025-09-26T11:10:44.865343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:44.865415] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:44.865483] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:44.865583] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:44.883511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:44.884187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:44.884299] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:44.884370] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:44.922479] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:44.922669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:44.922742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:44.922779] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:44.926310] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: DOWN (p=19.65%) [2025-09-26T11:10:44.926619] [INFO ] [FORECASTER] Completed predict_future for HYT [2025-09-26T11:10:44.926897] [INFO ] [sig ] HYT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:45.077039] [INFO ] [LOCAL ] Saved forecast: HYT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HYT.txt [2025-09-26T11:10:45.077348] [INFO ] [sig ] [870/2043] Completed HYT in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:45.077430] [INFO ] [sig ] [871/2043] Forecasting HYTR... [2025-09-26T11:10:45.077500] [INFO ] [sig ] Generating forecast for: HYTR [2025-09-26T11:10:45.077573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'. [2025-09-26T11:10:45.088075] [DEBUG] [REMOTE ] Successfully parsed 1800 rows of historical data for symbol 'HYTR'. [2025-09-26T11:10:45.088483] [INFO ] [FORECASTER] Starting predict_future for HYTR [2025-09-26T11:10:45.114492] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:45.115361] [DEBUG] [LOCAL ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt [2025-09-26T11:10:45.115440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:45.115512] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:45.115581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:45.115704] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:45.133908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:45.134592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:45.134729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:45.134812] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:45.171021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:45.171213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:45.171259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:45.171294] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:45.174976] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: DOWN (p=9.75%) [2025-09-26T11:10:45.175282] [INFO ] [FORECASTER] Completed predict_future for HYTR [2025-09-26T11:10:45.175436] [INFO ] [sig ] HYTR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:45.325160] [INFO ] [LOCAL ] Saved forecast: HYTR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/HYTR.txt [2025-09-26T11:10:45.325471] [INFO ] [sig ] [871/2043] Completed HYTR in 0.2s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:45.325550] [INFO ] [sig ] [872/2043] Forecasting HZO... [2025-09-26T11:10:45.325621] [INFO ] [sig ] Generating forecast for: HZO [2025-09-26T11:10:45.325766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-09-26T11:10:45.336686] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'HZO'. [2025-09-26T11:10:45.337105] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-09-26T11:10:45.362581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:45.363410] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-09-26T11:10:45.363488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:45.363560] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:45.363628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:45.363744] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:45.381933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:45.382681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:45.382796] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:45.382866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:45.420818] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:45.421015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:45.421063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:45.421124] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:45.424791] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: UP (p=82.82%) [2025-09-26T11:10:45.425093] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-09-26T11:10:45.425240] [INFO ] [sig ] HZO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:45.578862] [INFO ] [LOCAL ] Saved forecast: HZO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/HZO.txt [2025-09-26T11:10:45.579179] [INFO ] [sig ] [872/2043] Completed HZO in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:45.579260] [INFO ] [sig ] [873/2043] Forecasting IAE... [2025-09-26T11:10:45.579330] [INFO ] [sig ] Generating forecast for: IAE [2025-09-26T11:10:45.579403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-09-26T11:10:45.589903] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IAE'. [2025-09-26T11:10:45.590392] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-09-26T11:10:45.619217] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:45.620204] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-09-26T11:10:45.620290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:45.620380] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:45.620454] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:45.620557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:45.640986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:45.642050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:45.642181] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:45.642255] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:45.680782] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:45.680993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:45.681072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:45.681137] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:45.685259] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=98.08%) [2025-09-26T11:10:45.685616] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-09-26T11:10:45.685861] [INFO ] [sig ] IAE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:45.858817] [INFO ] [LOCAL ] Saved forecast: IAE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IAE.txt [2025-09-26T11:10:45.859125] [INFO ] [sig ] [873/2043] Completed IAE in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:45.859206] [INFO ] [sig ] [874/2043] Forecasting IAG... [2025-09-26T11:10:45.859278] [INFO ] [sig ] Generating forecast for: IAG [2025-09-26T11:10:45.859354] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-09-26T11:10:45.870580] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IAG'. [2025-09-26T11:10:45.871027] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-09-26T11:10:45.899595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:45.900548] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-09-26T11:10:45.900631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:45.900800] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:45.900872] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:45.900971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:45.920031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:45.920740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:45.920849] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:45.920918] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:45.958538] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:45.958759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:45.958824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:45.958861] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:45.962528] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=6.60%) [2025-09-26T11:10:45.962855] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-09-26T11:10:45.963013] [INFO ] [sig ] IAG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:46.115580] [INFO ] [LOCAL ] Saved forecast: IAG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IAG.txt [2025-09-26T11:10:46.115893] [INFO ] [sig ] [874/2043] Completed IAG in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:46.115985] [INFO ] [sig ] [875/2043] Forecasting IBM... [2025-09-26T11:10:46.116036] [INFO ] [sig ] Generating forecast for: IBM [2025-09-26T11:10:46.116081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-09-26T11:10:46.127508] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBM'. [2025-09-26T11:10:46.127906] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-09-26T11:10:46.154047] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:46.154937] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-09-26T11:10:46.155016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:46.155125] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:46.155195] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:46.155294] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:46.173615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:46.174242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:46.174350] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:46.174421] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:46.214617] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:46.214812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:46.214865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:46.214900] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:46.218880] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=5.78%) [2025-09-26T11:10:46.219201] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-09-26T11:10:46.219352] [INFO ] [sig ] IBM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:46.370107] [INFO ] [LOCAL ] Saved forecast: IBM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IBM.txt [2025-09-26T11:10:46.370377] [INFO ] [sig ] [875/2043] Completed IBM in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:46.370455] [INFO ] [sig ] [876/2043] Forecasting IBN... [2025-09-26T11:10:46.370525] [INFO ] [sig ] Generating forecast for: IBN [2025-09-26T11:10:46.370597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-09-26T11:10:46.381399] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBN'. [2025-09-26T11:10:46.381765] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-09-26T11:10:46.407580] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:46.408455] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-09-26T11:10:46.408533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:46.408605] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:46.408696] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:46.408799] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:46.426402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:46.427158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:46.427273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:46.427343] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:46.466174] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:46.466316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:46.466359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:46.466392] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:46.469958] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=58.69%) [2025-09-26T11:10:46.470242] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-09-26T11:10:46.470389] [INFO ] [sig ] IBN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:46.618404] [INFO ] [LOCAL ] Saved forecast: IBN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IBN.txt [2025-09-26T11:10:46.618718] [INFO ] [sig ] [876/2043] Completed IBN in 0.2s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:46.618802] [INFO ] [sig ] [877/2043] Forecasting IBP... [2025-09-26T11:10:46.618872] [INFO ] [sig ] Generating forecast for: IBP [2025-09-26T11:10:46.618944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-09-26T11:10:46.629855] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBP'. [2025-09-26T11:10:46.630294] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-09-26T11:10:46.657724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:46.658612] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-09-26T11:10:46.658718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:46.658792] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:46.658862] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:46.658963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:46.677474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:46.678345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:46.678461] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:46.678533] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:46.720310] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:46.720492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:46.720539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:46.720575] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:46.724400] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=99.68%) [2025-09-26T11:10:46.724802] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-09-26T11:10:46.724975] [INFO ] [sig ] IBP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:46.877705] [INFO ] [LOCAL ] Saved forecast: IBP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IBP.txt [2025-09-26T11:10:46.878134] [INFO ] [sig ] [877/2043] Completed IBP in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:46.878235] [INFO ] [sig ] [878/2043] Forecasting IBTA... [2025-09-26T11:10:46.878328] [INFO ] [sig ] Generating forecast for: IBTA [2025-09-26T11:10:46.878441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'. [2025-09-26T11:10:46.891574] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IBTA'. [2025-09-26T11:10:46.892089] [INFO ] [FORECASTER] Starting predict_future for IBTA [2025-09-26T11:10:46.923184] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:46.924374] [DEBUG] [LOCAL ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt [2025-09-26T11:10:46.924464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:46.924541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:46.924589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:46.924740] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:46.943295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:46.944529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:46.944685] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:46.944775] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:46.991619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:46.991813] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:46.991862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:46.991896] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:46.995436] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=1.29%) [2025-09-26T11:10:46.995782] [INFO ] [FORECASTER] Completed predict_future for IBTA [2025-09-26T11:10:46.996074] [INFO ] [sig ] IBTA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:47.172954] [INFO ] [LOCAL ] Saved forecast: IBTA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IBTA.txt [2025-09-26T11:10:47.173307] [INFO ] [sig ] [878/2043] Completed IBTA in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:47.173412] [INFO ] [sig ] [879/2043] Forecasting ICE... [2025-09-26T11:10:47.173496] [INFO ] [sig ] Generating forecast for: ICE [2025-09-26T11:10:47.173571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-09-26T11:10:47.186002] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ICE'. [2025-09-26T11:10:47.186466] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-09-26T11:10:47.213719] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:47.214622] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-09-26T11:10:47.214726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:47.214799] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:47.214867] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:47.214963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:47.232602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:47.233527] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:47.233671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:47.233746] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:47.276383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:47.276691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:47.276768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:47.276806] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:47.280487] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: UP (p=61.85%) [2025-09-26T11:10:47.280820] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-09-26T11:10:47.281007] [INFO ] [sig ] ICE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:47.441060] [INFO ] [LOCAL ] Saved forecast: ICE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ICE.txt [2025-09-26T11:10:47.441422] [INFO ] [sig ] [879/2043] Completed ICE in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:47.441504] [INFO ] [sig ] [880/2043] Forecasting ICL... [2025-09-26T11:10:47.441576] [INFO ] [sig ] Generating forecast for: ICL [2025-09-26T11:10:47.441674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-09-26T11:10:47.455805] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ICL'. [2025-09-26T11:10:47.456354] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-09-26T11:10:47.485605] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:47.486629] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-09-26T11:10:47.486736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:47.486851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:47.486919] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:47.487029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:47.505688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:47.506855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:47.506973] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:47.507057] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:47.545797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:47.546015] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:47.546065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:47.546100] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:47.550331] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=97.87%) [2025-09-26T11:10:47.550799] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-09-26T11:10:47.550974] [INFO ] [sig ] ICL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:47.714729] [INFO ] [LOCAL ] Saved forecast: ICL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ICL.txt [2025-09-26T11:10:47.715076] [INFO ] [sig ] [880/2043] Completed ICL in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:47.715186] [INFO ] [sig ] [881/2043] Forecasting IDA... [2025-09-26T11:10:47.715270] [INFO ] [sig ] Generating forecast for: IDA [2025-09-26T11:10:47.715356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-09-26T11:10:47.727704] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IDA'. [2025-09-26T11:10:47.728293] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-09-26T11:10:47.755496] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:47.756393] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-09-26T11:10:47.756472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:47.756561] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:47.756630] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:47.756759] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:47.775158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:47.776083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:47.776198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:47.776267] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:47.818215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:47.818374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:47.818417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:47.818452] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:47.822045] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=7.01%) [2025-09-26T11:10:47.822376] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-09-26T11:10:47.822528] [INFO ] [sig ] IDA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:47.975969] [INFO ] [LOCAL ] Saved forecast: IDA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IDA.txt [2025-09-26T11:10:47.976264] [INFO ] [sig ] [881/2043] Completed IDA in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:47.976340] [INFO ] [sig ] [882/2043] Forecasting IDE... [2025-09-26T11:10:47.976408] [INFO ] [sig ] Generating forecast for: IDE [2025-09-26T11:10:47.976478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-09-26T11:10:47.990267] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IDE'. [2025-09-26T11:10:47.990783] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-09-26T11:10:48.017846] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:48.018766] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-09-26T11:10:48.018848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:48.018942] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:48.019020] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:48.019154] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:48.038921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:48.039613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:48.039779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:48.039871] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:48.081864] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:48.081985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:48.082030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:48.082067] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:48.086016] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-09-26T11:10:48.086337] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-09-26T11:10:48.086510] [INFO ] [sig ] IDE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:48.239842] [INFO ] [LOCAL ] Saved forecast: IDE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IDE.txt [2025-09-26T11:10:48.240105] [INFO ] [sig ] [882/2043] Completed IDE in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:48.240183] [INFO ] [sig ] [883/2043] Forecasting IDT... [2025-09-26T11:10:48.240256] [INFO ] [sig ] Generating forecast for: IDT [2025-09-26T11:10:48.240325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-09-26T11:10:48.252211] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IDT'. [2025-09-26T11:10:48.252665] [INFO ] [FORECASTER] Starting predict_future for IDT [2025-09-26T11:10:48.281595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:48.282625] [DEBUG] [LOCAL ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt [2025-09-26T11:10:48.282735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:48.282810] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:48.282880] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:48.283081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:48.302412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:48.303186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:48.303300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:48.303384] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:48.346134] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:48.346334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:48.346393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:48.346432] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:48.350553] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: UP (p=95.66%) [2025-09-26T11:10:48.350949] [INFO ] [FORECASTER] Completed predict_future for IDT [2025-09-26T11:10:48.351130] [INFO ] [sig ] IDT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:48.506490] [INFO ] [LOCAL ] Saved forecast: IDT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IDT.txt [2025-09-26T11:10:48.506846] [INFO ] [sig ] [883/2043] Completed IDT in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:48.506927] [INFO ] [sig ] [884/2043] Forecasting IEX... [2025-09-26T11:10:48.506998] [INFO ] [sig ] Generating forecast for: IEX [2025-09-26T11:10:48.507072] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-09-26T11:10:48.519846] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IEX'. [2025-09-26T11:10:48.520224] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-09-26T11:10:48.547361] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:48.548239] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-09-26T11:10:48.548319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:48.548392] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:48.548459] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:48.548561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:48.566377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:48.567158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:48.567294] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:48.567390] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:48.607561] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:48.607802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:48.607876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:48.607914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:48.611770] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=98.43%) [2025-09-26T11:10:48.612111] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-09-26T11:10:48.612268] [INFO ] [sig ] IEX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:48.762477] [INFO ] [LOCAL ] Saved forecast: IEX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IEX.txt [2025-09-26T11:10:48.762842] [INFO ] [sig ] [884/2043] Completed IEX in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:48.762954] [INFO ] [sig ] [885/2043] Forecasting IFF... [2025-09-26T11:10:48.763040] [INFO ] [sig ] Generating forecast for: IFF [2025-09-26T11:10:48.763129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-09-26T11:10:48.775075] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IFF'. [2025-09-26T11:10:48.775515] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-09-26T11:10:48.802663] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:48.803596] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-09-26T11:10:48.803706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:48.803796] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:48.803879] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:48.804005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:48.822963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:48.823890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:48.824005] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:48.824090] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:48.861685] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:48.861897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:48.861954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:48.861991] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:48.866012] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: DOWN (p=11.18%) [2025-09-26T11:10:48.866401] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-09-26T11:10:48.866567] [INFO ] [sig ] IFF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:49.024636] [INFO ] [LOCAL ] Saved forecast: IFF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IFF.txt [2025-09-26T11:10:49.024978] [INFO ] [sig ] [885/2043] Completed IFF in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:49.025060] [INFO ] [sig ] [886/2043] Forecasting IFN... [2025-09-26T11:10:49.025132] [INFO ] [sig ] Generating forecast for: IFN [2025-09-26T11:10:49.025205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-09-26T11:10:49.038284] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IFN'. [2025-09-26T11:10:49.038822] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-09-26T11:10:49.065277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:49.066173] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-09-26T11:10:49.066252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:49.066325] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:49.066407] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:49.066532] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:49.084499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:49.085326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:49.085438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:49.085520] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:49.123709] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:49.123879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:49.123970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:49.124025] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:49.127585] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=49.57%) [2025-09-26T11:10:49.127906] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-09-26T11:10:49.128066] [INFO ] [sig ] IFN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:49.280274] [INFO ] [LOCAL ] Saved forecast: IFN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IFN.txt [2025-09-26T11:10:49.280591] [INFO ] [sig ] [886/2043] Completed IFN in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.2m [2025-09-26T11:10:49.280721] [INFO ] [sig ] [887/2043] Forecasting IFS... [2025-09-26T11:10:49.280807] [INFO ] [sig ] Generating forecast for: IFS [2025-09-26T11:10:49.280893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-09-26T11:10:49.292745] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IFS'. [2025-09-26T11:10:49.293286] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-09-26T11:10:49.322859] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:49.323806] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-09-26T11:10:49.323886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:49.323960] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:49.324029] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:49.324130] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:49.344893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:49.345801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:49.345935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:49.346006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:49.389395] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:49.389633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:49.389740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:49.389789] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:49.394002] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=58.94%) [2025-09-26T11:10:49.394383] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-09-26T11:10:49.394561] [INFO ] [sig ] IFS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:49.560056] [INFO ] [LOCAL ] Saved forecast: IFS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IFS.txt [2025-09-26T11:10:49.560396] [INFO ] [sig ] [887/2043] Completed IFS in 0.3s | 3.74 sym/s | Total: 3.9m | ETA: 5.1m [2025-09-26T11:10:49.560481] [INFO ] [sig ] [888/2043] Forecasting IGA... [2025-09-26T11:10:49.560634] [INFO ] [sig ] Generating forecast for: IGA [2025-09-26T11:10:49.560749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-09-26T11:10:49.571777] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGA'. [2025-09-26T11:10:49.572216] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-09-26T11:10:49.599475] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:49.600422] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-09-26T11:10:49.600508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:49.600584] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:49.600693] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:49.600797] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:49.619332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:49.620162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:49.620275] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:49.620345] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:49.658789] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:49.658993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:49.659044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:49.659080] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:49.662971] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-09-26T11:10:49.663282] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-09-26T11:10:49.663438] [INFO ] [sig ] IGA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:49.817065] [INFO ] [LOCAL ] Saved forecast: IGA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IGA.txt [2025-09-26T11:10:49.817386] [INFO ] [sig ] [888/2043] Completed IGA in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:49.817542] [INFO ] [sig ] [889/2043] Forecasting IGD... [2025-09-26T11:10:49.817617] [INFO ] [sig ] Generating forecast for: IGD [2025-09-26T11:10:49.817741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-09-26T11:10:49.829160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGD'. [2025-09-26T11:10:49.829608] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-09-26T11:10:49.857388] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:49.858361] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-09-26T11:10:49.858442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:49.858516] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:49.858587] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:49.858730] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:49.879161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:49.879976] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:49.880100] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:49.880206] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:49.917152] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:49.917353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:49.917401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:49.917434] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:49.921307] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-09-26T11:10:49.921631] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-09-26T11:10:49.921849] [INFO ] [sig ] IGD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:50.078060] [INFO ] [LOCAL ] Saved forecast: IGD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IGD.txt [2025-09-26T11:10:50.078382] [INFO ] [sig ] [889/2043] Completed IGD in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:50.078463] [INFO ] [sig ] [890/2043] Forecasting IGI... [2025-09-26T11:10:50.078533] [INFO ] [sig ] Generating forecast for: IGI [2025-09-26T11:10:50.078605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-09-26T11:10:50.088926] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGI'. [2025-09-26T11:10:50.089384] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-09-26T11:10:50.117094] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:50.118059] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-09-26T11:10:50.118143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:50.118216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:50.118285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:50.118383] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:50.137184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:50.138151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:50.138282] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:50.138367] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:50.176181] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:50.176390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:50.176439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:50.176475] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:50.180457] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=18.45%) [2025-09-26T11:10:50.180856] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-09-26T11:10:50.181022] [INFO ] [sig ] IGI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:50.335410] [INFO ] [LOCAL ] Saved forecast: IGI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IGI.txt [2025-09-26T11:10:50.335885] [INFO ] [sig ] [890/2043] Completed IGI in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:50.335970] [INFO ] [sig ] [891/2043] Forecasting IGR... [2025-09-26T11:10:50.336040] [INFO ] [sig ] Generating forecast for: IGR [2025-09-26T11:10:50.336112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'. [2025-09-26T11:10:50.347131] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IGR'. [2025-09-26T11:10:50.347550] [INFO ] [FORECASTER] Starting predict_future for IGR [2025-09-26T11:10:50.374476] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:50.375429] [DEBUG] [LOCAL ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt [2025-09-26T11:10:50.375514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:50.375589] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:50.375684] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:50.375790] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:50.394633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:50.395601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:50.395822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:50.395899] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:50.442085] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:50.442306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:50.442371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:50.442431] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:50.446425] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: UP (p=59.44%) [2025-09-26T11:10:50.446858] [INFO ] [FORECASTER] Completed predict_future for IGR [2025-09-26T11:10:50.447043] [INFO ] [sig ] IGR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:50.613164] [INFO ] [LOCAL ] Saved forecast: IGR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IGR.txt [2025-09-26T11:10:50.613494] [INFO ] [sig ] [891/2043] Completed IGR in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:50.613577] [INFO ] [sig ] [892/2043] Forecasting IH... [2025-09-26T11:10:50.613674] [INFO ] [sig ] Generating forecast for: IH [2025-09-26T11:10:50.613751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'. [2025-09-26T11:10:50.624611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IH'. [2025-09-26T11:10:50.625009] [INFO ] [FORECASTER] Starting predict_future for IH [2025-09-26T11:10:50.651617] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:50.652503] [DEBUG] [LOCAL ] No optimal features file found for IH: ./output/feature-sets/IH.txt [2025-09-26T11:10:50.652584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:50.652689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:50.652762] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:50.652866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:50.671439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:50.672131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:50.672243] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:50.672313] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:50.708189] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:50.708331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:50.708377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:50.708413] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:50.712115] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: DOWN (p=19.69%) [2025-09-26T11:10:50.712413] [INFO ] [FORECASTER] Completed predict_future for IH [2025-09-26T11:10:50.712557] [INFO ] [sig ] IH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:50.865682] [INFO ] [LOCAL ] Saved forecast: IH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IH.txt [2025-09-26T11:10:50.866001] [INFO ] [sig ] [892/2043] Completed IH in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:50.866080] [INFO ] [sig ] [893/2043] Forecasting IHD... [2025-09-26T11:10:50.866155] [INFO ] [sig ] Generating forecast for: IHD [2025-09-26T11:10:50.866226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-09-26T11:10:50.877361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IHD'. [2025-09-26T11:10:50.877804] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-09-26T11:10:50.904888] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:50.905891] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-09-26T11:10:50.905972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:50.906048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:50.906118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:50.906220] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:50.924267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:50.925056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:50.925174] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:50.925247] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:50.963442] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:50.963638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:50.963736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:50.963797] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:50.967557] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=81.41%) [2025-09-26T11:10:50.967893] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-09-26T11:10:50.968064] [INFO ] [sig ] IHD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:51.122935] [INFO ] [LOCAL ] Saved forecast: IHD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IHD.txt [2025-09-26T11:10:51.123269] [INFO ] [sig ] [893/2043] Completed IHD in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:51.123352] [INFO ] [sig ] [894/2043] Forecasting IHG... [2025-09-26T11:10:51.123424] [INFO ] [sig ] Generating forecast for: IHG [2025-09-26T11:10:51.123497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-09-26T11:10:51.136072] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IHG'. [2025-09-26T11:10:51.136632] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-09-26T11:10:51.164580] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:51.165607] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-09-26T11:10:51.165767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:51.165861] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:51.165962] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:51.166114] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:51.185360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:51.186347] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:51.186513] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:51.186664] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:51.228565] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:51.228793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:51.228856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:51.228893] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:51.232989] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=14.75%) [2025-09-26T11:10:51.233293] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-09-26T11:10:51.233478] [INFO ] [sig ] IHG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:51.397482] [INFO ] [LOCAL ] Saved forecast: IHG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IHG.txt [2025-09-26T11:10:51.397790] [INFO ] [sig ] [894/2043] Completed IHG in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:51.397871] [INFO ] [sig ] [895/2043] Forecasting IHS... [2025-09-26T11:10:51.397941] [INFO ] [sig ] Generating forecast for: IHS [2025-09-26T11:10:51.398010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-09-26T11:10:51.410455] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IHS'. [2025-09-26T11:10:51.411039] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-09-26T11:10:51.438465] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:51.439404] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-09-26T11:10:51.439487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:51.439560] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:51.439629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:51.439788] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:51.459156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:51.460063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:51.460179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:51.460247] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:51.499341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:51.499537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:51.499587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:51.499623] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:51.503443] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=93.87%) [2025-09-26T11:10:51.503831] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-09-26T11:10:51.503996] [INFO ] [sig ] IHS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:51.653784] [INFO ] [LOCAL ] Saved forecast: IHS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IHS.txt [2025-09-26T11:10:51.654094] [INFO ] [sig ] [895/2043] Completed IHS in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:51.654171] [INFO ] [sig ] [896/2043] Forecasting IIF... [2025-09-26T11:10:51.654240] [INFO ] [sig ] Generating forecast for: IIF [2025-09-26T11:10:51.654311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-09-26T11:10:51.664035] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIF'. [2025-09-26T11:10:51.664367] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-09-26T11:10:51.692423] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:51.693341] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-09-26T11:10:51.693419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:51.693490] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:51.693558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:51.693679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:51.712173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:51.712926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:51.713035] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:51.713105] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:51.751692] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:51.751877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:51.751925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:51.751958] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:51.756089] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-09-26T11:10:51.756393] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-09-26T11:10:51.756576] [INFO ] [sig ] IIF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:51.910001] [INFO ] [LOCAL ] Saved forecast: IIF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IIF.txt [2025-09-26T11:10:51.910291] [INFO ] [sig ] [896/2043] Completed IIF in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:51.910375] [INFO ] [sig ] [897/2043] Forecasting IIM... [2025-09-26T11:10:51.910445] [INFO ] [sig ] Generating forecast for: IIM [2025-09-26T11:10:51.910517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-09-26T11:10:51.922082] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIM'. [2025-09-26T11:10:51.922540] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-09-26T11:10:51.949159] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:51.950132] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-09-26T11:10:51.950213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:51.950300] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:51.950386] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:51.950502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:51.969422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:51.970474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:51.970599] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:51.970715] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:52.007924] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:52.008138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:52.008189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:52.008224] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:52.012297] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=73.06%) [2025-09-26T11:10:52.012807] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-09-26T11:10:52.013022] [INFO ] [sig ] IIM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:52.171159] [INFO ] [LOCAL ] Saved forecast: IIM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IIM.txt [2025-09-26T11:10:52.171474] [INFO ] [sig ] [897/2043] Completed IIM in 0.3s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:52.171583] [INFO ] [sig ] [898/2043] Forecasting IIPR... [2025-09-26T11:10:52.171701] [INFO ] [sig ] Generating forecast for: IIPR [2025-09-26T11:10:52.171788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'. [2025-09-26T11:10:52.183102] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IIPR'. [2025-09-26T11:10:52.183673] [INFO ] [FORECASTER] Starting predict_future for IIPR [2025-09-26T11:10:52.211545] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:52.212489] [DEBUG] [LOCAL ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt [2025-09-26T11:10:52.212571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:52.212665] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:52.212735] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:52.212835] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:52.231358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:52.232224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:52.232336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:52.232406] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:52.260674] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:52.260839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:52.260885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:52.260919] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:52.264456] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=83.67%) [2025-09-26T11:10:52.264801] [INFO ] [FORECASTER] Completed predict_future for IIPR [2025-09-26T11:10:52.264955] [INFO ] [sig ] IIPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:52.414595] [INFO ] [LOCAL ] Saved forecast: IIPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IIPR.txt [2025-09-26T11:10:52.414921] [INFO ] [sig ] [898/2043] Completed IIPR in 0.2s | 3.74 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:52.415010] [INFO ] [sig ] [899/2043] Forecasting IMAX... [2025-09-26T11:10:52.415080] [INFO ] [sig ] Generating forecast for: IMAX [2025-09-26T11:10:52.415152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-09-26T11:10:52.426106] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IMAX'. [2025-09-26T11:10:52.426479] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-09-26T11:10:52.453071] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:52.454052] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-09-26T11:10:52.454144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:52.454231] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:52.454312] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:52.454438] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:52.473915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:52.474621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:52.474776] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:52.474868] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:52.501671] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:52.501842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:52.501887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:52.501922] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:52.505428] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=0.67%) [2025-09-26T11:10:52.505760] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-09-26T11:10:52.505933] [INFO ] [sig ] IMAX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:52.657414] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IMAX.txt [2025-09-26T11:10:52.657758] [INFO ] [sig ] [899/2043] Completed IMAX in 0.2s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:52.657843] [INFO ] [sig ] [900/2043] Forecasting INFA... [2025-09-26T11:10:52.657912] [INFO ] [sig ] Generating forecast for: INFA [2025-09-26T11:10:52.658009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'. [2025-09-26T11:10:52.672781] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INFA'. [2025-09-26T11:10:52.673340] [INFO ] [FORECASTER] Starting predict_future for INFA [2025-09-26T11:10:52.701196] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:52.702163] [DEBUG] [LOCAL ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt [2025-09-26T11:10:52.702243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:52.702334] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:52.702417] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:52.702531] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:52.721572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:52.722301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:52.722420] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:52.722522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:52.751042] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:52.751199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:52.751245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:52.751297] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:52.755102] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: DOWN (p=22.51%) [2025-09-26T11:10:52.755451] [INFO ] [FORECASTER] Completed predict_future for INFA [2025-09-26T11:10:52.755603] [INFO ] [sig ] INFA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:52.911962] [INFO ] [LOCAL ] Saved forecast: INFA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INFA.txt [2025-09-26T11:10:52.912238] [INFO ] [sig ] [900/2043] Completed INFA in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:52.912314] [INFO ] [sig ] [901/2043] Forecasting INFY... [2025-09-26T11:10:52.912383] [INFO ] [sig ] Generating forecast for: INFY [2025-09-26T11:10:52.912454] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-09-26T11:10:52.924123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INFY'. [2025-09-26T11:10:52.924495] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-09-26T11:10:52.952830] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:52.953860] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-09-26T11:10:52.953941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:52.954028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:52.954112] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:52.954246] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:52.973187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:52.973944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:52.974054] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:52.974142] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:53.002378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:53.002529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:53.002575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:53.002610] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:53.006337] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-09-26T11:10:53.006629] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-09-26T11:10:53.006842] [INFO ] [sig ] INFY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:53.162498] [INFO ] [LOCAL ] Saved forecast: INFY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INFY.txt [2025-09-26T11:10:53.162794] [INFO ] [sig ] [901/2043] Completed INFY in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:53.162874] [INFO ] [sig ] [902/2043] Forecasting ING... [2025-09-26T11:10:53.162944] [INFO ] [sig ] Generating forecast for: ING [2025-09-26T11:10:53.163016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-09-26T11:10:53.173914] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ING'. [2025-09-26T11:10:53.174236] [INFO ] [FORECASTER] Starting predict_future for ING [2025-09-26T11:10:53.200667] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:53.201509] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-09-26T11:10:53.201588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:53.201704] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:53.201788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:53.201913] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:53.220258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:53.220915] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:53.221021] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:53.221104] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:53.260303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:53.260467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:53.260568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:53.260632] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:53.264223] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=8.85%) [2025-09-26T11:10:53.264518] [INFO ] [FORECASTER] Completed predict_future for ING [2025-09-26T11:10:53.264691] [INFO ] [sig ] ING: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:53.418251] [INFO ] [LOCAL ] Saved forecast: ING 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ING.txt [2025-09-26T11:10:53.418502] [INFO ] [sig ] [902/2043] Completed ING in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:53.418600] [INFO ] [sig ] [903/2043] Forecasting INGM... [2025-09-26T11:10:53.418704] [INFO ] [sig ] Generating forecast for: INGM [2025-09-26T11:10:53.418776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'. [2025-09-26T11:10:53.430680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INGM'. [2025-09-26T11:10:53.431122] [INFO ] [FORECASTER] Starting predict_future for INGM [2025-09-26T11:10:53.458886] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:53.459897] [DEBUG] [LOCAL ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt [2025-09-26T11:10:53.459981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:53.460056] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:53.460124] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:53.460224] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:53.478818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:53.479713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:53.479865] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:53.479939] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:53.516182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:53.516372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:53.516422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:53.516457] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:53.520607] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: UP (p=54.24%) [2025-09-26T11:10:53.520964] [INFO ] [FORECASTER] Completed predict_future for INGM [2025-09-26T11:10:53.521121] [INFO ] [sig ] INGM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:53.678430] [INFO ] [LOCAL ] Saved forecast: INGM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/INGM.txt [2025-09-26T11:10:53.678779] [INFO ] [sig ] [903/2043] Completed INGM in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:53.678870] [INFO ] [sig ] [904/2043] Forecasting INGR... [2025-09-26T11:10:53.678957] [INFO ] [sig ] Generating forecast for: INGR [2025-09-26T11:10:53.679053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'. [2025-09-26T11:10:53.691320] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INGR'. [2025-09-26T11:10:53.691914] [INFO ] [FORECASTER] Starting predict_future for INGR [2025-09-26T11:10:53.720769] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:53.721806] [DEBUG] [LOCAL ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt [2025-09-26T11:10:53.721891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:53.721965] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:53.722048] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:53.722234] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:53.742435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:53.743198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:53.743313] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:53.743396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:53.776593] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:53.776874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:53.776961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:53.777001] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:53.780937] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-09-26T11:10:53.781241] [INFO ] [FORECASTER] Completed predict_future for INGR [2025-09-26T11:10:53.781385] [INFO ] [sig ] INGR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:53.942494] [INFO ] [LOCAL ] Saved forecast: INGR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INGR.txt [2025-09-26T11:10:53.942796] [INFO ] [sig ] [904/2043] Completed INGR in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:53.942896] [INFO ] [sig ] [905/2043] Forecasting INN... [2025-09-26T11:10:53.942978] [INFO ] [sig ] Generating forecast for: INN [2025-09-26T11:10:53.943063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-09-26T11:10:53.953727] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INN'. [2025-09-26T11:10:53.954087] [INFO ] [FORECASTER] Starting predict_future for INN [2025-09-26T11:10:53.982006] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:53.982884] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-09-26T11:10:53.982964] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:53.983055] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:53.983141] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:53.983275] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:54.002378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:54.003052] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:54.003158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:54.003241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:54.030194] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:54.030313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:54.030357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:54.030391] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:54.033677] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=27.15%) [2025-09-26T11:10:54.034014] [INFO ] [FORECASTER] Completed predict_future for INN [2025-09-26T11:10:54.034153] [INFO ] [sig ] INN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:54.187423] [INFO ] [LOCAL ] Saved forecast: INN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INN.txt [2025-09-26T11:10:54.187789] [INFO ] [sig ] [905/2043] Completed INN in 0.2s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:54.187914] [INFO ] [sig ] [906/2043] Forecasting INSP... [2025-09-26T11:10:54.187988] [INFO ] [sig ] Generating forecast for: INSP [2025-09-26T11:10:54.188069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-09-26T11:10:54.199809] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INSP'. [2025-09-26T11:10:54.200198] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-09-26T11:10:54.226727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:54.227583] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-09-26T11:10:54.227684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:54.227769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:54.227854] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:54.227971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:54.246100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:54.246829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:54.246938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:54.247024] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:54.282715] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:54.282875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:54.282919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:54.282953] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:54.286456] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=25.21%) [2025-09-26T11:10:54.286790] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-09-26T11:10:54.287008] [INFO ] [sig ] INSP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:54.441820] [INFO ] [LOCAL ] Saved forecast: INSP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INSP.txt [2025-09-26T11:10:54.442179] [INFO ] [sig ] [906/2043] Completed INSP in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:54.442262] [INFO ] [sig ] [907/2043] Forecasting INSW... [2025-09-26T11:10:54.442348] [INFO ] [sig ] Generating forecast for: INSW [2025-09-26T11:10:54.442436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'. [2025-09-26T11:10:54.453169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INSW'. [2025-09-26T11:10:54.453569] [INFO ] [FORECASTER] Starting predict_future for INSW [2025-09-26T11:10:54.481063] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:54.482048] [DEBUG] [LOCAL ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt [2025-09-26T11:10:54.482129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:54.482214] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:54.482299] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:54.482415] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:54.501369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:54.502027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:54.502138] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:54.502209] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:54.543824] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:54.544046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:54.544121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:54.544197] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:54.549030] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=86.41%) [2025-09-26T11:10:54.549457] [INFO ] [FORECASTER] Completed predict_future for INSW [2025-09-26T11:10:54.549618] [INFO ] [sig ] INSW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:54.701368] [INFO ] [LOCAL ] Saved forecast: INSW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/INSW.txt [2025-09-26T11:10:54.701693] [INFO ] [sig ] [907/2043] Completed INSW in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.1m [2025-09-26T11:10:54.701793] [INFO ] [sig ] [908/2043] Forecasting INVH... [2025-09-26T11:10:54.701878] [INFO ] [sig ] Generating forecast for: INVH [2025-09-26T11:10:54.701965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-09-26T11:10:54.714324] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INVH'. [2025-09-26T11:10:54.714741] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-09-26T11:10:54.743262] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:54.744287] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-09-26T11:10:54.744375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:54.744461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:54.744548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:54.744689] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:54.766630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:54.767679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:54.767798] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:54.767887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:54.804726] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:54.804898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:54.804944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:54.804980] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:54.808615] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=46.46%) [2025-09-26T11:10:54.808950] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-09-26T11:10:54.809103] [INFO ] [sig ] INVH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:54.965375] [INFO ] [LOCAL ] Saved forecast: INVH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INVH.txt [2025-09-26T11:10:54.965691] [INFO ] [sig ] [908/2043] Completed INVH in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.0m [2025-09-26T11:10:54.965776] [INFO ] [sig ] [909/2043] Forecasting INVX... [2025-09-26T11:10:54.965865] [INFO ] [sig ] Generating forecast for: INVX [2025-09-26T11:10:54.965958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'. [2025-09-26T11:10:54.977523] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'INVX'. [2025-09-26T11:10:54.977911] [INFO ] [FORECASTER] Starting predict_future for INVX [2025-09-26T11:10:55.005198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:55.006136] [DEBUG] [LOCAL ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt [2025-09-26T11:10:55.006220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:55.006294] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:55.006364] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:55.006466] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:55.025013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:55.025605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:55.025736] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:55.025809] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:55.064904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:55.065153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:55.065216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:55.065262] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:55.069074] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: DOWN (p=1.28%) [2025-09-26T11:10:55.069370] [INFO ] [FORECASTER] Completed predict_future for INVX [2025-09-26T11:10:55.069518] [INFO ] [sig ] INVX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:55.235366] [INFO ] [LOCAL ] Saved forecast: INVX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/INVX.txt [2025-09-26T11:10:55.235674] [INFO ] [sig ] [909/2043] Completed INVX in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.0m [2025-09-26T11:10:55.235774] [INFO ] [sig ] [910/2043] Forecasting IONQ... [2025-09-26T11:10:55.235842] [INFO ] [sig ] Generating forecast for: IONQ [2025-09-26T11:10:55.235949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'. [2025-09-26T11:10:55.247790] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IONQ'. [2025-09-26T11:10:55.248158] [INFO ] [FORECASTER] Starting predict_future for IONQ [2025-09-26T11:10:55.275132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:55.276036] [DEBUG] [LOCAL ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt [2025-09-26T11:10:55.276115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:55.276186] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:55.276268] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:55.276395] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:55.294840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:55.295466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:55.295580] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:55.295685] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:55.333259] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:55.333457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:55.333505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:55.333540] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:55.337498] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=11.41%) [2025-09-26T11:10:55.337849] [INFO ] [FORECASTER] Completed predict_future for IONQ [2025-09-26T11:10:55.338017] [INFO ] [sig ] IONQ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:55.491829] [INFO ] [LOCAL ] Saved forecast: IONQ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IONQ.txt [2025-09-26T11:10:55.492106] [INFO ] [sig ] [910/2043] Completed IONQ in 0.3s | 3.75 sym/s | Total: 4.0m | ETA: 5.0m [2025-09-26T11:10:55.492210] [INFO ] [sig ] [911/2043] Forecasting IOT... [2025-09-26T11:10:55.492292] [INFO ] [sig ] Generating forecast for: IOT [2025-09-26T11:10:55.492366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-09-26T11:10:55.503204] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IOT'. [2025-09-26T11:10:55.503562] [INFO ] [FORECASTER] Starting predict_future for IOT [2025-09-26T11:10:55.530051] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:55.530943] [DEBUG] [LOCAL ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt [2025-09-26T11:10:55.531023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:55.531095] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:55.531178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:55.531301] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:55.550196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:55.550908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:55.551018] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:55.551102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:55.586308] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:55.586453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:55.586511] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:55.586548] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:55.590142] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: UP (p=67.87%) [2025-09-26T11:10:55.590425] [INFO ] [FORECASTER] Completed predict_future for IOT [2025-09-26T11:10:55.590572] [INFO ] [sig ] IOT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:55.746244] [INFO ] [LOCAL ] Saved forecast: IOT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IOT.txt [2025-09-26T11:10:55.746532] [INFO ] [sig ] [911/2043] Completed IOT in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:55.746612] [INFO ] [sig ] [912/2043] Forecasting IP... [2025-09-26T11:10:55.746703] [INFO ] [sig ] Generating forecast for: IP [2025-09-26T11:10:55.746781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'. [2025-09-26T11:10:55.757694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IP'. [2025-09-26T11:10:55.758037] [INFO ] [FORECASTER] Starting predict_future for IP [2025-09-26T11:10:55.785718] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:55.786560] [DEBUG] [LOCAL ] No optimal features file found for IP: ./output/feature-sets/IP.txt [2025-09-26T11:10:55.786662] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:55.786747] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:55.786848] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:55.786953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:55.809793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:55.811397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:55.811514] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:55.811585] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:55.849720] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:55.849897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:55.849944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:55.849985] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:55.853988] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=35.61%) [2025-09-26T11:10:55.854345] [INFO ] [FORECASTER] Completed predict_future for IP [2025-09-26T11:10:55.854511] [INFO ] [sig ] IP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:56.015693] [INFO ] [LOCAL ] Saved forecast: IP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IP.txt [2025-09-26T11:10:56.015982] [INFO ] [sig ] [912/2043] Completed IP in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:56.016068] [INFO ] [sig ] [913/2043] Forecasting IPG... [2025-09-26T11:10:56.016138] [INFO ] [sig ] Generating forecast for: IPG [2025-09-26T11:10:56.016216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-09-26T11:10:56.030491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IPG'. [2025-09-26T11:10:56.030922] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-09-26T11:10:56.059251] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:56.060259] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-09-26T11:10:56.060349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:56.060425] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:56.060497] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:56.060600] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:56.079975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:56.080833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:56.080946] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:56.081019] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:56.122566] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:56.122792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:56.122857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:56.122895] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:56.126857] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-09-26T11:10:56.127176] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-09-26T11:10:56.127332] [INFO ] [sig ] IPG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:56.278012] [INFO ] [LOCAL ] Saved forecast: IPG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IPG.txt [2025-09-26T11:10:56.278289] [INFO ] [sig ] [913/2043] Completed IPG in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:56.278368] [INFO ] [sig ] [914/2043] Forecasting IPI... [2025-09-26T11:10:56.278438] [INFO ] [sig ] Generating forecast for: IPI [2025-09-26T11:10:56.278509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-09-26T11:10:56.289281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IPI'. [2025-09-26T11:10:56.289631] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-09-26T11:10:56.316786] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:56.317633] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-09-26T11:10:56.317735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:56.317837] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:56.317921] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:56.318034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:56.337109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:56.337894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:56.338007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:56.338093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:56.374508] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:56.374685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:56.374753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:56.374841] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:56.378381] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=54.41%) [2025-09-26T11:10:56.378691] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-09-26T11:10:56.378854] [INFO ] [sig ] IPI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:56.528462] [INFO ] [LOCAL ] Saved forecast: IPI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IPI.txt [2025-09-26T11:10:56.528857] [INFO ] [sig ] [914/2043] Completed IPI in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:56.528944] [INFO ] [sig ] [915/2043] Forecasting IQI... [2025-09-26T11:10:56.529034] [INFO ] [sig ] Generating forecast for: IQI [2025-09-26T11:10:56.529122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-09-26T11:10:56.540143] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IQI'. [2025-09-26T11:10:56.540699] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-09-26T11:10:56.567489] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:56.568444] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-09-26T11:10:56.568529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:56.568605] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:56.568711] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:56.568888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:56.587050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:56.587979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:56.588091] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:56.588176] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:56.632731] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:56.633597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:56.633710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:56.633787] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:56.639731] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=78.38%) [2025-09-26T11:10:56.640172] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-09-26T11:10:56.640424] [INFO ] [sig ] IQI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:56.801899] [INFO ] [LOCAL ] Saved forecast: IQI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IQI.txt [2025-09-26T11:10:56.802218] [INFO ] [sig ] [915/2043] Completed IQI in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:56.802308] [INFO ] [sig ] [916/2043] Forecasting IQV... [2025-09-26T11:10:56.802478] [INFO ] [sig ] Generating forecast for: IQV [2025-09-26T11:10:56.802576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-09-26T11:10:56.820509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IQV'. [2025-09-26T11:10:56.821150] [INFO ] [FORECASTER] Starting predict_future for IQV [2025-09-26T11:10:56.848357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:56.849324] [DEBUG] [LOCAL ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt [2025-09-26T11:10:56.849408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:56.849479] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:56.849547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:56.849669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:56.868508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:56.869264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:56.869378] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:56.869449] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:56.908513] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:56.908709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:56.908778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:56.908815] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:56.912427] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: UP (p=98.70%) [2025-09-26T11:10:56.912804] [INFO ] [FORECASTER] Completed predict_future for IQV [2025-09-26T11:10:56.912976] [INFO ] [sig ] IQV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:57.062323] [INFO ] [LOCAL ] Saved forecast: IQV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IQV.txt [2025-09-26T11:10:57.062631] [INFO ] [sig ] [916/2043] Completed IQV in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:57.062745] [INFO ] [sig ] [917/2043] Forecasting IR... [2025-09-26T11:10:57.062816] [INFO ] [sig ] Generating forecast for: IR [2025-09-26T11:10:57.062890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-09-26T11:10:57.073581] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IR'. [2025-09-26T11:10:57.074003] [INFO ] [FORECASTER] Starting predict_future for IR [2025-09-26T11:10:57.101246] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:57.102201] [DEBUG] [LOCAL ] No optimal features file found for IR: ./output/feature-sets/IR.txt [2025-09-26T11:10:57.102312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:57.102467] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:57.102542] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:57.102618] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:57.121056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:57.121714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:57.121822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:57.121894] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:57.163287] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:57.163465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:57.163515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:57.163549] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:57.167230] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: UP (p=77.05%) [2025-09-26T11:10:57.167527] [INFO ] [FORECASTER] Completed predict_future for IR [2025-09-26T11:10:57.167706] [INFO ] [sig ] IR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:57.318728] [INFO ] [LOCAL ] Saved forecast: IR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IR.txt [2025-09-26T11:10:57.319034] [INFO ] [sig ] [917/2043] Completed IR in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:57.319118] [INFO ] [sig ] [918/2043] Forecasting IRM... [2025-09-26T11:10:57.319189] [INFO ] [sig ] Generating forecast for: IRM [2025-09-26T11:10:57.319261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-09-26T11:10:57.330431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IRM'. [2025-09-26T11:10:57.330861] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-09-26T11:10:57.357324] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:57.358349] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-09-26T11:10:57.358429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:57.358500] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:57.358572] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:57.358694] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:57.376462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:57.377158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:57.377266] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:57.377335] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:57.414452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:57.414689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:57.414774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:57.414821] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:57.419061] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=77.23%) [2025-09-26T11:10:57.419422] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-09-26T11:10:57.419579] [INFO ] [sig ] IRM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:57.576394] [INFO ] [LOCAL ] Saved forecast: IRM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IRM.txt [2025-09-26T11:10:57.576745] [INFO ] [sig ] [918/2043] Completed IRM in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:57.576853] [INFO ] [sig ] [919/2043] Forecasting IRS... [2025-09-26T11:10:57.576927] [INFO ] [sig ] Generating forecast for: IRS [2025-09-26T11:10:57.576973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'. [2025-09-26T11:10:57.588757] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IRS'. [2025-09-26T11:10:57.589306] [INFO ] [FORECASTER] Starting predict_future for IRS [2025-09-26T11:10:57.616192] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:57.617241] [DEBUG] [LOCAL ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt [2025-09-26T11:10:57.617322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:57.617396] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:57.617466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:57.617568] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:57.636305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:57.637028] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:57.637142] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:57.637214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:57.676838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:57.677017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:57.677062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:57.677095] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:57.680671] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=84.38%) [2025-09-26T11:10:57.680966] [INFO ] [FORECASTER] Completed predict_future for IRS [2025-09-26T11:10:57.681106] [INFO ] [sig ] IRS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:57.840078] [INFO ] [LOCAL ] Saved forecast: IRS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IRS.txt [2025-09-26T11:10:57.840408] [INFO ] [sig ] [919/2043] Completed IRS in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:57.840492] [INFO ] [sig ] [920/2043] Forecasting IRT... [2025-09-26T11:10:57.840584] [INFO ] [sig ] Generating forecast for: IRT [2025-09-26T11:10:57.840686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-09-26T11:10:57.854686] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IRT'. [2025-09-26T11:10:57.855212] [INFO ] [FORECASTER] Starting predict_future for IRT [2025-09-26T11:10:57.882618] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:57.883712] [DEBUG] [LOCAL ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt [2025-09-26T11:10:57.883802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:57.883878] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:57.883970] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:57.884154] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:57.903441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:57.904398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:57.904522] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:57.904609] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:57.945636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:57.945865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:57.945916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:57.945951] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:57.949851] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=88.55%) [2025-09-26T11:10:57.950301] [INFO ] [FORECASTER] Completed predict_future for IRT [2025-09-26T11:10:57.950474] [INFO ] [sig ] IRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:58.114867] [INFO ] [LOCAL ] Saved forecast: IRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IRT.txt [2025-09-26T11:10:58.115203] [INFO ] [sig ] [920/2043] Completed IRT in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:58.115290] [INFO ] [sig ] [921/2043] Forecasting ISD... [2025-09-26T11:10:58.115376] [INFO ] [sig ] Generating forecast for: ISD [2025-09-26T11:10:58.115466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-09-26T11:10:58.126784] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ISD'. [2025-09-26T11:10:58.127210] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-09-26T11:10:58.153571] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:58.154714] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-09-26T11:10:58.154795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:58.154881] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:58.154963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:58.155086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:58.174596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:58.175614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:58.175767] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:58.175842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:58.214625] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:58.214891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:58.214993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:58.215075] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:58.219182] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=86.04%) [2025-09-26T11:10:58.219481] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-09-26T11:10:58.219632] [INFO ] [sig ] ISD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:58.371269] [INFO ] [LOCAL ] Saved forecast: ISD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ISD.txt [2025-09-26T11:10:58.371586] [INFO ] [sig ] [921/2043] Completed ISD in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:58.371693] [INFO ] [sig ] [922/2043] Forecasting IT... [2025-09-26T11:10:58.371767] [INFO ] [sig ] Generating forecast for: IT [2025-09-26T11:10:58.371842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-09-26T11:10:58.383178] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'IT'. [2025-09-26T11:10:58.383576] [INFO ] [FORECASTER] Starting predict_future for IT [2025-09-26T11:10:58.412536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:58.413505] [DEBUG] [LOCAL ] No optimal features file found for IT: ./output/feature-sets/IT.txt [2025-09-26T11:10:58.413586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:58.413691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:58.413764] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:58.413866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:58.433376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:58.434481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:58.434602] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:58.434697] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:58.473147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:58.473349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:58.473397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:58.473432] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:58.477402] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=31.35%) [2025-09-26T11:10:58.477814] [INFO ] [FORECASTER] Completed predict_future for IT [2025-09-26T11:10:58.478069] [INFO ] [sig ] IT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:58.632379] [INFO ] [LOCAL ] Saved forecast: IT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IT.txt [2025-09-26T11:10:58.632719] [INFO ] [sig ] [922/2043] Completed IT in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:58.632805] [INFO ] [sig ] [923/2043] Forecasting ITGR... [2025-09-26T11:10:58.632877] [INFO ] [sig ] Generating forecast for: ITGR [2025-09-26T11:10:58.632949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-09-26T11:10:58.643875] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITGR'. [2025-09-26T11:10:58.644276] [INFO ] [FORECASTER] Starting predict_future for ITGR [2025-09-26T11:10:58.671181] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:58.672120] [DEBUG] [LOCAL ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt [2025-09-26T11:10:58.672200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:58.672275] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:58.672358] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:58.672490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:58.691238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:58.692125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:58.692276] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:58.692352] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:58.732511] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:58.732744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:58.732811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:58.732847] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:58.736747] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=18.46%) [2025-09-26T11:10:58.737201] [INFO ] [FORECASTER] Completed predict_future for ITGR [2025-09-26T11:10:58.737361] [INFO ] [sig ] ITGR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:58.885517] [INFO ] [LOCAL ] Saved forecast: ITGR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ITGR.txt [2025-09-26T11:10:58.885854] [INFO ] [sig ] [923/2043] Completed ITGR in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:58.885958] [INFO ] [sig ] [924/2043] Forecasting ITT... [2025-09-26T11:10:58.886042] [INFO ] [sig ] Generating forecast for: ITT [2025-09-26T11:10:58.886115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-09-26T11:10:58.898027] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITT'. [2025-09-26T11:10:58.898426] [INFO ] [FORECASTER] Starting predict_future for ITT [2025-09-26T11:10:58.924703] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:58.925545] [DEBUG] [LOCAL ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt [2025-09-26T11:10:58.925625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:58.925720] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:58.925791] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:58.925869] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:58.944707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:58.945446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:58.945556] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:58.945628] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:58.986578] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:58.986745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:58.986802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:58.986878] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:58.990496] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: UP (p=69.33%) [2025-09-26T11:10:58.990821] [INFO ] [FORECASTER] Completed predict_future for ITT [2025-09-26T11:10:58.991029] [INFO ] [sig ] ITT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:59.143547] [INFO ] [LOCAL ] Saved forecast: ITT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ITT.txt [2025-09-26T11:10:59.143900] [INFO ] [sig ] [924/2043] Completed ITT in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:59.143981] [INFO ] [sig ] [925/2043] Forecasting ITUB... [2025-09-26T11:10:59.144051] [INFO ] [sig ] Generating forecast for: ITUB [2025-09-26T11:10:59.144123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-09-26T11:10:59.154718] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITUB'. [2025-09-26T11:10:59.155084] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-09-26T11:10:59.181418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:59.182372] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-09-26T11:10:59.182469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:59.182591] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:59.182696] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:59.182801] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:59.202220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:59.203156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:59.203269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:59.203353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:59.243382] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:59.243530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:59.243574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:59.243608] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:59.247100] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=3.60%) [2025-09-26T11:10:59.247395] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-09-26T11:10:59.247543] [INFO ] [sig ] ITUB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:59.401213] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ITUB.txt [2025-09-26T11:10:59.401544] [INFO ] [sig ] [925/2043] Completed ITUB in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:59.401678] [INFO ] [sig ] [926/2043] Forecasting ITW... [2025-09-26T11:10:59.401766] [INFO ] [sig ] Generating forecast for: ITW [2025-09-26T11:10:59.401856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'. [2025-09-26T11:10:59.412770] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ITW'. [2025-09-26T11:10:59.413271] [INFO ] [FORECASTER] Starting predict_future for ITW [2025-09-26T11:10:59.440419] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:59.441369] [DEBUG] [LOCAL ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt [2025-09-26T11:10:59.441450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:59.441522] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:59.441588] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:59.441762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:59.461072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:59.462095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:59.462219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:59.462307] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:59.502884] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:59.503081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:59.503130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:59.503166] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:59.507078] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=44.38%) [2025-09-26T11:10:59.507393] [INFO ] [FORECASTER] Completed predict_future for ITW [2025-09-26T11:10:59.507547] [INFO ] [sig ] ITW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:10:59.700353] [INFO ] [LOCAL ] Saved forecast: ITW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ITW.txt [2025-09-26T11:10:59.700694] [INFO ] [sig ] [926/2043] Completed ITW in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:59.700799] [INFO ] [sig ] [927/2043] Forecasting IVR... [2025-09-26T11:10:59.700908] [INFO ] [sig ] Generating forecast for: IVR [2025-09-26T11:10:59.700995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'. [2025-09-26T11:10:59.712634] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVR'. [2025-09-26T11:10:59.713363] [INFO ] [FORECASTER] Starting predict_future for IVR [2025-09-26T11:10:59.748066] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:10:59.749269] [DEBUG] [LOCAL ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt [2025-09-26T11:10:59.749384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:10:59.749479] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:10:59.749563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:10:59.749717] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:10:59.769122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:10:59.770143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:10:59.770265] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:10:59.770351] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:10:59.811397] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:10:59.811599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:10:59.811674] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:10:59.811743] [INFO ] [FORECASTER] Training complete [2025-09-26T11:10:59.816324] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=94.83%) [2025-09-26T11:10:59.816887] [INFO ] [FORECASTER] Completed predict_future for IVR [2025-09-26T11:10:59.817108] [INFO ] [sig ] IVR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:10:59.978526] [INFO ] [LOCAL ] Saved forecast: IVR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/IVR.txt [2025-09-26T11:10:59.978921] [INFO ] [sig ] [927/2043] Completed IVR in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:10:59.979009] [INFO ] [sig ] [928/2043] Forecasting IVT... [2025-09-26T11:10:59.979093] [INFO ] [sig ] Generating forecast for: IVT [2025-09-26T11:10:59.979182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'. [2025-09-26T11:10:59.990403] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVT'. [2025-09-26T11:10:59.990926] [INFO ] [FORECASTER] Starting predict_future for IVT [2025-09-26T11:11:00.020369] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:00.021341] [DEBUG] [LOCAL ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt [2025-09-26T11:11:00.021429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:00.021519] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:00.021632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:00.021773] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:00.043352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:00.044237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:00.044351] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:00.044438] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:00.081345] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:00.081540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:00.081591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:00.081625] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:00.085300] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=12.93%) [2025-09-26T11:11:00.085609] [INFO ] [FORECASTER] Completed predict_future for IVT [2025-09-26T11:11:00.085793] [INFO ] [sig ] IVT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:00.247708] [INFO ] [LOCAL ] Saved forecast: IVT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IVT.txt [2025-09-26T11:11:00.248019] [INFO ] [sig ] [928/2043] Completed IVT in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:11:00.248099] [INFO ] [sig ] [929/2043] Forecasting IVZ... [2025-09-26T11:11:00.248169] [INFO ] [sig ] Generating forecast for: IVZ [2025-09-26T11:11:00.248241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-09-26T11:11:00.260174] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IVZ'. [2025-09-26T11:11:00.260607] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-09-26T11:11:00.289253] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:00.290287] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-09-26T11:11:00.290370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:00.290459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:00.290543] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:00.290689] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:00.309704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:00.310615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:00.310757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:00.310845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:00.351113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:00.351305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:00.351354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:00.351389] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:00.355239] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=9.12%) [2025-09-26T11:11:00.355550] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-09-26T11:11:00.355738] [INFO ] [sig ] IVZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:00.516394] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IVZ.txt [2025-09-26T11:11:00.516742] [INFO ] [sig ] [929/2043] Completed IVZ in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 5.0m [2025-09-26T11:11:00.516860] [INFO ] [sig ] [930/2043] Forecasting IX... [2025-09-26T11:11:00.516935] [INFO ] [sig ] Generating forecast for: IX [2025-09-26T11:11:00.517008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-09-26T11:11:00.527860] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'IX'. [2025-09-26T11:11:00.528289] [INFO ] [FORECASTER] Starting predict_future for IX [2025-09-26T11:11:00.555204] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:00.556221] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-09-26T11:11:00.556354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:00.556444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:00.556532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:00.556669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:00.575850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:00.576913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:00.577120] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:00.577193] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:00.616595] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:00.616843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:00.616914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:00.616952] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:00.620717] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=17.42%) [2025-09-26T11:11:00.621023] [INFO ] [FORECASTER] Completed predict_future for IX [2025-09-26T11:11:00.621170] [INFO ] [sig ] IX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:00.774682] [INFO ] [LOCAL ] Saved forecast: IX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/IX.txt [2025-09-26T11:11:00.774996] [INFO ] [sig ] [930/2043] Completed IX in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 4.9m [2025-09-26T11:11:00.775080] [INFO ] [sig ] [931/2043] Forecasting J... [2025-09-26T11:11:00.775151] [INFO ] [sig ] Generating forecast for: J [2025-09-26T11:11:00.775226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-09-26T11:11:00.794400] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'J'. [2025-09-26T11:11:00.794900] [INFO ] [FORECASTER] Starting predict_future for J [2025-09-26T11:11:00.823221] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:00.824168] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-09-26T11:11:00.824251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:00.824325] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:00.824395] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:00.824497] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:00.843503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:00.844343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:00.844456] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:00.844531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:00.882032] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:00.882210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:00.882258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:00.882291] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:00.885914] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=17.21%) [2025-09-26T11:11:00.886208] [INFO ] [FORECASTER] Completed predict_future for J [2025-09-26T11:11:00.886350] [INFO ] [sig ] J: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:01.038712] [INFO ] [LOCAL ] Saved forecast: J 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/J.txt [2025-09-26T11:11:01.039041] [INFO ] [sig ] [931/2043] Completed J in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 4.9m [2025-09-26T11:11:01.039118] [INFO ] [sig ] [932/2043] Forecasting JBGS... [2025-09-26T11:11:01.039187] [INFO ] [sig ] Generating forecast for: JBGS [2025-09-26T11:11:01.039259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-09-26T11:11:01.050313] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBGS'. [2025-09-26T11:11:01.050762] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-09-26T11:11:01.076515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:01.077495] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-09-26T11:11:01.077591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:01.077708] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:01.077780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:01.077881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:01.096342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:01.097217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:01.097334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:01.097405] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:01.136794] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:01.137008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:01.137060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:01.137095] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:01.141019] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=21.73%) [2025-09-26T11:11:01.141337] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-09-26T11:11:01.141488] [INFO ] [sig ] JBGS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:01.296028] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JBGS.txt [2025-09-26T11:11:01.296309] [INFO ] [sig ] [932/2043] Completed JBGS in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 4.9m [2025-09-26T11:11:01.296387] [INFO ] [sig ] [933/2043] Forecasting JBI... [2025-09-26T11:11:01.296457] [INFO ] [sig ] Generating forecast for: JBI [2025-09-26T11:11:01.296529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-09-26T11:11:01.307669] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBI'. [2025-09-26T11:11:01.307994] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-09-26T11:11:01.334076] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:01.335068] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-09-26T11:11:01.335150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:01.335224] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:01.335294] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:01.335394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:01.353996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:01.354586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:01.354717] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:01.354795] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:01.394224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:01.394360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:01.394403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:01.394438] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:01.398117] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=75.28%) [2025-09-26T11:11:01.398407] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-09-26T11:11:01.398547] [INFO ] [sig ] JBI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:01.547729] [INFO ] [LOCAL ] Saved forecast: JBI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JBI.txt [2025-09-26T11:11:01.547999] [INFO ] [sig ] [933/2043] Completed JBI in 0.3s | 3.75 sym/s | Total: 4.1m | ETA: 4.9m [2025-09-26T11:11:01.548080] [INFO ] [sig ] [934/2043] Forecasting JBL... [2025-09-26T11:11:01.548131] [INFO ] [sig ] Generating forecast for: JBL [2025-09-26T11:11:01.548185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-09-26T11:11:01.559387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JBL'. [2025-09-26T11:11:01.559764] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-09-26T11:11:01.587771] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:01.588636] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-09-26T11:11:01.588739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:01.588818] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:01.588897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:01.589005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:01.608387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:01.609142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:01.609258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:01.609327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:01.649717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:01.649908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:01.649968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:01.650006] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:01.653599] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: UP (p=98.40%) [2025-09-26T11:11:01.653984] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-09-26T11:11:01.654149] [INFO ] [sig ] JBL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:01.810770] [INFO ] [LOCAL ] Saved forecast: JBL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JBL.txt [2025-09-26T11:11:01.811237] [INFO ] [sig ] [934/2043] Completed JBL in 0.3s | 3.75 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:01.811319] [INFO ] [sig ] [935/2043] Forecasting JCE... [2025-09-26T11:11:01.811395] [INFO ] [sig ] Generating forecast for: JCE [2025-09-26T11:11:01.811452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-09-26T11:11:01.823704] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JCE'. [2025-09-26T11:11:01.824038] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-09-26T11:11:01.852343] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:01.853291] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-09-26T11:11:01.853376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:01.853451] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:01.853521] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:01.853624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:01.872751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:01.873698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:01.873824] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:01.873897] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:01.913385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:01.913574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:01.913621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:01.913690] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:01.917979] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=78.80%) [2025-09-26T11:11:01.918283] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-09-26T11:11:01.918454] [INFO ] [sig ] JCE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:02.093361] [INFO ] [LOCAL ] Saved forecast: JCE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JCE.txt [2025-09-26T11:11:02.093684] [INFO ] [sig ] [935/2043] Completed JCE in 0.3s | 3.75 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:02.093766] [INFO ] [sig ] [936/2043] Forecasting JCI... [2025-09-26T11:11:02.093835] [INFO ] [sig ] Generating forecast for: JCI [2025-09-26T11:11:02.093909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-09-26T11:11:02.105190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JCI'. [2025-09-26T11:11:02.105528] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-09-26T11:11:02.132006] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:02.132876] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-09-26T11:11:02.132957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:02.133030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:02.133099] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:02.133199] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:02.151679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:02.152258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:02.152364] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:02.152435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:02.200135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:02.200332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:02.200382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:02.200419] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:02.204241] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=1.25%) [2025-09-26T11:11:02.204538] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-09-26T11:11:02.204718] [INFO ] [sig ] JCI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:02.357169] [INFO ] [LOCAL ] Saved forecast: JCI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JCI.txt [2025-09-26T11:11:02.357464] [INFO ] [sig ] [936/2043] Completed JCI in 0.3s | 3.75 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:02.357547] [INFO ] [sig ] [937/2043] Forecasting JEF... [2025-09-26T11:11:02.357622] [INFO ] [sig ] Generating forecast for: JEF [2025-09-26T11:11:02.357726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-09-26T11:11:02.368599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JEF'. [2025-09-26T11:11:02.368991] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-09-26T11:11:02.396847] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:02.397733] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-09-26T11:11:02.397814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:02.397889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:02.397960] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:02.398062] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:02.418098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:02.418825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:02.418932] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:02.419004] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:02.458745] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:02.458889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:02.458933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:02.458968] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:02.462707] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: UP (p=89.70%) [2025-09-26T11:11:02.463073] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-09-26T11:11:02.463233] [INFO ] [sig ] JEF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:02.654857] [INFO ] [LOCAL ] Saved forecast: JEF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JEF.txt [2025-09-26T11:11:02.655187] [INFO ] [sig ] [937/2043] Completed JEF in 0.3s | 3.75 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:02.655278] [INFO ] [sig ] [938/2043] Forecasting JELD... [2025-09-26T11:11:02.655363] [INFO ] [sig ] Generating forecast for: JELD [2025-09-26T11:11:02.655448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-09-26T11:11:02.668489] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JELD'. [2025-09-26T11:11:02.668902] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-09-26T11:11:02.703760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:02.704837] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-09-26T11:11:02.704928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:02.705013] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:02.705093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:02.705220] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:02.729694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:02.730462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:02.730586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:02.730696] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:02.781916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:02.782058] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:02.782107] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:02.782146] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:02.786927] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=0.26%) [2025-09-26T11:11:02.787274] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-09-26T11:11:02.787490] [INFO ] [sig ] JELD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:02.998830] [INFO ] [LOCAL ] Saved forecast: JELD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JELD.txt [2025-09-26T11:11:02.999198] [INFO ] [sig ] [938/2043] Completed JELD in 0.3s | 3.75 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:02.999290] [INFO ] [sig ] [939/2043] Forecasting JEQ... [2025-09-26T11:11:02.999372] [INFO ] [sig ] Generating forecast for: JEQ [2025-09-26T11:11:02.999456] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEQ.csv'. [2025-09-26T11:11:03.013728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JEQ'. [2025-09-26T11:11:03.014297] [INFO ] [FORECASTER] Starting predict_future for JEQ [2025-09-26T11:11:03.045730] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:03.047180] [DEBUG] [LOCAL ] No optimal features file found for JEQ: ./output/feature-sets/JEQ.txt [2025-09-26T11:11:03.047287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:03.047380] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:03.047454] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:03.047558] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:03.065850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:03.066907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:03.067039] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:03.067113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:03.108957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:03.109177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:03.109234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:03.109273] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:03.115724] [DEBUG] [FORECASTER] JEQ: Forecast T+1@11:T+2@11: DOWN (p=43.65%) [2025-09-26T11:11:03.116216] [INFO ] [FORECASTER] Completed predict_future for JEQ [2025-09-26T11:11:03.116411] [INFO ] [sig ] JEQ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:03.304317] [INFO ] [LOCAL ] Saved forecast: JEQ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JEQ.txt [2025-09-26T11:11:03.304736] [INFO ] [sig ] [939/2043] Completed JEQ in 0.3s | 3.75 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:03.304844] [INFO ] [sig ] [940/2043] Forecasting JFR... [2025-09-26T11:11:03.304927] [INFO ] [sig ] Generating forecast for: JFR [2025-09-26T11:11:03.305002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'. [2025-09-26T11:11:03.317743] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JFR'. [2025-09-26T11:11:03.318244] [INFO ] [FORECASTER] Starting predict_future for JFR [2025-09-26T11:11:03.354238] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:03.355268] [DEBUG] [LOCAL ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt [2025-09-26T11:11:03.355354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:03.355430] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:03.355499] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:03.355598] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:03.375949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:03.376990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:03.377111] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:03.377189] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:03.419401] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:03.419626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:03.419758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:03.419843] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:03.424592] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=92.85%) [2025-09-26T11:11:03.425095] [INFO ] [FORECASTER] Completed predict_future for JFR [2025-09-26T11:11:03.425281] [INFO ] [sig ] JFR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:03.634062] [INFO ] [LOCAL ] Saved forecast: JFR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JFR.txt [2025-09-26T11:11:03.634548] [INFO ] [sig ] [940/2043] Completed JFR in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:03.634683] [INFO ] [sig ] [941/2043] Forecasting JGH... [2025-09-26T11:11:03.634775] [INFO ] [sig ] Generating forecast for: JGH [2025-09-26T11:11:03.634866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-09-26T11:11:03.648180] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JGH'. [2025-09-26T11:11:03.648813] [INFO ] [FORECASTER] Starting predict_future for JGH [2025-09-26T11:11:03.692913] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:03.694453] [DEBUG] [LOCAL ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt [2025-09-26T11:11:03.694575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:03.694693] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:03.694785] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:03.694923] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:03.725522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:03.726987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:03.727165] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:03.727260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:03.788811] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:03.789026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:03.789079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:03.789115] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:03.793753] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: UP (p=91.18%) [2025-09-26T11:11:03.794280] [INFO ] [FORECASTER] Completed predict_future for JGH [2025-09-26T11:11:03.794548] [INFO ] [sig ] JGH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:04.023914] [INFO ] [LOCAL ] Saved forecast: JGH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JGH.txt [2025-09-26T11:11:04.024307] [INFO ] [sig ] [941/2043] Completed JGH in 0.4s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:04.024400] [INFO ] [sig ] [942/2043] Forecasting JHG... [2025-09-26T11:11:04.024479] [INFO ] [sig ] Generating forecast for: JHG [2025-09-26T11:11:04.024568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-09-26T11:11:04.038164] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHG'. [2025-09-26T11:11:04.038783] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-09-26T11:11:04.071167] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:04.072393] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-09-26T11:11:04.072479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:04.072558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:04.072633] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:04.072756] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:04.097168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:04.098442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:04.098590] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:04.098705] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:04.149229] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:04.149521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:04.149606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:04.149701] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:04.155438] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=26.47%) [2025-09-26T11:11:04.155958] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-09-26T11:11:04.156164] [INFO ] [sig ] JHG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:04.501431] [INFO ] [LOCAL ] Saved forecast: JHG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JHG.txt [2025-09-26T11:11:04.501850] [INFO ] [sig ] [942/2043] Completed JHG in 0.5s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:04.501938] [INFO ] [sig ] [943/2043] Forecasting JHI... [2025-09-26T11:11:04.502018] [INFO ] [sig ] Generating forecast for: JHI [2025-09-26T11:11:04.502094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-09-26T11:11:04.514594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHI'. [2025-09-26T11:11:04.515042] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-09-26T11:11:04.545973] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:04.547033] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-09-26T11:11:04.547134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:04.547216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:04.547286] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:04.547403] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:04.568305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:04.569280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:04.569490] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:04.569571] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:04.605897] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:04.606342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:04.606407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:04.606473] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:04.612411] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=85.43%) [2025-09-26T11:11:04.612964] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-09-26T11:11:04.613167] [INFO ] [sig ] JHI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:04.772425] [INFO ] [LOCAL ] Saved forecast: JHI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JHI.txt [2025-09-26T11:11:04.772797] [INFO ] [sig ] [943/2043] Completed JHI in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:04.772881] [INFO ] [sig ] [944/2043] Forecasting JHS... [2025-09-26T11:11:04.772952] [INFO ] [sig ] Generating forecast for: JHS [2025-09-26T11:11:04.773030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'. [2025-09-26T11:11:04.783012] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHS'. [2025-09-26T11:11:04.783375] [INFO ] [FORECASTER] Starting predict_future for JHS [2025-09-26T11:11:04.811233] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:04.812226] [DEBUG] [LOCAL ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt [2025-09-26T11:11:04.812314] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:04.812417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:04.812511] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:04.812679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:04.835510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:04.836451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:04.836589] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:04.836704] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:04.870969] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:04.871255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:04.871325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:04.871366] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:04.875358] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: UP (p=90.98%) [2025-09-26T11:11:04.875804] [INFO ] [FORECASTER] Completed predict_future for JHS [2025-09-26T11:11:04.875996] [INFO ] [sig ] JHS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:05.035526] [INFO ] [LOCAL ] Saved forecast: JHS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JHS.txt [2025-09-26T11:11:05.035912] [INFO ] [sig ] [944/2043] Completed JHS in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:05.036023] [INFO ] [sig ] [945/2043] Forecasting JHX... [2025-09-26T11:11:05.036110] [INFO ] [sig ] Generating forecast for: JHX [2025-09-26T11:11:05.036194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-09-26T11:11:05.050463] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JHX'. [2025-09-26T11:11:05.051066] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-09-26T11:11:05.084633] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:05.085616] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-09-26T11:11:05.085726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:05.085811] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:05.085893] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:05.086005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:05.105219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:05.106196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:05.106312] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:05.106395] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:05.139369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:05.139559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:05.139610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:05.139677] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:05.143995] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=34.38%) [2025-09-26T11:11:05.144472] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-09-26T11:11:05.144669] [INFO ] [sig ] JHX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:05.304791] [INFO ] [LOCAL ] Saved forecast: JHX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JHX.txt [2025-09-26T11:11:05.305094] [INFO ] [sig ] [945/2043] Completed JHX in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:05.305173] [INFO ] [sig ] [946/2043] Forecasting JILL... [2025-09-26T11:11:05.305245] [INFO ] [sig ] Generating forecast for: JILL [2025-09-26T11:11:05.305324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-09-26T11:11:05.316502] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JILL'. [2025-09-26T11:11:05.317002] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-09-26T11:11:05.344843] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:05.345856] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-09-26T11:11:05.345941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:05.346075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:05.346149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:05.346250] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:05.365063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:05.366034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:05.366154] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:05.366223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:05.404424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:05.404613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:05.404696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:05.404755] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:05.408590] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=70.42%) [2025-09-26T11:11:05.408934] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-09-26T11:11:05.409093] [INFO ] [sig ] JILL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:05.562327] [INFO ] [LOCAL ] Saved forecast: JILL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JILL.txt [2025-09-26T11:11:05.562631] [INFO ] [sig ] [946/2043] Completed JILL in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:05.562734] [INFO ] [sig ] [947/2043] Forecasting JKS... [2025-09-26T11:11:05.562806] [INFO ] [sig ] Generating forecast for: JKS [2025-09-26T11:11:05.562879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-09-26T11:11:05.576509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JKS'. [2025-09-26T11:11:05.577166] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-09-26T11:11:05.619296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:05.620246] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-09-26T11:11:05.620329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:05.620402] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:05.620470] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:05.620571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:05.639242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:05.640041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:05.640151] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:05.640222] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:05.683813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:05.684026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:05.684076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:05.684111] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:05.688410] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=70.67%) [2025-09-26T11:11:05.688855] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-09-26T11:11:05.689039] [INFO ] [sig ] JKS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:05.853120] [INFO ] [LOCAL ] Saved forecast: JKS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JKS.txt [2025-09-26T11:11:05.853451] [INFO ] [sig ] [947/2043] Completed JKS in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:05.853538] [INFO ] [sig ] [948/2043] Forecasting JLL... [2025-09-26T11:11:05.853608] [INFO ] [sig ] Generating forecast for: JLL [2025-09-26T11:11:05.853704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-09-26T11:11:05.865270] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JLL'. [2025-09-26T11:11:05.865715] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-09-26T11:11:05.893724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:05.894688] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-09-26T11:11:05.894769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:05.894843] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:05.894925] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:05.895110] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:05.920681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:05.921967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:05.922098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:05.922201] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:05.970316] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:05.970538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:05.970604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:05.970671] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:05.974697] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=82.55%) [2025-09-26T11:11:05.975042] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-09-26T11:11:05.975223] [INFO ] [sig ] JLL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:06.135778] [INFO ] [LOCAL ] Saved forecast: JLL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JLL.txt [2025-09-26T11:11:06.136129] [INFO ] [sig ] [948/2043] Completed JLL in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:06.136221] [INFO ] [sig ] [949/2043] Forecasting JLS... [2025-09-26T11:11:06.136307] [INFO ] [sig ] Generating forecast for: JLS [2025-09-26T11:11:06.136371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-09-26T11:11:06.147555] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JLS'. [2025-09-26T11:11:06.148068] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-09-26T11:11:06.176254] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:06.177383] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-09-26T11:11:06.177463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:06.177545] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:06.177598] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:06.177745] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:06.196945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:06.197580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:06.197741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:06.197816] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:06.231560] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:06.231799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:06.231864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:06.231903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:06.235798] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: UP (p=94.67%) [2025-09-26T11:11:06.236095] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-09-26T11:11:06.236238] [INFO ] [sig ] JLS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:06.390238] [INFO ] [LOCAL ] Saved forecast: JLS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JLS.txt [2025-09-26T11:11:06.390575] [INFO ] [sig ] [949/2043] Completed JLS in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:06.390685] [INFO ] [sig ] [950/2043] Forecasting JMIA... [2025-09-26T11:11:06.390761] [INFO ] [sig ] Generating forecast for: JMIA [2025-09-26T11:11:06.390830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-09-26T11:11:06.401628] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JMIA'. [2025-09-26T11:11:06.402039] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-09-26T11:11:06.429356] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:06.430321] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-09-26T11:11:06.430399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:06.430472] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:06.430561] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:06.430696] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:06.450157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:06.450985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:06.451098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:06.451169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:06.493801] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:06.493993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:06.494042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:06.494079] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:06.498793] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=91.16%) [2025-09-26T11:11:06.499364] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-09-26T11:11:06.499621] [INFO ] [sig ] JMIA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:06.660553] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JMIA.txt [2025-09-26T11:11:06.660863] [INFO ] [sig ] [950/2043] Completed JMIA in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:06.660942] [INFO ] [sig ] [951/2043] Forecasting JNJ... [2025-09-26T11:11:06.661010] [INFO ] [sig ] Generating forecast for: JNJ [2025-09-26T11:11:06.661080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-09-26T11:11:06.672421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JNJ'. [2025-09-26T11:11:06.672871] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-09-26T11:11:06.700251] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:06.701191] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-09-26T11:11:06.701275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:06.701347] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:06.701416] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:06.701517] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:06.720472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:06.721414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:06.721535] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:06.721606] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:06.754960] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:06.755184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:06.755238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:06.755274] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:06.759203] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-09-26T11:11:06.759515] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-09-26T11:11:06.759691] [INFO ] [sig ] JNJ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:06.916327] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JNJ.txt [2025-09-26T11:11:06.916673] [INFO ] [sig ] [951/2043] Completed JNJ in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:06.916756] [INFO ] [sig ] [952/2043] Forecasting JOBY... [2025-09-26T11:11:06.916852] [INFO ] [sig ] Generating forecast for: JOBY [2025-09-26T11:11:06.916926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-09-26T11:11:06.930033] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JOBY'. [2025-09-26T11:11:06.930729] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-09-26T11:11:06.963499] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:06.964517] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-09-26T11:11:06.964604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:06.964705] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:06.964778] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:06.964879] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:06.984236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:06.985170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:06.985304] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:06.985380] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:07.026639] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:07.026904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:07.026970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:07.027008] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:07.031124] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=68.35%) [2025-09-26T11:11:07.031454] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-09-26T11:11:07.031622] [INFO ] [sig ] JOBY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:07.191517] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JOBY.txt [2025-09-26T11:11:07.191846] [INFO ] [sig ] [952/2043] Completed JOBY in 0.3s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:07.191931] [INFO ] [sig ] [953/2043] Forecasting JOE... [2025-09-26T11:11:07.192006] [INFO ] [sig ] Generating forecast for: JOE [2025-09-26T11:11:07.192084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-09-26T11:11:07.204168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JOE'. [2025-09-26T11:11:07.204731] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-09-26T11:11:07.233499] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:07.234446] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-09-26T11:11:07.234529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:07.234602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:07.234743] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:07.234847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:07.253876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:07.254712] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:07.254830] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:07.254900] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:07.285166] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:07.285333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:07.285377] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:07.285411] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:07.288980] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-09-26T11:11:07.289276] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-09-26T11:11:07.289417] [INFO ] [sig ] JOE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:07.436771] [INFO ] [LOCAL ] Saved forecast: JOE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JOE.txt [2025-09-26T11:11:07.437115] [INFO ] [sig ] [953/2043] Completed JOE in 0.2s | 3.74 sym/s | Total: 4.2m | ETA: 4.9m [2025-09-26T11:11:07.437193] [INFO ] [sig ] [954/2043] Forecasting JOF... [2025-09-26T11:11:07.437262] [INFO ] [sig ] Generating forecast for: JOF [2025-09-26T11:11:07.437334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-09-26T11:11:07.447364] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JOF'. [2025-09-26T11:11:07.447786] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-09-26T11:11:07.474297] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:07.475198] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-09-26T11:11:07.475286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:07.475371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:07.475446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:07.475555] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:07.494421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:07.495096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:07.495206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:07.495277] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:07.526236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:07.526435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:07.526483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:07.526516] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:07.530756] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=68.72%) [2025-09-26T11:11:07.531116] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-09-26T11:11:07.531275] [INFO ] [sig ] JOF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:07.684173] [INFO ] [LOCAL ] Saved forecast: JOF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JOF.txt [2025-09-26T11:11:07.684494] [INFO ] [sig ] [954/2043] Completed JOF in 0.2s | 3.74 sym/s | Total: 4.3m | ETA: 4.9m [2025-09-26T11:11:07.684573] [INFO ] [sig ] [955/2043] Forecasting JPC... [2025-09-26T11:11:07.684665] [INFO ] [sig ] Generating forecast for: JPC [2025-09-26T11:11:07.684742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-09-26T11:11:07.695870] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JPC'. [2025-09-26T11:11:07.696410] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-09-26T11:11:07.723303] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:07.724239] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-09-26T11:11:07.724320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:07.724408] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:07.724485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:07.724607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:07.744187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:07.745141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:07.745261] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:07.745344] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:07.778066] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:07.778265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:07.778315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:07.778351] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:07.782168] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: DOWN (p=33.43%) [2025-09-26T11:11:07.782477] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-09-26T11:11:07.782626] [INFO ] [sig ] JPC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:07.948103] [INFO ] [LOCAL ] Saved forecast: JPC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JPC.txt [2025-09-26T11:11:07.948436] [INFO ] [sig ] [955/2043] Completed JPC in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:07.948519] [INFO ] [sig ] [956/2043] Forecasting JPM... [2025-09-26T11:11:07.948604] [INFO ] [sig ] Generating forecast for: JPM [2025-09-26T11:11:07.948706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-09-26T11:11:07.960294] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JPM'. [2025-09-26T11:11:07.960779] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-09-26T11:11:07.989907] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:07.990859] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-09-26T11:11:07.990939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:07.991014] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:07.991085] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:07.991186] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:08.011851] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:08.012810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:08.012926] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:08.012997] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:08.052967] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:08.053162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:08.053211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:08.053247] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:08.057127] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=99.05%) [2025-09-26T11:11:08.057458] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-09-26T11:11:08.057608] [INFO ] [sig ] JPM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:08.208449] [INFO ] [LOCAL ] Saved forecast: JPM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JPM.txt [2025-09-26T11:11:08.208818] [INFO ] [sig ] [956/2043] Completed JPM in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:08.208902] [INFO ] [sig ] [957/2043] Forecasting JQC... [2025-09-26T11:11:08.208972] [INFO ] [sig ] Generating forecast for: JQC [2025-09-26T11:11:08.209044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-09-26T11:11:08.221223] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JQC'. [2025-09-26T11:11:08.221609] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-09-26T11:11:08.249019] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:08.249999] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-09-26T11:11:08.250080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:08.250163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:08.250237] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:08.250352] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:08.269912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:08.270788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:08.270917] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:08.271209] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:08.309156] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:08.309364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:08.309416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:08.309452] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:08.313455] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-09-26T11:11:08.313814] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-09-26T11:11:08.313986] [INFO ] [sig ] JQC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:08.469109] [INFO ] [LOCAL ] Saved forecast: JQC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JQC.txt [2025-09-26T11:11:08.469414] [INFO ] [sig ] [957/2043] Completed JQC in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:08.469493] [INFO ] [sig ] [958/2043] Forecasting JRI... [2025-09-26T11:11:08.469563] [INFO ] [sig ] Generating forecast for: JRI [2025-09-26T11:11:08.469635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-09-26T11:11:08.482725] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JRI'. [2025-09-26T11:11:08.483256] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-09-26T11:11:08.520205] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:08.521570] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-09-26T11:11:08.521697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:08.521786] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:08.521873] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:08.522000] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:08.551747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:08.552837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:08.552972] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:08.553056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:08.597252] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:08.597442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:08.597541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:08.597598] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:08.601882] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=38.67%) [2025-09-26T11:11:08.602276] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-09-26T11:11:08.602447] [INFO ] [sig ] JRI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:08.775859] [INFO ] [LOCAL ] Saved forecast: JRI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JRI.txt [2025-09-26T11:11:08.776216] [INFO ] [sig ] [958/2043] Completed JRI in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:08.776325] [INFO ] [sig ] [959/2043] Forecasting JRS... [2025-09-26T11:11:08.776412] [INFO ] [sig ] Generating forecast for: JRS [2025-09-26T11:11:08.776504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-09-26T11:11:08.787801] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JRS'. [2025-09-26T11:11:08.788256] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-09-26T11:11:08.815259] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:08.816201] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-09-26T11:11:08.816281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:08.816357] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:08.816442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:08.816557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:08.836437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:08.837482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:08.837619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:08.837753] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:08.877089] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:08.877268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:08.877316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:08.877352] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:08.881000] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=26.86%) [2025-09-26T11:11:08.881314] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-09-26T11:11:08.881464] [INFO ] [sig ] JRS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:09.039558] [INFO ] [LOCAL ] Saved forecast: JRS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/JRS.txt [2025-09-26T11:11:09.039896] [INFO ] [sig ] [959/2043] Completed JRS in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:09.040015] [INFO ] [sig ] [960/2043] Forecasting JXN... [2025-09-26T11:11:09.040100] [INFO ] [sig ] Generating forecast for: JXN [2025-09-26T11:11:09.040174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-09-26T11:11:09.051016] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'JXN'. [2025-09-26T11:11:09.051424] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-09-26T11:11:09.078671] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:09.079697] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-09-26T11:11:09.079781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:09.079856] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:09.079952] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:09.080134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:09.099490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:09.100184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:09.100292] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:09.100377] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:09.137765] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:09.137941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:09.137986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:09.138020] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:09.141621] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=69.55%) [2025-09-26T11:11:09.141963] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-09-26T11:11:09.142116] [INFO ] [sig ] JXN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:09.301348] [INFO ] [LOCAL ] Saved forecast: JXN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/JXN.txt [2025-09-26T11:11:09.301668] [INFO ] [sig ] [960/2043] Completed JXN in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:09.301740] [INFO ] [sig ] [961/2043] Forecasting K... [2025-09-26T11:11:09.301839] [INFO ] [sig ] Generating forecast for: K [2025-09-26T11:11:09.301919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-09-26T11:11:09.312862] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'K'. [2025-09-26T11:11:09.313298] [INFO ] [FORECASTER] Starting predict_future for K [2025-09-26T11:11:09.352553] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:09.353917] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-09-26T11:11:09.354028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:09.354135] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:09.354233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:09.354389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:09.373690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:09.374376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:09.374489] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:09.374559] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:09.414443] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:09.414615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:09.414696] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:09.414755] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:09.418613] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: UP (p=74.67%) [2025-09-26T11:11:09.418969] [INFO ] [FORECASTER] Completed predict_future for K [2025-09-26T11:11:09.419154] [INFO ] [sig ] K: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:09.583946] [INFO ] [LOCAL ] Saved forecast: K 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/K.txt [2025-09-26T11:11:09.584298] [INFO ] [sig ] [961/2043] Completed K in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:09.584401] [INFO ] [sig ] [962/2043] Forecasting KAI... [2025-09-26T11:11:09.584598] [INFO ] [sig ] Generating forecast for: KAI [2025-09-26T11:11:09.584711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-09-26T11:11:09.596057] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KAI'. [2025-09-26T11:11:09.596525] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-09-26T11:11:09.625556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:09.626593] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-09-26T11:11:09.626712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:09.626802] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:09.626915] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:09.627046] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:09.647156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:09.648038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:09.648169] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:09.648286] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:09.687581] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:09.687837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:09.687911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:09.687968] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:09.692934] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=33.49%) [2025-09-26T11:11:09.693332] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-09-26T11:11:09.693553] [INFO ] [sig ] KAI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:09.848257] [INFO ] [LOCAL ] Saved forecast: KAI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KAI.txt [2025-09-26T11:11:09.848567] [INFO ] [sig ] [962/2043] Completed KAI in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:09.848668] [INFO ] [sig ] [963/2043] Forecasting KAR... [2025-09-26T11:11:09.848746] [INFO ] [sig ] Generating forecast for: KAR [2025-09-26T11:11:09.848826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'. [2025-09-26T11:11:09.860636] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KAR'. [2025-09-26T11:11:09.861151] [INFO ] [FORECASTER] Starting predict_future for KAR [2025-09-26T11:11:09.888517] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:09.889507] [DEBUG] [LOCAL ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt [2025-09-26T11:11:09.889588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:09.889687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:09.889756] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:09.889855] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:09.908377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:09.909128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:09.909236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:09.909304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:09.947819] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:09.947989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:09.948033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:09.948067] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:09.951614] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: UP (p=55.91%) [2025-09-26T11:11:09.951974] [INFO ] [FORECASTER] Completed predict_future for KAR [2025-09-26T11:11:09.952136] [INFO ] [sig ] KAR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:10.103578] [INFO ] [LOCAL ] Saved forecast: KAR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KAR.txt [2025-09-26T11:11:10.103915] [INFO ] [sig ] [963/2043] Completed KAR in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:10.104020] [INFO ] [sig ] [964/2043] Forecasting KB... [2025-09-26T11:11:10.104105] [INFO ] [sig ] Generating forecast for: KB [2025-09-26T11:11:10.104190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-09-26T11:11:10.116081] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KB'. [2025-09-26T11:11:10.116496] [INFO ] [FORECASTER] Starting predict_future for KB [2025-09-26T11:11:10.144292] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:10.145221] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-09-26T11:11:10.145302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:10.145376] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:10.145447] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:10.145549] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:10.164892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:10.165722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:10.165836] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:10.165909] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:10.203410] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:10.203601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:10.203675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:10.203745] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:10.207759] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=16.02%) [2025-09-26T11:11:10.208090] [INFO ] [FORECASTER] Completed predict_future for KB [2025-09-26T11:11:10.208249] [INFO ] [sig ] KB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:10.363244] [INFO ] [LOCAL ] Saved forecast: KB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KB.txt [2025-09-26T11:11:10.363561] [INFO ] [sig ] [964/2043] Completed KB in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:10.363666] [INFO ] [sig ] [965/2043] Forecasting KBDC... [2025-09-26T11:11:10.363743] [INFO ] [sig ] Generating forecast for: KBDC [2025-09-26T11:11:10.363817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'. [2025-09-26T11:11:10.375545] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KBDC'. [2025-09-26T11:11:10.375956] [INFO ] [FORECASTER] Starting predict_future for KBDC [2025-09-26T11:11:10.402431] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:10.403321] [DEBUG] [LOCAL ] No optimal features file found for KBDC: ./output/feature-sets/KBDC.txt [2025-09-26T11:11:10.403401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:10.403474] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:10.403543] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:10.403667] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:10.421922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:10.422593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:10.422728] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:10.422800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:10.461174] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:10.461337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:10.461385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:10.461434] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:10.465281] [DEBUG] [FORECASTER] KBDC: Forecast T+1@11:T+2@11: DOWN (p=6.87%) [2025-09-26T11:11:10.465586] [INFO ] [FORECASTER] Completed predict_future for KBDC [2025-09-26T11:11:10.465772] [INFO ] [sig ] KBDC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:10.619808] [INFO ] [LOCAL ] Saved forecast: KBDC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KBDC.txt [2025-09-26T11:11:10.620130] [INFO ] [sig ] [965/2043] Completed KBDC in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:10.620212] [INFO ] [sig ] [966/2043] Forecasting KBH... [2025-09-26T11:11:10.620283] [INFO ] [sig ] Generating forecast for: KBH [2025-09-26T11:11:10.620357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-09-26T11:11:10.631703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KBH'. [2025-09-26T11:11:10.632128] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-09-26T11:11:10.660874] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:10.661845] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-09-26T11:11:10.661924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:10.661995] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:10.662075] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:10.662202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:10.682052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:10.682808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:10.682918] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:10.682999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:10.716441] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:10.716619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:10.716703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:10.716767] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:10.720480] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=29.27%) [2025-09-26T11:11:10.720821] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-09-26T11:11:10.720983] [INFO ] [sig ] KBH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:10.873954] [INFO ] [LOCAL ] Saved forecast: KBH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KBH.txt [2025-09-26T11:11:10.874240] [INFO ] [sig ] [966/2043] Completed KBH in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:10.874335] [INFO ] [sig ] [967/2043] Forecasting KBR... [2025-09-26T11:11:10.874414] [INFO ] [sig ] Generating forecast for: KBR [2025-09-26T11:11:10.874498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'. [2025-09-26T11:11:10.887121] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KBR'. [2025-09-26T11:11:10.887607] [INFO ] [FORECASTER] Starting predict_future for KBR [2025-09-26T11:11:10.917596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:10.919021] [DEBUG] [LOCAL ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt [2025-09-26T11:11:10.919108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:10.919188] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:10.919258] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:10.919363] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:10.940131] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:10.941104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:10.941230] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:10.941301] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:10.980812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:10.981011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:10.981061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:10.981096] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:10.985170] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: UP (p=98.34%) [2025-09-26T11:11:10.985574] [INFO ] [FORECASTER] Completed predict_future for KBR [2025-09-26T11:11:10.985768] [INFO ] [sig ] KBR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:11.148103] [INFO ] [LOCAL ] Saved forecast: KBR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KBR.txt [2025-09-26T11:11:11.148407] [INFO ] [sig ] [967/2043] Completed KBR in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:11.148485] [INFO ] [sig ] [968/2043] Forecasting KD... [2025-09-26T11:11:11.148554] [INFO ] [sig ] Generating forecast for: KD [2025-09-26T11:11:11.148626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-09-26T11:11:11.159689] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KD'. [2025-09-26T11:11:11.160133] [INFO ] [FORECASTER] Starting predict_future for KD [2025-09-26T11:11:11.187753] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:11.188687] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-09-26T11:11:11.188774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:11.188860] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:11.188943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:11.189068] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:11.208184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:11.209059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:11.209175] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:11.209262] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:11.251804] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:11.251998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:11.252048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:11.252084] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:11.256211] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=50.01%) [2025-09-26T11:11:11.256586] [INFO ] [FORECASTER] Completed predict_future for KD [2025-09-26T11:11:11.256781] [INFO ] [sig ] KD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:11.415570] [INFO ] [LOCAL ] Saved forecast: KD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KD.txt [2025-09-26T11:11:11.415943] [INFO ] [sig ] [968/2043] Completed KD in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:11.416025] [INFO ] [sig ] [969/2043] Forecasting KEN... [2025-09-26T11:11:11.416097] [INFO ] [sig ] Generating forecast for: KEN [2025-09-26T11:11:11.416169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-09-26T11:11:11.426786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEN'. [2025-09-26T11:11:11.427242] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-09-26T11:11:11.455457] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:11.456429] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-09-26T11:11:11.456519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:11.456589] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:11.456685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:11.456788] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:11.476466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:11.477285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:11.477400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:11.477471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:11.513207] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:11.513412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:11.513462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:11.513499] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:11.517271] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=5.63%) [2025-09-26T11:11:11.517592] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-09-26T11:11:11.517793] [INFO ] [sig ] KEN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:11.701392] [INFO ] [LOCAL ] Saved forecast: KEN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KEN.txt [2025-09-26T11:11:11.701842] [INFO ] [sig ] [969/2043] Completed KEN in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:11.701950] [INFO ] [sig ] [970/2043] Forecasting KEP... [2025-09-26T11:11:11.702042] [INFO ] [sig ] Generating forecast for: KEP [2025-09-26T11:11:11.702135] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-09-26T11:11:11.714168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEP'. [2025-09-26T11:11:11.714626] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-09-26T11:11:11.745069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:11.746171] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-09-26T11:11:11.746272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:11.746395] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:11.746480] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:11.746666] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:11.766900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:11.768196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:11.768341] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:11.768451] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:11.801538] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:11.801755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:11.801825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:11.801863] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:11.806841] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: UP (p=74.26%) [2025-09-26T11:11:11.807555] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-09-26T11:11:11.807832] [INFO ] [sig ] KEP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:11.971514] [INFO ] [LOCAL ] Saved forecast: KEP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KEP.txt [2025-09-26T11:11:11.971851] [INFO ] [sig ] [970/2043] Completed KEP in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:11.971951] [INFO ] [sig ] [971/2043] Forecasting KEX... [2025-09-26T11:11:11.972027] [INFO ] [sig ] Generating forecast for: KEX [2025-09-26T11:11:11.972096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-09-26T11:11:11.982738] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEX'. [2025-09-26T11:11:11.983164] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-09-26T11:11:12.010288] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:12.011292] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-09-26T11:11:12.011376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:12.011460] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:12.011541] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:12.011688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:12.033759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:12.034610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:12.034769] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:12.034846] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:12.064039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:12.064246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:12.064322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:12.064362] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:12.068272] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=0.80%) [2025-09-26T11:11:12.068586] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-09-26T11:11:12.068767] [INFO ] [sig ] KEX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:12.225443] [INFO ] [LOCAL ] Saved forecast: KEX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KEX.txt [2025-09-26T11:11:12.225796] [INFO ] [sig ] [971/2043] Completed KEX in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:12.225881] [INFO ] [sig ] [972/2043] Forecasting KEYS... [2025-09-26T11:11:12.225955] [INFO ] [sig ] Generating forecast for: KEYS [2025-09-26T11:11:12.226028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-09-26T11:11:12.238193] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KEYS'. [2025-09-26T11:11:12.238688] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-09-26T11:11:12.265981] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:12.267069] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-09-26T11:11:12.267174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:12.267313] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:12.267397] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:12.267555] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:12.286886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:12.287884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:12.288017] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:12.288124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:12.323124] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:12.323337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:12.323389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:12.323428] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:12.327824] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=47.38%) [2025-09-26T11:11:12.328156] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-09-26T11:11:12.328308] [INFO ] [sig ] KEYS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:12.478934] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KEYS.txt [2025-09-26T11:11:12.479311] [INFO ] [sig ] [972/2043] Completed KEYS in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:12.479409] [INFO ] [sig ] [973/2043] Forecasting KF... [2025-09-26T11:11:12.479509] [INFO ] [sig ] Generating forecast for: KF [2025-09-26T11:11:12.479609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-09-26T11:11:12.490062] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KF'. [2025-09-26T11:11:12.490588] [INFO ] [FORECASTER] Starting predict_future for KF [2025-09-26T11:11:12.518006] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:12.519154] [DEBUG] [LOCAL ] No optimal features file found for KF: ./output/feature-sets/KF.txt [2025-09-26T11:11:12.519261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:12.519364] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:12.519461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:12.519588] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:12.539089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:12.540102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:12.540246] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:12.540338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:12.572706] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:12.572909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:12.572961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:12.572998] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:12.577487] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: UP (p=74.58%) [2025-09-26T11:11:12.577882] [INFO ] [FORECASTER] Completed predict_future for KF [2025-09-26T11:11:12.578058] [INFO ] [sig ] KF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:12.734201] [INFO ] [LOCAL ] Saved forecast: KF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KF.txt [2025-09-26T11:11:12.734583] [INFO ] [sig ] [973/2043] Completed KF in 0.3s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:12.734686] [INFO ] [sig ] [974/2043] Forecasting KFRC... [2025-09-26T11:11:12.734757] [INFO ] [sig ] Generating forecast for: KFRC [2025-09-26T11:11:12.734829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-09-26T11:11:12.745677] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KFRC'. [2025-09-26T11:11:12.746094] [INFO ] [FORECASTER] Starting predict_future for KFRC [2025-09-26T11:11:12.773581] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:12.774814] [DEBUG] [LOCAL ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt [2025-09-26T11:11:12.774900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:12.774972] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:12.775093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:12.775235] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:12.794157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:12.795117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:12.795231] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:12.795317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:12.827883] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:12.828082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:12.828132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:12.828168] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:12.831995] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: DOWN (p=41.38%) [2025-09-26T11:11:12.832306] [INFO ] [FORECASTER] Completed predict_future for KFRC [2025-09-26T11:11:12.832453] [INFO ] [sig ] KFRC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:12.983924] [INFO ] [LOCAL ] Saved forecast: KFRC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KFRC.txt [2025-09-26T11:11:12.984292] [INFO ] [sig ] [974/2043] Completed KFRC in 0.2s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:12.984378] [INFO ] [sig ] [975/2043] Forecasting KFS... [2025-09-26T11:11:12.984449] [INFO ] [sig ] Generating forecast for: KFS [2025-09-26T11:11:12.984542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-09-26T11:11:12.995824] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KFS'. [2025-09-26T11:11:12.996332] [INFO ] [FORECASTER] Starting predict_future for KFS [2025-09-26T11:11:13.023406] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:13.024307] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-09-26T11:11:13.024390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:13.024461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:13.024532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:13.024627] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:13.042929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:13.043794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:13.043906] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:13.043974] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:13.070875] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:13.071007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:13.071049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:13.071083] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:13.074387] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=48.42%) [2025-09-26T11:11:13.074697] [INFO ] [FORECASTER] Completed predict_future for KFS [2025-09-26T11:11:13.074852] [INFO ] [sig ] KFS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:13.223747] [INFO ] [LOCAL ] Saved forecast: KFS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KFS.txt [2025-09-26T11:11:13.224070] [INFO ] [sig ] [975/2043] Completed KFS in 0.2s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:13.224152] [INFO ] [sig ] [976/2043] Forecasting KFY... [2025-09-26T11:11:13.224222] [INFO ] [sig ] Generating forecast for: KFY [2025-09-26T11:11:13.224293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-09-26T11:11:13.236341] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KFY'. [2025-09-26T11:11:13.236796] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-09-26T11:11:13.263937] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:13.264866] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-09-26T11:11:13.264946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:13.265018] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:13.265088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:13.265189] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:13.283508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:13.284358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:13.284475] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:13.284553] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:13.315739] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:13.315952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:13.316006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:13.316043] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:13.320422] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=92.63%) [2025-09-26T11:11:13.320830] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-09-26T11:11:13.321008] [INFO ] [sig ] KFY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:13.472716] [INFO ] [LOCAL ] Saved forecast: KFY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KFY.txt [2025-09-26T11:11:13.473047] [INFO ] [sig ] [976/2043] Completed KFY in 0.2s | 3.74 sym/s | Total: 4.3m | ETA: 4.8m [2025-09-26T11:11:13.473142] [INFO ] [sig ] [977/2043] Forecasting KGC... [2025-09-26T11:11:13.473243] [INFO ] [sig ] Generating forecast for: KGC [2025-09-26T11:11:13.473335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'. [2025-09-26T11:11:13.484362] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KGC'. [2025-09-26T11:11:13.484795] [INFO ] [FORECASTER] Starting predict_future for KGC [2025-09-26T11:11:13.512595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:13.513779] [DEBUG] [LOCAL ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt [2025-09-26T11:11:13.513863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:13.513936] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:13.514005] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:13.514106] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:13.534346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:13.535387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:13.535511] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:13.535584] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:13.565357] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:13.565528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:13.565577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:13.565614] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:13.569769] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: DOWN (p=6.66%) [2025-09-26T11:11:13.570075] [INFO ] [FORECASTER] Completed predict_future for KGC [2025-09-26T11:11:13.570216] [INFO ] [sig ] KGC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:13.724440] [INFO ] [LOCAL ] Saved forecast: KGC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KGC.txt [2025-09-26T11:11:13.724796] [INFO ] [sig ] [977/2043] Completed KGC in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:13.724882] [INFO ] [sig ] [978/2043] Forecasting KGS... [2025-09-26T11:11:13.724962] [INFO ] [sig ] Generating forecast for: KGS [2025-09-26T11:11:13.725037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-09-26T11:11:13.736241] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KGS'. [2025-09-26T11:11:13.736633] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-09-26T11:11:13.763220] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:13.764182] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-09-26T11:11:13.764265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:13.764340] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:13.764426] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:13.764610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:13.783670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:13.784309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:13.784420] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:13.784503] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:13.818224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:13.818417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:13.818467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:13.818502] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:13.822474] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=37.94%) [2025-09-26T11:11:13.822881] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-09-26T11:11:13.823042] [INFO ] [sig ] KGS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:13.973410] [INFO ] [LOCAL ] Saved forecast: KGS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KGS.txt [2025-09-26T11:11:13.973794] [INFO ] [sig ] [978/2043] Completed KGS in 0.2s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:13.973883] [INFO ] [sig ] [979/2043] Forecasting KIM... [2025-09-26T11:11:13.973969] [INFO ] [sig ] Generating forecast for: KIM [2025-09-26T11:11:13.974054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-09-26T11:11:13.986441] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KIM'. [2025-09-26T11:11:13.986973] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-09-26T11:11:14.013164] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:14.014100] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-09-26T11:11:14.014180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:14.014251] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:14.014319] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:14.014417] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:14.033512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:14.034452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:14.034586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:14.034706] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:14.082978] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:14.083203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:14.083260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:14.083301] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:14.088343] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=41.53%) [2025-09-26T11:11:14.088874] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-09-26T11:11:14.089076] [INFO ] [sig ] KIM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:14.307455] [INFO ] [LOCAL ] Saved forecast: KIM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KIM.txt [2025-09-26T11:11:14.307859] [INFO ] [sig ] [979/2043] Completed KIM in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:14.307972] [INFO ] [sig ] [980/2043] Forecasting KIO... [2025-09-26T11:11:14.308073] [INFO ] [sig ] Generating forecast for: KIO [2025-09-26T11:11:14.308173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-09-26T11:11:14.322832] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KIO'. [2025-09-26T11:11:14.323595] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-09-26T11:11:14.367835] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:14.369221] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-09-26T11:11:14.369321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:14.369424] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:14.369514] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:14.369676] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:14.401182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:14.402407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:14.402563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:14.402683] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:14.442949] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:14.443165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:14.443217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:14.443255] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:14.447737] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=79.73%) [2025-09-26T11:11:14.448189] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-09-26T11:11:14.448387] [INFO ] [sig ] KIO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:14.608157] [INFO ] [LOCAL ] Saved forecast: KIO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KIO.txt [2025-09-26T11:11:14.608489] [INFO ] [sig ] [980/2043] Completed KIO in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:14.608573] [INFO ] [sig ] [981/2043] Forecasting KKR... [2025-09-26T11:11:14.608672] [INFO ] [sig ] Generating forecast for: KKR [2025-09-26T11:11:14.608811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'. [2025-09-26T11:11:14.622362] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KKR'. [2025-09-26T11:11:14.622973] [INFO ] [FORECASTER] Starting predict_future for KKR [2025-09-26T11:11:14.659295] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:14.660457] [DEBUG] [LOCAL ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt [2025-09-26T11:11:14.660552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:14.660664] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:14.660756] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:14.660884] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:14.681145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:14.682128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:14.682265] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:14.682347] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:14.713207] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:14.713410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:14.713474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:14.713552] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:14.717808] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: UP (p=75.29%) [2025-09-26T11:11:14.718115] [INFO ] [FORECASTER] Completed predict_future for KKR [2025-09-26T11:11:14.718260] [INFO ] [sig ] KKR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:14.887163] [INFO ] [LOCAL ] Saved forecast: KKR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KKR.txt [2025-09-26T11:11:14.887451] [INFO ] [sig ] [981/2043] Completed KKR in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:14.887541] [INFO ] [sig ] [982/2043] Forecasting KKRS... [2025-09-26T11:11:14.887610] [INFO ] [sig ] Generating forecast for: KKRS [2025-09-26T11:11:14.887709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-09-26T11:11:14.897404] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KKRS'. [2025-09-26T11:11:14.897783] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-09-26T11:11:14.924601] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:14.925485] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-09-26T11:11:14.925576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:14.925698] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:14.925794] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:14.925935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:14.944246] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:14.945110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:14.945246] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:14.945339] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:14.989046] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:14.989251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:14.989304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:14.989342] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:14.993625] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=87.01%) [2025-09-26T11:11:14.993993] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-09-26T11:11:14.994149] [INFO ] [sig ] KKRS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:15.145919] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KKRS.txt [2025-09-26T11:11:15.146291] [INFO ] [sig ] [982/2043] Completed KKRS in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:15.146388] [INFO ] [sig ] [983/2043] Forecasting KLC... [2025-09-26T11:11:15.146483] [INFO ] [sig ] Generating forecast for: KLC [2025-09-26T11:11:15.146578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'. [2025-09-26T11:11:15.157705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KLC'. [2025-09-26T11:11:15.158178] [INFO ] [FORECASTER] Starting predict_future for KLC [2025-09-26T11:11:15.186698] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:15.189135] [DEBUG] [LOCAL ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt [2025-09-26T11:11:15.189279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:15.189371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:15.189458] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:15.189589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:15.209412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:15.210138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:15.210258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:15.210331] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:15.249113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:15.249255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:15.249302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:15.249338] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:15.252971] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: UP (p=83.36%) [2025-09-26T11:11:15.253275] [INFO ] [FORECASTER] Completed predict_future for KLC [2025-09-26T11:11:15.253428] [INFO ] [sig ] KLC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:15.405494] [INFO ] [LOCAL ] Saved forecast: KLC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KLC.txt [2025-09-26T11:11:15.405790] [INFO ] [sig ] [983/2043] Completed KLC in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:15.405874] [INFO ] [sig ] [984/2043] Forecasting KLG... [2025-09-26T11:11:15.406035] [INFO ] [sig ] Generating forecast for: KLG [2025-09-26T11:11:15.406120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLG' from 'https://tdm.silogroup.org/data/derivative_storage/KLG.csv'. [2025-09-26T11:11:15.418089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KLG'. [2025-09-26T11:11:15.418634] [INFO ] [FORECASTER] Starting predict_future for KLG [2025-09-26T11:11:15.447163] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:15.448189] [DEBUG] [LOCAL ] No optimal features file found for KLG: ./output/feature-sets/KLG.txt [2025-09-26T11:11:15.448274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:15.448348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:15.448417] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:15.448517] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:15.467425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:15.468296] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:15.468414] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:15.468492] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:15.504439] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:15.504665] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:15.504750] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:15.504854] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:15.508791] [DEBUG] [FORECASTER] KLG: Forecast T+1@11:T+2@11: DOWN (p=10.12%) [2025-09-26T11:11:15.509127] [INFO ] [FORECASTER] Completed predict_future for KLG [2025-09-26T11:11:15.509283] [INFO ] [sig ] KLG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:15.664386] [INFO ] [LOCAL ] Saved forecast: KLG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KLG.txt [2025-09-26T11:11:15.664737] [INFO ] [sig ] [984/2043] Completed KLG in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:15.664821] [INFO ] [sig ] [985/2043] Forecasting KMI... [2025-09-26T11:11:15.664893] [INFO ] [sig ] Generating forecast for: KMI [2025-09-26T11:11:15.664972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-09-26T11:11:15.676146] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMI'. [2025-09-26T11:11:15.676610] [INFO ] [FORECASTER] Starting predict_future for KMI [2025-09-26T11:11:15.703606] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:15.704622] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-09-26T11:11:15.704729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:15.704805] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:15.704875] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:15.704977] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:15.724523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:15.725516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:15.725668] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:15.725745] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:15.761343] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:15.761541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:15.761591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:15.761628] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:15.765596] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-09-26T11:11:15.765981] [INFO ] [FORECASTER] Completed predict_future for KMI [2025-09-26T11:11:15.766143] [INFO ] [sig ] KMI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:15.926749] [INFO ] [LOCAL ] Saved forecast: KMI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KMI.txt [2025-09-26T11:11:15.927150] [INFO ] [sig ] [985/2043] Completed KMI in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:15.927262] [INFO ] [sig ] [986/2043] Forecasting KMPB... [2025-09-26T11:11:15.927353] [INFO ] [sig ] Generating forecast for: KMPB [2025-09-26T11:11:15.927446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-09-26T11:11:15.938149] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'KMPB'. [2025-09-26T11:11:15.938469] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-09-26T11:11:15.966054] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:15.966925] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-09-26T11:11:15.967004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:15.967075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:15.967143] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:15.967241] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:15.986348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:15.987196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:15.987317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:15.987396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:16.026977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:16.027162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:16.027210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:16.027244] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:16.031081] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=65.76%) [2025-09-26T11:11:16.031390] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-09-26T11:11:16.031535] [INFO ] [sig ] KMPB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:16.188298] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KMPB.txt [2025-09-26T11:11:16.188556] [INFO ] [sig ] [986/2043] Completed KMPB in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:16.188633] [INFO ] [sig ] [987/2043] Forecasting KMPR... [2025-09-26T11:11:16.188739] [INFO ] [sig ] Generating forecast for: KMPR [2025-09-26T11:11:16.188812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'. [2025-09-26T11:11:16.200800] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMPR'. [2025-09-26T11:11:16.201329] [INFO ] [FORECASTER] Starting predict_future for KMPR [2025-09-26T11:11:16.230533] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:16.231689] [DEBUG] [LOCAL ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt [2025-09-26T11:11:16.231810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:16.231905] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:16.232025] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:16.232237] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:16.254408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:16.255505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:16.255671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:16.255759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:16.294800] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:16.295014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:16.295067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:16.295101] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:16.299077] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: UP (p=73.48%) [2025-09-26T11:11:16.299383] [INFO ] [FORECASTER] Completed predict_future for KMPR [2025-09-26T11:11:16.299527] [INFO ] [sig ] KMPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:16.456207] [INFO ] [LOCAL ] Saved forecast: KMPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KMPR.txt [2025-09-26T11:11:16.456583] [INFO ] [sig ] [987/2043] Completed KMPR in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:16.456690] [INFO ] [sig ] [988/2043] Forecasting KMT... [2025-09-26T11:11:16.456762] [INFO ] [sig ] Generating forecast for: KMT [2025-09-26T11:11:16.456898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'. [2025-09-26T11:11:16.469454] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMT'. [2025-09-26T11:11:16.469912] [INFO ] [FORECASTER] Starting predict_future for KMT [2025-09-26T11:11:16.499489] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:16.500607] [DEBUG] [LOCAL ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt [2025-09-26T11:11:16.500741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:16.500833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:16.500925] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:16.501060] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:16.521563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:16.522511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:16.522701] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:16.522788] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:16.565105] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:16.565243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:16.565286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:16.565319] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:16.568852] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: UP (p=80.07%) [2025-09-26T11:11:16.569168] [INFO ] [FORECASTER] Completed predict_future for KMT [2025-09-26T11:11:16.569327] [INFO ] [sig ] KMT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:16.717701] [INFO ] [LOCAL ] Saved forecast: KMT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KMT.txt [2025-09-26T11:11:16.717972] [INFO ] [sig ] [988/2043] Completed KMT in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:16.718049] [INFO ] [sig ] [989/2043] Forecasting KMX... [2025-09-26T11:11:16.718121] [INFO ] [sig ] Generating forecast for: KMX [2025-09-26T11:11:16.718191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-09-26T11:11:16.729089] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KMX'. [2025-09-26T11:11:16.729406] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-09-26T11:11:16.755190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:16.756072] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-09-26T11:11:16.756151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:16.756225] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:16.756294] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:16.756393] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:16.774402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:16.775021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:16.775150] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:16.775223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:16.811970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:16.812080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:16.812120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:16.812153] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:16.815367] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=40.73%) [2025-09-26T11:11:16.815666] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-09-26T11:11:16.815825] [INFO ] [sig ] KMX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:16.978936] [INFO ] [LOCAL ] Saved forecast: KMX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KMX.txt [2025-09-26T11:11:16.979260] [INFO ] [sig ] [989/2043] Completed KMX in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:16.979343] [INFO ] [sig ] [990/2043] Forecasting KN... [2025-09-26T11:11:16.979414] [INFO ] [sig ] Generating forecast for: KN [2025-09-26T11:11:16.979489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-09-26T11:11:16.991126] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KN'. [2025-09-26T11:11:16.991678] [INFO ] [FORECASTER] Starting predict_future for KN [2025-09-26T11:11:17.021277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:17.022503] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-09-26T11:11:17.022626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:17.022756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:17.022852] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:17.022981] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:17.044698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:17.045705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:17.045830] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:17.045914] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:17.090682] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:17.090928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:17.090987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:17.091031] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:17.095083] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=35.47%) [2025-09-26T11:11:17.095463] [INFO ] [FORECASTER] Completed predict_future for KN [2025-09-26T11:11:17.095623] [INFO ] [sig ] KN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:17.254241] [INFO ] [LOCAL ] Saved forecast: KN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KN.txt [2025-09-26T11:11:17.254575] [INFO ] [sig ] [990/2043] Completed KN in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:17.254679] [INFO ] [sig ] [991/2043] Forecasting KNF... [2025-09-26T11:11:17.254764] [INFO ] [sig ] Generating forecast for: KNF [2025-09-26T11:11:17.254850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-09-26T11:11:17.266313] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNF'. [2025-09-26T11:11:17.266846] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-09-26T11:11:17.293592] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:17.294518] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-09-26T11:11:17.294600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:17.294698] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:17.294770] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:17.294872] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:17.314733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:17.315580] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:17.315725] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:17.315798] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:17.354335] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:17.354536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:17.354586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:17.354621] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:17.358507] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=92.72%) [2025-09-26T11:11:17.358879] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-09-26T11:11:17.359055] [INFO ] [sig ] KNF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:17.528237] [INFO ] [LOCAL ] Saved forecast: KNF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KNF.txt [2025-09-26T11:11:17.528539] [INFO ] [sig ] [991/2043] Completed KNF in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:17.528619] [INFO ] [sig ] [992/2043] Forecasting KNOP... [2025-09-26T11:11:17.528710] [INFO ] [sig ] Generating forecast for: KNOP [2025-09-26T11:11:17.528783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-09-26T11:11:17.540190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNOP'. [2025-09-26T11:11:17.540635] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-09-26T11:11:17.566971] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:17.567898] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-09-26T11:11:17.567976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:17.568049] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:17.568118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:17.568215] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:17.586790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:17.587699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:17.587818] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:17.587889] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:17.624524] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:17.624764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:17.624832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:17.624869] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:17.628610] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=2.13%) [2025-09-26T11:11:17.628931] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-09-26T11:11:17.629091] [INFO ] [sig ] KNOP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:17.785040] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KNOP.txt [2025-09-26T11:11:17.785376] [INFO ] [sig ] [992/2043] Completed KNOP in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:17.785454] [INFO ] [sig ] [993/2043] Forecasting KNSL... [2025-09-26T11:11:17.785525] [INFO ] [sig ] Generating forecast for: KNSL [2025-09-26T11:11:17.785597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-09-26T11:11:17.796929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNSL'. [2025-09-26T11:11:17.797328] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-09-26T11:11:17.823746] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:17.824639] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-09-26T11:11:17.824749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:17.824836] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:17.824919] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:17.825043] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:17.843100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:17.844093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:17.844220] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:17.844303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:17.883905] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:17.884125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:17.884181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:17.884217] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:17.887968] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=14.15%) [2025-09-26T11:11:17.888261] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-09-26T11:11:17.888455] [INFO ] [sig ] KNSL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:18.047955] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KNSL.txt [2025-09-26T11:11:18.048320] [INFO ] [sig ] [993/2043] Completed KNSL in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:18.048406] [INFO ] [sig ] [994/2043] Forecasting KNTK... [2025-09-26T11:11:18.048501] [INFO ] [sig ] Generating forecast for: KNTK [2025-09-26T11:11:18.048598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-09-26T11:11:18.060088] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNTK'. [2025-09-26T11:11:18.060463] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-09-26T11:11:18.087722] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:18.088666] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-09-26T11:11:18.088775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:18.088853] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:18.088927] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:18.089029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:18.107471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:18.108106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:18.108213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:18.108282] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:18.148835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:18.148942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:18.148983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:18.149016] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:18.152313] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=10.75%) [2025-09-26T11:11:18.152593] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-09-26T11:11:18.152767] [INFO ] [sig ] KNTK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:18.305851] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KNTK.txt [2025-09-26T11:11:18.306127] [INFO ] [sig ] [994/2043] Completed KNTK in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:18.306208] [INFO ] [sig ] [995/2043] Forecasting KNX... [2025-09-26T11:11:18.306279] [INFO ] [sig ] Generating forecast for: KNX [2025-09-26T11:11:18.306352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-09-26T11:11:18.318069] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KNX'. [2025-09-26T11:11:18.318691] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-09-26T11:11:18.347093] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:18.348052] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-09-26T11:11:18.348142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:18.348222] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:18.348294] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:18.348416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:18.368048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:18.368979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:18.369105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:18.369264] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:18.406761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:18.407012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:18.407080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:18.407127] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:18.411176] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=57.03%) [2025-09-26T11:11:18.411485] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-09-26T11:11:18.411639] [INFO ] [sig ] KNX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:18.564353] [INFO ] [LOCAL ] Saved forecast: KNX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KNX.txt [2025-09-26T11:11:18.564727] [INFO ] [sig ] [995/2043] Completed KNX in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:18.564814] [INFO ] [sig ] [996/2043] Forecasting KODK... [2025-09-26T11:11:18.564883] [INFO ] [sig ] Generating forecast for: KODK [2025-09-26T11:11:18.564963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-09-26T11:11:18.575942] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KODK'. [2025-09-26T11:11:18.576351] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-09-26T11:11:18.602772] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:18.603636] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-09-26T11:11:18.603742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:18.603848] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:18.603940] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:18.604082] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:18.622804] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:18.623432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:18.623553] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:18.623669] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:18.666639] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:18.666792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:18.666884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:18.666932] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:18.670830] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: UP (p=63.09%) [2025-09-26T11:11:18.671137] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-09-26T11:11:18.671294] [INFO ] [sig ] KODK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:18.823930] [INFO ] [LOCAL ] Saved forecast: KODK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KODK.txt [2025-09-26T11:11:18.824254] [INFO ] [sig ] [996/2043] Completed KODK in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:18.824344] [INFO ] [sig ] [997/2043] Forecasting KOF... [2025-09-26T11:11:18.824437] [INFO ] [sig ] Generating forecast for: KOF [2025-09-26T11:11:18.824530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-09-26T11:11:18.838143] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KOF'. [2025-09-26T11:11:18.838787] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-09-26T11:11:18.876292] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:18.877636] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-09-26T11:11:18.877779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:18.877872] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:18.877949] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:18.878086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:18.900453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:18.901492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:18.901615] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:18.901728] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:18.944971] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:18.945184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:18.945240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:18.945281] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:18.949569] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: DOWN (p=0.44%) [2025-09-26T11:11:18.949963] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-09-26T11:11:18.950141] [INFO ] [sig ] KOF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:19.102720] [INFO ] [LOCAL ] Saved forecast: KOF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KOF.txt [2025-09-26T11:11:19.103080] [INFO ] [sig ] [997/2043] Completed KOF in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:19.103187] [INFO ] [sig ] [998/2043] Forecasting KOP... [2025-09-26T11:11:19.103260] [INFO ] [sig ] Generating forecast for: KOP [2025-09-26T11:11:19.103348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-09-26T11:11:19.115133] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KOP'. [2025-09-26T11:11:19.115668] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-09-26T11:11:19.144303] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:19.145348] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-09-26T11:11:19.145434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:19.145508] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:19.145594] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:19.145731] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:19.165535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:19.166461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:19.166582] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:19.166693] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:19.207903] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:19.208125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:19.208178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:19.208215] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:19.212467] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=60.83%) [2025-09-26T11:11:19.213148] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-09-26T11:11:19.213437] [INFO ] [sig ] KOP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:19.379829] [INFO ] [LOCAL ] Saved forecast: KOP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KOP.txt [2025-09-26T11:11:19.380219] [INFO ] [sig ] [998/2043] Completed KOP in 0.3s | 3.74 sym/s | Total: 4.4m | ETA: 4.7m [2025-09-26T11:11:19.380328] [INFO ] [sig ] [999/2043] Forecasting KORE... [2025-09-26T11:11:19.380415] [INFO ] [sig ] Generating forecast for: KORE [2025-09-26T11:11:19.380510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-09-26T11:11:19.391466] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KORE'. [2025-09-26T11:11:19.391939] [INFO ] [FORECASTER] Starting predict_future for KORE [2025-09-26T11:11:19.421446] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:19.422597] [DEBUG] [LOCAL ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt [2025-09-26T11:11:19.422716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:19.422793] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:19.422864] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:19.422966] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:19.443761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:19.444690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:19.444834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:19.444913] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:19.487161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:19.487361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:19.487410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:19.487446] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:19.492200] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-09-26T11:11:19.492542] [INFO ] [FORECASTER] Completed predict_future for KORE [2025-09-26T11:11:19.492728] [INFO ] [sig ] KORE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:19.672884] [INFO ] [LOCAL ] Saved forecast: KORE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KORE.txt [2025-09-26T11:11:19.673301] [INFO ] [sig ] [999/2043] Completed KORE in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.7m [2025-09-26T11:11:19.673409] [INFO ] [sig ] [1000/2043] Forecasting KOS... [2025-09-26T11:11:19.673498] [INFO ] [sig ] Generating forecast for: KOS [2025-09-26T11:11:19.673590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-09-26T11:11:19.685448] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KOS'. [2025-09-26T11:11:19.685937] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-09-26T11:11:19.712821] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:19.713608] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-09-26T11:11:19.713709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:19.713787] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:19.713861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:19.713962] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:19.732670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:19.733415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:19.733556] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:19.733628] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:19.780067] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:19.780275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:19.780327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:19.780364] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:19.784825] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=2.48%) [2025-09-26T11:11:19.785221] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-09-26T11:11:19.785462] [INFO ] [sig ] KOS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:19.936784] [INFO ] [LOCAL ] Saved forecast: KOS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KOS.txt [2025-09-26T11:11:19.937075] [INFO ] [sig ] [1000/2043] Completed KOS in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:19.937154] [INFO ] [sig ] [1001/2043] Forecasting KR... [2025-09-26T11:11:19.937223] [INFO ] [sig ] Generating forecast for: KR [2025-09-26T11:11:19.937271] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-09-26T11:11:19.949750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KR'. [2025-09-26T11:11:19.950297] [INFO ] [FORECASTER] Starting predict_future for KR [2025-09-26T11:11:19.978067] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:19.979006] [DEBUG] [LOCAL ] No optimal features file found for KR: ./output/feature-sets/KR.txt [2025-09-26T11:11:19.979088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:19.979163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:19.979233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:19.979334] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:19.998519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:19.999228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:19.999342] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:19.999413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:20.038021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:20.038214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:20.038263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:20.038299] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:20.042044] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: DOWN (p=21.82%) [2025-09-26T11:11:20.042347] [INFO ] [FORECASTER] Completed predict_future for KR [2025-09-26T11:11:20.042500] [INFO ] [sig ] KR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:20.197972] [INFO ] [LOCAL ] Saved forecast: KR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KR.txt [2025-09-26T11:11:20.198322] [INFO ] [sig ] [1001/2043] Completed KR in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:20.198406] [INFO ] [sig ] [1002/2043] Forecasting KRC... [2025-09-26T11:11:20.198477] [INFO ] [sig ] Generating forecast for: KRC [2025-09-26T11:11:20.198552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-09-26T11:11:20.209861] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRC'. [2025-09-26T11:11:20.210342] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-09-26T11:11:20.237637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:20.238563] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-09-26T11:11:20.238668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:20.238745] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:20.238815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:20.238916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:20.257175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:20.257890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:20.258000] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:20.258070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:20.304065] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:20.304282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:20.304334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:20.304371] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:20.308340] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=63.02%) [2025-09-26T11:11:20.308715] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-09-26T11:11:20.308902] [INFO ] [sig ] KRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:20.471176] [INFO ] [LOCAL ] Saved forecast: KRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KRC.txt [2025-09-26T11:11:20.471519] [INFO ] [sig ] [1002/2043] Completed KRC in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:20.471600] [INFO ] [sig ] [1003/2043] Forecasting KREF... [2025-09-26T11:11:20.471705] [INFO ] [sig ] Generating forecast for: KREF [2025-09-26T11:11:20.471781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-09-26T11:11:20.483724] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KREF'. [2025-09-26T11:11:20.484273] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-09-26T11:11:20.513262] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:20.514274] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-09-26T11:11:20.514358] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:20.514433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:20.514503] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:20.514602] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:20.534360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:20.535437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:20.535559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:20.535632] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:20.584866] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:20.585101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:20.585209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:20.585280] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:20.589491] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-09-26T11:11:20.590003] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-09-26T11:11:20.590236] [INFO ] [sig ] KREF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:20.777263] [INFO ] [LOCAL ] Saved forecast: KREF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KREF.txt [2025-09-26T11:11:20.777581] [INFO ] [sig ] [1003/2043] Completed KREF in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:20.777689] [INFO ] [sig ] [1004/2043] Forecasting KRG... [2025-09-26T11:11:20.777855] [INFO ] [sig ] Generating forecast for: KRG [2025-09-26T11:11:20.777895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-09-26T11:11:20.790035] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRG'. [2025-09-26T11:11:20.790539] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-09-26T11:11:20.817740] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:20.818720] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-09-26T11:11:20.818800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:20.818890] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:20.818977] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:20.819110] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:20.838146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:20.839138] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:20.839269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:20.839382] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:20.882024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:20.882232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:20.882283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:20.882320] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:20.886613] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=8.45%) [2025-09-26T11:11:20.887084] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-09-26T11:11:20.887270] [INFO ] [sig ] KRG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:21.044891] [INFO ] [LOCAL ] Saved forecast: KRG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KRG.txt [2025-09-26T11:11:21.045202] [INFO ] [sig ] [1004/2043] Completed KRG in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:21.045280] [INFO ] [sig ] [1005/2043] Forecasting KRO... [2025-09-26T11:11:21.045350] [INFO ] [sig ] Generating forecast for: KRO [2025-09-26T11:11:21.045421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-09-26T11:11:21.056788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRO'. [2025-09-26T11:11:21.057249] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-09-26T11:11:21.083600] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:21.084554] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-09-26T11:11:21.084637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:21.084736] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:21.084819] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:21.085013] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:21.104059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:21.104881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:21.105036] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:21.105112] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:21.140853] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:21.141063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:21.141117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:21.141156] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:21.145030] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=26.09%) [2025-09-26T11:11:21.145370] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-09-26T11:11:21.145528] [INFO ] [sig ] KRO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:21.297034] [INFO ] [LOCAL ] Saved forecast: KRO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KRO.txt [2025-09-26T11:11:21.297460] [INFO ] [sig ] [1005/2043] Completed KRO in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:21.297546] [INFO ] [sig ] [1006/2043] Forecasting KRP... [2025-09-26T11:11:21.297631] [INFO ] [sig ] Generating forecast for: KRP [2025-09-26T11:11:21.297736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-09-26T11:11:21.309451] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KRP'. [2025-09-26T11:11:21.309869] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-09-26T11:11:21.340694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:21.341699] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-09-26T11:11:21.341781] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:21.341856] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:21.341928] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:21.342033] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:21.361748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:21.362408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:21.362522] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:21.362591] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:21.395090] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:21.395256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:21.395301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:21.395335] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:21.398918] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=6.82%) [2025-09-26T11:11:21.399205] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-09-26T11:11:21.399346] [INFO ] [sig ] KRP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:21.551351] [INFO ] [LOCAL ] Saved forecast: KRP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KRP.txt [2025-09-26T11:11:21.551720] [INFO ] [sig ] [1006/2043] Completed KRP in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:21.551802] [INFO ] [sig ] [1007/2043] Forecasting KSS... [2025-09-26T11:11:21.551871] [INFO ] [sig ] Generating forecast for: KSS [2025-09-26T11:11:21.551944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-09-26T11:11:21.563697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KSS'. [2025-09-26T11:11:21.564140] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-09-26T11:11:21.591695] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:21.592705] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-09-26T11:11:21.592785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:21.592858] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:21.592926] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:21.593028] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:21.612886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:21.613820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:21.613938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:21.614027] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:21.649820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:21.650008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:21.650055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:21.650092] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:21.653926] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=34.84%) [2025-09-26T11:11:21.654296] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-09-26T11:11:21.654456] [INFO ] [sig ] KSS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:21.825935] [INFO ] [LOCAL ] Saved forecast: KSS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KSS.txt [2025-09-26T11:11:21.826259] [INFO ] [sig ] [1007/2043] Completed KSS in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:21.826340] [INFO ] [sig ] [1008/2043] Forecasting KT... [2025-09-26T11:11:21.826605] [INFO ] [sig ] Generating forecast for: KT [2025-09-26T11:11:21.826731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-09-26T11:11:21.839900] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KT'. [2025-09-26T11:11:21.840454] [INFO ] [FORECASTER] Starting predict_future for KT [2025-09-26T11:11:21.869883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:21.870845] [DEBUG] [LOCAL ] No optimal features file found for KT: ./output/feature-sets/KT.txt [2025-09-26T11:11:21.870926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:21.871015] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:21.871099] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:21.871227] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:21.890471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:21.891226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:21.891340] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:21.891421] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:21.933258] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:21.933448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:21.933497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:21.933533] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:21.938381] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=26.52%) [2025-09-26T11:11:21.938852] [INFO ] [FORECASTER] Completed predict_future for KT [2025-09-26T11:11:21.939090] [INFO ] [sig ] KT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:22.110033] [INFO ] [LOCAL ] Saved forecast: KT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KT.txt [2025-09-26T11:11:22.110380] [INFO ] [sig ] [1008/2043] Completed KT in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:22.110457] [INFO ] [sig ] [1009/2043] Forecasting KTB... [2025-09-26T11:11:22.110551] [INFO ] [sig ] Generating forecast for: KTB [2025-09-26T11:11:22.110623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-09-26T11:11:22.121786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KTB'. [2025-09-26T11:11:22.122234] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-09-26T11:11:22.149339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:22.150293] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-09-26T11:11:22.150381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:22.150455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:22.150523] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:22.150624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:22.169086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:22.169804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:22.169913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:22.169984] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:22.202994] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:22.203230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:22.203281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:22.203316] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:22.207376] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=81.28%) [2025-09-26T11:11:22.207717] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-09-26T11:11:22.207923] [INFO ] [sig ] KTB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:22.364252] [INFO ] [LOCAL ] Saved forecast: KTB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KTB.txt [2025-09-26T11:11:22.364576] [INFO ] [sig ] [1009/2043] Completed KTB in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:22.364681] [INFO ] [sig ] [1010/2043] Forecasting KTF... [2025-09-26T11:11:22.364752] [INFO ] [sig ] Generating forecast for: KTF [2025-09-26T11:11:22.364824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-09-26T11:11:22.375412] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KTF'. [2025-09-26T11:11:22.375822] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-09-26T11:11:22.401973] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:22.402900] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-09-26T11:11:22.402979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:22.403052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:22.403120] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:22.403216] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:22.421277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:22.422193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:22.422320] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:22.422390] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:22.459024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:22.459211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:22.459299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:22.459356] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:22.463137] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=81.46%) [2025-09-26T11:11:22.463435] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-09-26T11:11:22.463583] [INFO ] [sig ] KTF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:22.615413] [INFO ] [LOCAL ] Saved forecast: KTF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KTF.txt [2025-09-26T11:11:22.615745] [INFO ] [sig ] [1010/2043] Completed KTF in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:22.615825] [INFO ] [sig ] [1011/2043] Forecasting KVUE... [2025-09-26T11:11:22.615892] [INFO ] [sig ] Generating forecast for: KVUE [2025-09-26T11:11:22.615964] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-09-26T11:11:22.627118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KVUE'. [2025-09-26T11:11:22.627627] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-09-26T11:11:22.654188] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:22.655167] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-09-26T11:11:22.655252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:22.655391] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:22.655486] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:22.655621] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:22.673883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:22.674673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:22.674789] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:22.674860] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:22.713363] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:22.713548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:22.713595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:22.713630] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:22.717626] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=8.22%) [2025-09-26T11:11:22.717955] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-09-26T11:11:22.718113] [INFO ] [sig ] KVUE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:22.871967] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KVUE.txt [2025-09-26T11:11:22.872289] [INFO ] [sig ] [1011/2043] Completed KVUE in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:22.872370] [INFO ] [sig ] [1012/2043] Forecasting KVYO... [2025-09-26T11:11:22.872442] [INFO ] [sig ] Generating forecast for: KVYO [2025-09-26T11:11:22.872516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-09-26T11:11:22.883039] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KVYO'. [2025-09-26T11:11:22.883507] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-09-26T11:11:22.911447] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:22.912376] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-09-26T11:11:22.912458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:22.912532] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:22.912601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:22.912723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:22.931692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:22.932407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:22.932519] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:22.932588] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:22.962394] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:22.962559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:22.962606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:22.962660] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:22.966616] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=13.28%) [2025-09-26T11:11:22.967000] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-09-26T11:11:22.967166] [INFO ] [sig ] KVYO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:23.118985] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KVYO.txt [2025-09-26T11:11:23.119272] [INFO ] [sig ] [1012/2043] Completed KVYO in 0.2s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:23.119350] [INFO ] [sig ] [1013/2043] Forecasting KW... [2025-09-26T11:11:23.119419] [INFO ] [sig ] Generating forecast for: KW [2025-09-26T11:11:23.119490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'. [2025-09-26T11:11:23.129607] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KW'. [2025-09-26T11:11:23.130045] [INFO ] [FORECASTER] Starting predict_future for KW [2025-09-26T11:11:23.157491] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:23.158377] [DEBUG] [LOCAL ] No optimal features file found for KW: ./output/feature-sets/KW.txt [2025-09-26T11:11:23.158460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:23.158533] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:23.158602] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:23.158725] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:23.177171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:23.177829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:23.177938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:23.178008] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:23.205916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:23.206070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:23.206116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:23.206152] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:23.209817] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=53.78%) [2025-09-26T11:11:23.210130] [INFO ] [FORECASTER] Completed predict_future for KW [2025-09-26T11:11:23.210274] [INFO ] [sig ] KW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:23.366471] [INFO ] [LOCAL ] Saved forecast: KW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KW.txt [2025-09-26T11:11:23.366876] [INFO ] [sig ] [1013/2043] Completed KW in 0.2s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:23.366963] [INFO ] [sig ] [1014/2043] Forecasting KWR... [2025-09-26T11:11:23.367055] [INFO ] [sig ] Generating forecast for: KWR [2025-09-26T11:11:23.367136] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'. [2025-09-26T11:11:23.379264] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KWR'. [2025-09-26T11:11:23.379706] [INFO ] [FORECASTER] Starting predict_future for KWR [2025-09-26T11:11:23.408863] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:23.409807] [DEBUG] [LOCAL ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt [2025-09-26T11:11:23.409887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:23.409937] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:23.409974] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:23.410038] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:23.430220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:23.431273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:23.431396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:23.431466] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:23.476064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:23.476258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:23.476340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:23.476412] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:23.481569] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: UP (p=56.34%) [2025-09-26T11:11:23.482013] [INFO ] [FORECASTER] Completed predict_future for KWR [2025-09-26T11:11:23.482233] [INFO ] [sig ] KWR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:23.719848] [INFO ] [LOCAL ] Saved forecast: KWR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/KWR.txt [2025-09-26T11:11:23.720243] [INFO ] [sig ] [1014/2043] Completed KWR in 0.4s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:23.720340] [INFO ] [sig ] [1015/2043] Forecasting KYN... [2025-09-26T11:11:23.720430] [INFO ] [sig ] Generating forecast for: KYN [2025-09-26T11:11:23.720520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-09-26T11:11:23.733669] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'KYN'. [2025-09-26T11:11:23.734350] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-09-26T11:11:23.770312] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:23.771452] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-09-26T11:11:23.771543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:23.771616] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:23.771710] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:23.771810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:23.796694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:23.797924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:23.798076] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:23.798162] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:23.839272] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:23.839483] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:23.839532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:23.839567] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:23.843476] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=6.34%) [2025-09-26T11:11:23.843881] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-09-26T11:11:23.844052] [INFO ] [sig ] KYN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:23.999191] [INFO ] [LOCAL ] Saved forecast: KYN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/KYN.txt [2025-09-26T11:11:23.999503] [INFO ] [sig ] [1015/2043] Completed KYN in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:23.999581] [INFO ] [sig ] [1016/2043] Forecasting L... [2025-09-26T11:11:23.999677] [INFO ] [sig ] Generating forecast for: L [2025-09-26T11:11:23.999751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-09-26T11:11:24.011688] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'L'. [2025-09-26T11:11:24.012142] [INFO ] [FORECASTER] Starting predict_future for L [2025-09-26T11:11:24.039021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:24.039939] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-09-26T11:11:24.040033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:24.040125] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:24.040218] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:24.040354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:24.058919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:24.059560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:24.059713] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:24.059811] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:24.106289] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:24.106477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:24.106578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:24.106676] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:24.111028] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-09-26T11:11:24.111369] [INFO ] [FORECASTER] Completed predict_future for L [2025-09-26T11:11:24.111532] [INFO ] [sig ] L: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:24.258787] [INFO ] [LOCAL ] Saved forecast: L 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/L.txt [2025-09-26T11:11:24.259097] [INFO ] [sig ] [1016/2043] Completed L in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:24.259199] [INFO ] [sig ] [1017/2043] Forecasting LAC... [2025-09-26T11:11:24.259291] [INFO ] [sig ] Generating forecast for: LAC [2025-09-26T11:11:24.259388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-09-26T11:11:24.271290] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAC'. [2025-09-26T11:11:24.271673] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-09-26T11:11:24.298052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:24.298987] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-09-26T11:11:24.299073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:24.299170] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:24.299262] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:24.299401] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:24.317543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:24.318247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:24.318369] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:24.318470] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:24.365853] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:24.365970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:24.366015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:24.366053] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:24.370195] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=64.02%) [2025-09-26T11:11:24.370516] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-09-26T11:11:24.370704] [INFO ] [sig ] LAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:24.521212] [INFO ] [LOCAL ] Saved forecast: LAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LAC.txt [2025-09-26T11:11:24.521501] [INFO ] [sig ] [1017/2043] Completed LAC in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:24.521603] [INFO ] [sig ] [1018/2043] Forecasting LAD... [2025-09-26T11:11:24.521698] [INFO ] [sig ] Generating forecast for: LAD [2025-09-26T11:11:24.521775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-09-26T11:11:24.532729] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAD'. [2025-09-26T11:11:24.533069] [INFO ] [FORECASTER] Starting predict_future for LAD [2025-09-26T11:11:24.559264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:24.560109] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-09-26T11:11:24.560188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:24.560261] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:24.560342] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:24.560441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:24.578821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:24.579431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:24.579546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:24.579617] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:24.620629] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:24.620779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:24.620827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:24.620861] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:24.624113] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=17.52%) [2025-09-26T11:11:24.624394] [INFO ] [FORECASTER] Completed predict_future for LAD [2025-09-26T11:11:24.624531] [INFO ] [sig ] LAD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:24.775533] [INFO ] [LOCAL ] Saved forecast: LAD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LAD.txt [2025-09-26T11:11:24.775810] [INFO ] [sig ] [1018/2043] Completed LAD in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:24.775891] [INFO ] [sig ] [1019/2043] Forecasting LADR... [2025-09-26T11:11:24.775961] [INFO ] [sig ] Generating forecast for: LADR [2025-09-26T11:11:24.776031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'. [2025-09-26T11:11:24.786764] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LADR'. [2025-09-26T11:11:24.787112] [INFO ] [FORECASTER] Starting predict_future for LADR [2025-09-26T11:11:24.813132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:24.813986] [DEBUG] [LOCAL ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt [2025-09-26T11:11:24.814065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:24.814138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:24.814207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:24.814304] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:24.832225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:24.832857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:24.832962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:24.833033] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:24.872039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:24.872163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:24.872205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:24.872240] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:24.875750] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: UP (p=91.08%) [2025-09-26T11:11:24.876041] [INFO ] [FORECASTER] Completed predict_future for LADR [2025-09-26T11:11:24.876190] [INFO ] [sig ] LADR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:25.030062] [INFO ] [LOCAL ] Saved forecast: LADR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LADR.txt [2025-09-26T11:11:25.030387] [INFO ] [sig ] [1019/2043] Completed LADR in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:25.030469] [INFO ] [sig ] [1020/2043] Forecasting LANV... [2025-09-26T11:11:25.030538] [INFO ] [sig ] Generating forecast for: LANV [2025-09-26T11:11:25.030585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'. [2025-09-26T11:11:25.040697] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'LANV'. [2025-09-26T11:11:25.041160] [INFO ] [FORECASTER] Starting predict_future for LANV [2025-09-26T11:11:25.067707] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:25.068619] [DEBUG] [LOCAL ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt [2025-09-26T11:11:25.068722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:25.068808] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:25.068892] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:25.069005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:25.087613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:25.088290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:25.088398] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:25.088481] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:25.123610] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:25.123825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:25.123879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:25.123913] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:25.127977] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: DOWN (p=12.49%) [2025-09-26T11:11:25.128333] [INFO ] [FORECASTER] Completed predict_future for LANV [2025-09-26T11:11:25.128497] [INFO ] [sig ] LANV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:25.280919] [INFO ] [LOCAL ] Saved forecast: LANV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LANV.txt [2025-09-26T11:11:25.281177] [INFO ] [sig ] [1020/2043] Completed LANV in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:25.281256] [INFO ] [sig ] [1021/2043] Forecasting LAW... [2025-09-26T11:11:25.281402] [INFO ] [sig ] Generating forecast for: LAW [2025-09-26T11:11:25.281501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'. [2025-09-26T11:11:25.292701] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAW'. [2025-09-26T11:11:25.293063] [INFO ] [FORECASTER] Starting predict_future for LAW [2025-09-26T11:11:25.319933] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:25.320804] [DEBUG] [LOCAL ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt [2025-09-26T11:11:25.320885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:25.320959] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:25.321035] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:25.321138] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:25.339911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:25.340503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:25.340610] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:25.340703] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:25.390882] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:25.391325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:25.391418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:25.391494] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:25.395913] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=13.63%) [2025-09-26T11:11:25.396226] [INFO ] [FORECASTER] Completed predict_future for LAW [2025-09-26T11:11:25.396379] [INFO ] [sig ] LAW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:25.550537] [INFO ] [LOCAL ] Saved forecast: LAW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LAW.txt [2025-09-26T11:11:25.550939] [INFO ] [sig ] [1021/2043] Completed LAW in 0.3s | 3.74 sym/s | Total: 4.5m | ETA: 4.6m [2025-09-26T11:11:25.551062] [INFO ] [sig ] [1022/2043] Forecasting LAZ... [2025-09-26T11:11:25.551157] [INFO ] [sig ] Generating forecast for: LAZ [2025-09-26T11:11:25.551268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-09-26T11:11:25.567818] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LAZ'. [2025-09-26T11:11:25.568524] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-09-26T11:11:25.600024] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:25.601036] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-09-26T11:11:25.601117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:25.601192] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:25.601262] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:25.601379] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:25.621917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:25.622631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:25.622765] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:25.622851] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:25.671714] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:25.671860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:25.671905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:25.671940] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:25.675443] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=68.98%) [2025-09-26T11:11:25.675795] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-09-26T11:11:25.675963] [INFO ] [sig ] LAZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:25.834074] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LAZ.txt [2025-09-26T11:11:25.834356] [INFO ] [sig ] [1022/2043] Completed LAZ in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:25.834440] [INFO ] [sig ] [1023/2043] Forecasting LB... [2025-09-26T11:11:25.834580] [INFO ] [sig ] Generating forecast for: LB [2025-09-26T11:11:25.834691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'. [2025-09-26T11:11:25.846087] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LB'. [2025-09-26T11:11:25.846515] [INFO ] [FORECASTER] Starting predict_future for LB [2025-09-26T11:11:25.872852] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:25.873716] [DEBUG] [LOCAL ] No optimal features file found for LB: ./output/feature-sets/LB.txt [2025-09-26T11:11:25.873853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:25.873930] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:25.873999] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:25.874100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:25.893084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:25.893800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:25.893908] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:25.893979] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:25.937205] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:25.937325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:25.937384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:25.937443] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:25.940837] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: DOWN (p=8.25%) [2025-09-26T11:11:25.941117] [INFO ] [FORECASTER] Completed predict_future for LB [2025-09-26T11:11:25.941255] [INFO ] [sig ] LB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:26.101025] [INFO ] [LOCAL ] Saved forecast: LB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LB.txt [2025-09-26T11:11:26.101344] [INFO ] [sig ] [1023/2043] Completed LB in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:26.101448] [INFO ] [sig ] [1024/2043] Forecasting LBRT... [2025-09-26T11:11:26.101534] [INFO ] [sig ] Generating forecast for: LBRT [2025-09-26T11:11:26.101623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'. [2025-09-26T11:11:26.113261] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LBRT'. [2025-09-26T11:11:26.113736] [INFO ] [FORECASTER] Starting predict_future for LBRT [2025-09-26T11:11:26.142376] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:26.143342] [DEBUG] [LOCAL ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt [2025-09-26T11:11:26.143423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:26.143497] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:26.143587] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:26.143789] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:26.164045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:26.164821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:26.164936] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:26.165021] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:26.204291] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:26.204415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:26.204463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:26.204496] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:26.208290] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=9.09%) [2025-09-26T11:11:26.208609] [INFO ] [FORECASTER] Completed predict_future for LBRT [2025-09-26T11:11:26.208829] [INFO ] [sig ] LBRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:26.386127] [INFO ] [LOCAL ] Saved forecast: LBRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LBRT.txt [2025-09-26T11:11:26.386544] [INFO ] [sig ] [1024/2043] Completed LBRT in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:26.386674] [INFO ] [sig ] [1025/2043] Forecasting LC... [2025-09-26T11:11:26.386785] [INFO ] [sig ] Generating forecast for: LC [2025-09-26T11:11:26.386926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-09-26T11:11:26.400846] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LC'. [2025-09-26T11:11:26.401411] [INFO ] [FORECASTER] Starting predict_future for LC [2025-09-26T11:11:26.442055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:26.443386] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-09-26T11:11:26.443507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:26.443615] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:26.443760] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:26.443986] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:26.474523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:26.475624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:26.475805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:26.475912] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:26.520871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:26.521054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:26.521105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:26.521144] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:26.524933] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=1.40%) [2025-09-26T11:11:26.525236] [INFO ] [FORECASTER] Completed predict_future for LC [2025-09-26T11:11:26.525383] [INFO ] [sig ] LC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:26.677996] [INFO ] [LOCAL ] Saved forecast: LC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LC.txt [2025-09-26T11:11:26.678288] [INFO ] [sig ] [1025/2043] Completed LC in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:26.678370] [INFO ] [sig ] [1026/2043] Forecasting LCII... [2025-09-26T11:11:26.678454] [INFO ] [sig ] Generating forecast for: LCII [2025-09-26T11:11:26.678539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-09-26T11:11:26.691092] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LCII'. [2025-09-26T11:11:26.691773] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-09-26T11:11:26.720264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:26.721288] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-09-26T11:11:26.721369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:26.721443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:26.721513] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:26.721616] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:26.742115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:26.743188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:26.743325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:26.743414] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:26.777126] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:26.777345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:26.777395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:26.777431] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:26.781456] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-09-26T11:11:26.781837] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-09-26T11:11:26.782010] [INFO ] [sig ] LCII: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:26.940769] [INFO ] [LOCAL ] Saved forecast: LCII 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LCII.txt [2025-09-26T11:11:26.941129] [INFO ] [sig ] [1026/2043] Completed LCII in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:26.941224] [INFO ] [sig ] [1027/2043] Forecasting LDI... [2025-09-26T11:11:26.941295] [INFO ] [sig ] Generating forecast for: LDI [2025-09-26T11:11:26.941412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-09-26T11:11:26.953457] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LDI'. [2025-09-26T11:11:26.954024] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-09-26T11:11:26.983460] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:26.984704] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-09-26T11:11:26.984799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:26.984875] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:26.984936] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:26.985175] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:27.004137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:27.005203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:27.005356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:27.005430] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:27.055096] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:27.055316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:27.055367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:27.055406] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:27.059993] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=81.37%) [2025-09-26T11:11:27.060360] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-09-26T11:11:27.060532] [INFO ] [sig ] LDI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:27.227975] [INFO ] [LOCAL ] Saved forecast: LDI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LDI.txt [2025-09-26T11:11:27.228755] [INFO ] [sig ] [1027/2043] Completed LDI in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:27.228840] [INFO ] [sig ] [1028/2043] Forecasting LDOS... [2025-09-26T11:11:27.228920] [INFO ] [sig ] Generating forecast for: LDOS [2025-09-26T11:11:27.229083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-09-26T11:11:27.247055] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LDOS'. [2025-09-26T11:11:27.247714] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-09-26T11:11:27.277017] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:27.278021] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-09-26T11:11:27.278103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:27.278203] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:27.278276] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:27.278408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:27.296937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:27.297897] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:27.298106] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:27.298178] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:27.338037] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:27.338228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:27.338275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:27.338309] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:27.342356] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=77.17%) [2025-09-26T11:11:27.342747] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-09-26T11:11:27.342923] [INFO ] [sig ] LDOS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:27.494109] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LDOS.txt [2025-09-26T11:11:27.494423] [INFO ] [sig ] [1028/2043] Completed LDOS in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:27.494505] [INFO ] [sig ] [1029/2043] Forecasting LDP... [2025-09-26T11:11:27.494575] [INFO ] [sig ] Generating forecast for: LDP [2025-09-26T11:11:27.494673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-09-26T11:11:27.505699] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LDP'. [2025-09-26T11:11:27.506099] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-09-26T11:11:27.533173] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:27.534078] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-09-26T11:11:27.534166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:27.534253] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:27.534333] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:27.534436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:27.554907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:27.555865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:27.555980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:27.556051] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:27.597341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:27.597576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:27.597695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:27.597760] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:27.602274] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=68.90%) [2025-09-26T11:11:27.602628] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-09-26T11:11:27.602857] [INFO ] [sig ] LDP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:27.793270] [INFO ] [LOCAL ] Saved forecast: LDP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LDP.txt [2025-09-26T11:11:27.793616] [INFO ] [sig ] [1029/2043] Completed LDP in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:27.793729] [INFO ] [sig ] [1030/2043] Forecasting LEA... [2025-09-26T11:11:27.793800] [INFO ] [sig ] Generating forecast for: LEA [2025-09-26T11:11:27.793873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-09-26T11:11:27.806889] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEA'. [2025-09-26T11:11:27.807384] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-09-26T11:11:27.833809] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:27.834682] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-09-26T11:11:27.834762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:27.834835] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:27.834911] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:27.835017] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:27.852988] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:27.853916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:27.854050] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:27.854141] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:27.898745] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:27.898949] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:27.898996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:27.899071] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:27.902947] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=5.30%) [2025-09-26T11:11:27.903273] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-09-26T11:11:27.903432] [INFO ] [sig ] LEA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:28.063613] [INFO ] [LOCAL ] Saved forecast: LEA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LEA.txt [2025-09-26T11:11:28.063981] [INFO ] [sig ] [1030/2043] Completed LEA in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:28.064075] [INFO ] [sig ] [1031/2043] Forecasting LEG... [2025-09-26T11:11:28.064148] [INFO ] [sig ] Generating forecast for: LEG [2025-09-26T11:11:28.064233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-09-26T11:11:28.076099] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEG'. [2025-09-26T11:11:28.076619] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-09-26T11:11:28.103479] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:28.104354] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-09-26T11:11:28.104435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:28.104510] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:28.104581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:28.104705] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:28.123638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:28.124332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:28.124443] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:28.124515] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:28.163137] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:28.163338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:28.163388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:28.163424] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:28.167245] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=44.06%) [2025-09-26T11:11:28.167594] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-09-26T11:11:28.167791] [INFO ] [sig ] LEG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:28.321291] [INFO ] [LOCAL ] Saved forecast: LEG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LEG.txt [2025-09-26T11:11:28.321589] [INFO ] [sig ] [1031/2043] Completed LEG in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:28.321694] [INFO ] [sig ] [1032/2043] Forecasting LEN... [2025-09-26T11:11:28.321765] [INFO ] [sig ] Generating forecast for: LEN [2025-09-26T11:11:28.321837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-09-26T11:11:28.334821] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEN'. [2025-09-26T11:11:28.335347] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-09-26T11:11:28.371961] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:28.373029] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-09-26T11:11:28.373129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:28.373235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:28.373335] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:28.373503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:28.392117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:28.393194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:28.393351] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:28.393446] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:28.432331] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:28.432528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:28.432580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:28.432616] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:28.436537] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=94.17%) [2025-09-26T11:11:28.437043] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-09-26T11:11:28.437216] [INFO ] [sig ] LEN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:28.601017] [INFO ] [LOCAL ] Saved forecast: LEN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LEN.txt [2025-09-26T11:11:28.601318] [INFO ] [sig ] [1032/2043] Completed LEN in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:28.601405] [INFO ] [sig ] [1033/2043] Forecasting LEO... [2025-09-26T11:11:28.601478] [INFO ] [sig ] Generating forecast for: LEO [2025-09-26T11:11:28.601552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-09-26T11:11:28.613297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEO'. [2025-09-26T11:11:28.613715] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-09-26T11:11:28.644487] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:28.645850] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-09-26T11:11:28.645945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:28.646034] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:28.646118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:28.646248] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:28.673615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:28.674881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:28.675027] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:28.675116] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:28.716574] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:28.716792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:28.716883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:28.716927] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:28.720676] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: UP (p=51.94%) [2025-09-26T11:11:28.720976] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-09-26T11:11:28.721120] [INFO ] [sig ] LEO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:28.875483] [INFO ] [LOCAL ] Saved forecast: LEO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LEO.txt [2025-09-26T11:11:28.875829] [INFO ] [sig ] [1033/2043] Completed LEO in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:28.875910] [INFO ] [sig ] [1034/2043] Forecasting LEVI... [2025-09-26T11:11:28.875979] [INFO ] [sig ] Generating forecast for: LEVI [2025-09-26T11:11:28.876057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-09-26T11:11:28.887315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LEVI'. [2025-09-26T11:11:28.887726] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-09-26T11:11:28.915360] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:28.916335] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-09-26T11:11:28.916418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:28.916493] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:28.916574] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:28.916698] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:28.935746] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:28.936497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:28.936609] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:28.936699] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:28.975281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:28.975470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:28.975565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:28.975618] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:28.979552] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=53.80%) [2025-09-26T11:11:28.980000] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-09-26T11:11:28.980177] [INFO ] [sig ] LEVI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:29.138408] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LEVI.txt [2025-09-26T11:11:29.138741] [INFO ] [sig ] [1034/2043] Completed LEVI in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:29.138825] [INFO ] [sig ] [1035/2043] Forecasting LFT... [2025-09-26T11:11:29.138895] [INFO ] [sig ] Generating forecast for: LFT [2025-09-26T11:11:29.138967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-09-26T11:11:29.149830] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LFT'. [2025-09-26T11:11:29.150265] [INFO ] [FORECASTER] Starting predict_future for LFT [2025-09-26T11:11:29.179993] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:29.181023] [DEBUG] [LOCAL ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt [2025-09-26T11:11:29.181103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:29.181176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:29.181244] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:29.181342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:29.200481] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:29.201377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:29.201491] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:29.201561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:29.238864] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:29.239074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:29.239129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:29.239165] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:29.243239] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: UP (p=68.87%) [2025-09-26T11:11:29.243549] [INFO ] [FORECASTER] Completed predict_future for LFT [2025-09-26T11:11:29.243726] [INFO ] [sig ] LFT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:29.398394] [INFO ] [LOCAL ] Saved forecast: LFT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LFT.txt [2025-09-26T11:11:29.398856] [INFO ] [sig ] [1035/2043] Completed LFT in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:29.398970] [INFO ] [sig ] [1036/2043] Forecasting LGI... [2025-09-26T11:11:29.399064] [INFO ] [sig ] Generating forecast for: LGI [2025-09-26T11:11:29.399154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-09-26T11:11:29.412965] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LGI'. [2025-09-26T11:11:29.413502] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-09-26T11:11:29.445787] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:29.446895] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-09-26T11:11:29.446977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:29.447049] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:29.447116] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:29.447214] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:29.466030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:29.467110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:29.467228] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:29.467296] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:29.511494] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:29.511860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:29.511966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:29.512045] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:29.518392] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=55.77%) [2025-09-26T11:11:29.519027] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-09-26T11:11:29.519245] [INFO ] [sig ] LGI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:29.682592] [INFO ] [LOCAL ] Saved forecast: LGI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LGI.txt [2025-09-26T11:11:29.682957] [INFO ] [sig ] [1036/2043] Completed LGI in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:29.683049] [INFO ] [sig ] [1037/2043] Forecasting LH... [2025-09-26T11:11:29.683146] [INFO ] [sig ] Generating forecast for: LH [2025-09-26T11:11:29.683243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-09-26T11:11:29.695554] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LH'. [2025-09-26T11:11:29.696057] [INFO ] [FORECASTER] Starting predict_future for LH [2025-09-26T11:11:29.722905] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:29.723897] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-09-26T11:11:29.723982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:29.724083] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:29.724181] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:29.724323] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:29.742341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:29.743133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:29.743273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:29.743364] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:29.788636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:29.788888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:29.788968] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:29.789070] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:29.793413] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=95.08%) [2025-09-26T11:11:29.793828] [INFO ] [FORECASTER] Completed predict_future for LH [2025-09-26T11:11:29.793995] [INFO ] [sig ] LH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:29.959575] [INFO ] [LOCAL ] Saved forecast: LH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LH.txt [2025-09-26T11:11:29.959962] [INFO ] [sig ] [1037/2043] Completed LH in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:29.960056] [INFO ] [sig ] [1038/2043] Forecasting LHX... [2025-09-26T11:11:29.960152] [INFO ] [sig ] Generating forecast for: LHX [2025-09-26T11:11:29.960255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-09-26T11:11:29.971628] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LHX'. [2025-09-26T11:11:29.972125] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-09-26T11:11:29.999287] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:30.000237] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-09-26T11:11:30.000336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:30.000427] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:30.000515] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:30.000667] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:30.019287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:30.020181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:30.020320] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:30.020410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:30.061177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:30.061367] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:30.061414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:30.061448] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:30.065134] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=89.40%) [2025-09-26T11:11:30.065447] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-09-26T11:11:30.065590] [INFO ] [sig ] LHX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:30.213560] [INFO ] [LOCAL ] Saved forecast: LHX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LHX.txt [2025-09-26T11:11:30.213900] [INFO ] [sig ] [1038/2043] Completed LHX in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:30.213979] [INFO ] [sig ] [1039/2043] Forecasting LII... [2025-09-26T11:11:30.214049] [INFO ] [sig ] Generating forecast for: LII [2025-09-26T11:11:30.214122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-09-26T11:11:30.231910] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LII'. [2025-09-26T11:11:30.232774] [INFO ] [FORECASTER] Starting predict_future for LII [2025-09-26T11:11:30.260796] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:30.262368] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-09-26T11:11:30.262456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:30.262529] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:30.262616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:30.262817] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:30.281941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:30.282640] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:30.282805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:30.282882] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:30.317281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:30.317421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:30.317464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:30.317498] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:30.321120] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: DOWN (p=6.84%) [2025-09-26T11:11:30.321413] [INFO ] [FORECASTER] Completed predict_future for LII [2025-09-26T11:11:30.321560] [INFO ] [sig ] LII: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:30.476481] [INFO ] [LOCAL ] Saved forecast: LII 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LII.txt [2025-09-26T11:11:30.476925] [INFO ] [sig ] [1039/2043] Completed LII in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:30.477024] [INFO ] [sig ] [1040/2043] Forecasting LION... [2025-09-26T11:11:30.477146] [INFO ] [sig ] Generating forecast for: LION [2025-09-26T11:11:30.477225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'. [2025-09-26T11:11:30.491458] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LION'. [2025-09-26T11:11:30.492089] [INFO ] [FORECASTER] Starting predict_future for LION [2025-09-26T11:11:30.529115] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:30.530289] [DEBUG] [LOCAL ] No optimal features file found for LION: ./output/feature-sets/LION.txt [2025-09-26T11:11:30.530377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:30.530454] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:30.530525] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:30.530627] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:30.549835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:30.550876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:30.551005] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:30.551084] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:30.592680] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:30.592876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:30.592947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:30.592987] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:30.597307] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=8.27%) [2025-09-26T11:11:30.597745] [INFO ] [FORECASTER] Completed predict_future for LION [2025-09-26T11:11:30.597931] [INFO ] [sig ] LION: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:30.759732] [INFO ] [LOCAL ] Saved forecast: LION 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LION.txt [2025-09-26T11:11:30.760058] [INFO ] [sig ] [1040/2043] Completed LION in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:30.760144] [INFO ] [sig ] [1041/2043] Forecasting LITB... [2025-09-26T11:11:30.760216] [INFO ] [sig ] Generating forecast for: LITB [2025-09-26T11:11:30.760293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'. [2025-09-26T11:11:30.770234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LITB'. [2025-09-26T11:11:30.770742] [INFO ] [FORECASTER] Starting predict_future for LITB [2025-09-26T11:11:30.797770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:30.798758] [DEBUG] [LOCAL ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt [2025-09-26T11:11:30.798836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:30.798921] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:30.798991] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:30.799091] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:30.818217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:30.818985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:30.819093] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:30.819158] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:30.854956] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:30.855149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:30.855198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:30.855237] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:30.859075] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=39.64%) [2025-09-26T11:11:30.859431] [INFO ] [FORECASTER] Completed predict_future for LITB [2025-09-26T11:11:30.859596] [INFO ] [sig ] LITB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:31.032288] [INFO ] [LOCAL ] Saved forecast: LITB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LITB.txt [2025-09-26T11:11:31.032620] [INFO ] [sig ] [1041/2043] Completed LITB in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:31.032867] [INFO ] [sig ] [1042/2043] Forecasting LLY... [2025-09-26T11:11:31.032959] [INFO ] [sig ] Generating forecast for: LLY [2025-09-26T11:11:31.033037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-09-26T11:11:31.047911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LLY'. [2025-09-26T11:11:31.048681] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-09-26T11:11:31.085850] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:31.086953] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-09-26T11:11:31.087040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:31.087114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:31.087184] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:31.087286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:31.106325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:31.107311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:31.107442] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:31.107514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:31.148727] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:31.148934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:31.148985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:31.149020] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:31.153039] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=63.75%) [2025-09-26T11:11:31.153423] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-09-26T11:11:31.153594] [INFO ] [sig ] LLY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:31.314208] [INFO ] [LOCAL ] Saved forecast: LLY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LLY.txt [2025-09-26T11:11:31.314534] [INFO ] [sig ] [1042/2043] Completed LLY in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:31.314639] [INFO ] [sig ] [1043/2043] Forecasting LMND... [2025-09-26T11:11:31.314745] [INFO ] [sig ] Generating forecast for: LMND [2025-09-26T11:11:31.314820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-09-26T11:11:31.328492] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LMND'. [2025-09-26T11:11:31.329199] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-09-26T11:11:31.358515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:31.359679] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-09-26T11:11:31.359813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:31.359900] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:31.359972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:31.360086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:31.381172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:31.382230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:31.382361] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:31.382433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:31.425423] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:31.425639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:31.425753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:31.425815] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:31.430409] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=98.51%) [2025-09-26T11:11:31.430790] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-09-26T11:11:31.430980] [INFO ] [sig ] LMND: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:31.582714] [INFO ] [LOCAL ] Saved forecast: LMND 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LMND.txt [2025-09-26T11:11:31.583057] [INFO ] [sig ] [1043/2043] Completed LMND in 0.3s | 3.74 sym/s | Total: 4.6m | ETA: 4.5m [2025-09-26T11:11:31.583136] [INFO ] [sig ] [1044/2043] Forecasting LMT... [2025-09-26T11:11:31.583208] [INFO ] [sig ] Generating forecast for: LMT [2025-09-26T11:11:31.583286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'. [2025-09-26T11:11:31.594161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LMT'. [2025-09-26T11:11:31.594688] [INFO ] [FORECASTER] Starting predict_future for LMT [2025-09-26T11:11:31.621003] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:31.621955] [DEBUG] [LOCAL ] No optimal features file found for LMT: ./output/feature-sets/LMT.txt [2025-09-26T11:11:31.622038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:31.622110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:31.622179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:31.622279] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:31.643144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:31.644133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:31.644252] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:31.644326] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:31.686754] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:31.686996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:31.687084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:31.687162] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:31.691031] [DEBUG] [FORECASTER] LMT: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-09-26T11:11:31.691399] [INFO ] [FORECASTER] Completed predict_future for LMT [2025-09-26T11:11:31.691560] [INFO ] [sig ] LMT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:31.851970] [INFO ] [LOCAL ] Saved forecast: LMT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LMT.txt [2025-09-26T11:11:31.852251] [INFO ] [sig ] [1044/2043] Completed LMT in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.5m [2025-09-26T11:11:31.852331] [INFO ] [sig ] [1045/2043] Forecasting LNC... [2025-09-26T11:11:31.852402] [INFO ] [sig ] Generating forecast for: LNC [2025-09-26T11:11:31.852476] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-09-26T11:11:31.862749] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LNC'. [2025-09-26T11:11:31.863113] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-09-26T11:11:31.890831] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:31.891717] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-09-26T11:11:31.891799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:31.891873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:31.891943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:31.892045] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:31.912897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:31.913932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:31.914072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:31.914158] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:31.952036] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:31.952195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:31.952240] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:31.952276] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:31.955919] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=4.11%) [2025-09-26T11:11:31.956216] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-09-26T11:11:31.956362] [INFO ] [sig ] LNC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:32.113537] [INFO ] [LOCAL ] Saved forecast: LNC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LNC.txt [2025-09-26T11:11:32.113878] [INFO ] [sig ] [1045/2043] Completed LNC in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:32.113962] [INFO ] [sig ] [1046/2043] Forecasting LND... [2025-09-26T11:11:32.114034] [INFO ] [sig ] Generating forecast for: LND [2025-09-26T11:11:32.114108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-09-26T11:11:32.124774] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LND'. [2025-09-26T11:11:32.125246] [INFO ] [FORECASTER] Starting predict_future for LND [2025-09-26T11:11:32.153727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:32.154770] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-09-26T11:11:32.154853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:32.154926] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:32.154994] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:32.155093] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:32.174189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:32.175147] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:32.175265] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:32.175340] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:32.213959] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:32.214160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:32.214210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:32.214247] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:32.218157] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=87.47%) [2025-09-26T11:11:32.218514] [INFO ] [FORECASTER] Completed predict_future for LND [2025-09-26T11:11:32.218707] [INFO ] [sig ] LND: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:32.376260] [INFO ] [LOCAL ] Saved forecast: LND 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LND.txt [2025-09-26T11:11:32.376665] [INFO ] [sig ] [1046/2043] Completed LND in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:32.376751] [INFO ] [sig ] [1047/2043] Forecasting LNG... [2025-09-26T11:11:32.376843] [INFO ] [sig ] Generating forecast for: LNG [2025-09-26T11:11:32.376920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-09-26T11:11:32.389798] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LNG'. [2025-09-26T11:11:32.390263] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-09-26T11:11:32.418816] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:32.419802] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-09-26T11:11:32.419893] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:32.419970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:32.420041] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:32.420147] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:32.441442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:32.442442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:32.442562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:32.442634] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:32.484056] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:32.484253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:32.484306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:32.484345] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:32.488403] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=71.84%) [2025-09-26T11:11:32.488937] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-09-26T11:11:32.489120] [INFO ] [sig ] LNG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:32.649740] [INFO ] [LOCAL ] Saved forecast: LNG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LNG.txt [2025-09-26T11:11:32.650041] [INFO ] [sig ] [1047/2043] Completed LNG in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:32.650121] [INFO ] [sig ] [1048/2043] Forecasting LNN... [2025-09-26T11:11:32.650191] [INFO ] [sig ] Generating forecast for: LNN [2025-09-26T11:11:32.650263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-09-26T11:11:32.662386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LNN'. [2025-09-26T11:11:32.662852] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-09-26T11:11:32.688887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:32.689722] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-09-26T11:11:32.689820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:32.689914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:32.690006] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:32.690142] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:32.708110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:32.708775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:32.708901] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:32.708993] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:32.753795] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:32.753935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:32.753982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:32.754017] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:32.757824] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=14.02%) [2025-09-26T11:11:32.758135] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-09-26T11:11:32.758291] [INFO ] [sig ] LNN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:32.906103] [INFO ] [LOCAL ] Saved forecast: LNN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LNN.txt [2025-09-26T11:11:32.906397] [INFO ] [sig ] [1048/2043] Completed LNN in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:32.906501] [INFO ] [sig ] [1049/2043] Forecasting LOAR... [2025-09-26T11:11:32.906593] [INFO ] [sig ] Generating forecast for: LOAR [2025-09-26T11:11:32.906718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'. [2025-09-26T11:11:32.918583] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOAR'. [2025-09-26T11:11:32.919088] [INFO ] [FORECASTER] Starting predict_future for LOAR [2025-09-26T11:11:32.946275] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:32.947374] [DEBUG] [LOCAL ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt [2025-09-26T11:11:32.947460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:32.947535] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:32.947606] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:32.947730] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:32.966879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:32.967884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:32.968007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:32.968132] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:33.015829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:33.016052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:33.016115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:33.016177] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:33.020967] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: UP (p=52.88%) [2025-09-26T11:11:33.021542] [INFO ] [FORECASTER] Completed predict_future for LOAR [2025-09-26T11:11:33.021805] [INFO ] [sig ] LOAR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:33.180809] [INFO ] [LOCAL ] Saved forecast: LOAR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LOAR.txt [2025-09-26T11:11:33.181236] [INFO ] [sig ] [1049/2043] Completed LOAR in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:33.181346] [INFO ] [sig ] [1050/2043] Forecasting LOB... [2025-09-26T11:11:33.181422] [INFO ] [sig ] Generating forecast for: LOB [2025-09-26T11:11:33.181497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-09-26T11:11:33.196234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOB'. [2025-09-26T11:11:33.197699] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-09-26T11:11:33.225731] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:33.226625] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-09-26T11:11:33.226732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:33.226847] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:33.226925] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:33.227034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:33.245983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:33.246898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:33.247026] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:33.247103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:33.286258] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:33.286497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:33.286564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:33.286601] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:33.290610] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-09-26T11:11:33.291162] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-09-26T11:11:33.291441] [INFO ] [sig ] LOB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:33.450690] [INFO ] [LOCAL ] Saved forecast: LOB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LOB.txt [2025-09-26T11:11:33.451047] [INFO ] [sig ] [1050/2043] Completed LOB in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:33.451129] [INFO ] [sig ] [1051/2043] Forecasting LOCL... [2025-09-26T11:11:33.451199] [INFO ] [sig ] Generating forecast for: LOCL [2025-09-26T11:11:33.451273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-09-26T11:11:33.461447] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOCL'. [2025-09-26T11:11:33.461920] [INFO ] [FORECASTER] Starting predict_future for LOCL [2025-09-26T11:11:33.489053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:33.490041] [DEBUG] [LOCAL ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt [2025-09-26T11:11:33.490137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:33.490227] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:33.490311] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:33.490416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:33.510088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:33.510917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:33.511072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:33.511147] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:33.552022] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:33.552220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:33.552271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:33.552325] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:33.556223] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=2.40%) [2025-09-26T11:11:33.556544] [INFO ] [FORECASTER] Completed predict_future for LOCL [2025-09-26T11:11:33.556730] [INFO ] [sig ] LOCL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:33.724747] [INFO ] [LOCAL ] Saved forecast: LOCL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LOCL.txt [2025-09-26T11:11:33.725090] [INFO ] [sig ] [1051/2043] Completed LOCL in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:33.725181] [INFO ] [sig ] [1052/2043] Forecasting LOMA... [2025-09-26T11:11:33.725264] [INFO ] [sig ] Generating forecast for: LOMA [2025-09-26T11:11:33.725351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-09-26T11:11:33.736042] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOMA'. [2025-09-26T11:11:33.736429] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-09-26T11:11:33.765460] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:33.766540] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-09-26T11:11:33.766635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:33.766770] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:33.766923] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:33.767086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:33.786256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:33.787122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:33.787252] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:33.787342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:33.826191] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:33.826383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:33.826431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:33.826464] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:33.830314] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: UP (p=63.10%) [2025-09-26T11:11:33.830663] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-09-26T11:11:33.830840] [INFO ] [sig ] LOMA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:33.989128] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LOMA.txt [2025-09-26T11:11:33.989479] [INFO ] [sig ] [1052/2043] Completed LOMA in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:33.989560] [INFO ] [sig ] [1053/2043] Forecasting LOW... [2025-09-26T11:11:33.989630] [INFO ] [sig ] Generating forecast for: LOW [2025-09-26T11:11:33.989725] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-09-26T11:11:34.002159] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LOW'. [2025-09-26T11:11:34.002632] [INFO ] [FORECASTER] Starting predict_future for LOW [2025-09-26T11:11:34.030141] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:34.031099] [DEBUG] [LOCAL ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt [2025-09-26T11:11:34.031182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:34.031278] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:34.031363] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:34.031468] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:34.050073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:34.051031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:34.051160] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:34.051249] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:34.092804] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:34.093005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:34.093053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:34.093087] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:34.096964] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: UP (p=87.97%) [2025-09-26T11:11:34.097267] [INFO ] [FORECASTER] Completed predict_future for LOW [2025-09-26T11:11:34.097416] [INFO ] [sig ] LOW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:34.254709] [INFO ] [LOCAL ] Saved forecast: LOW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LOW.txt [2025-09-26T11:11:34.255017] [INFO ] [sig ] [1053/2043] Completed LOW in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:34.255173] [INFO ] [sig ] [1054/2043] Forecasting LPG... [2025-09-26T11:11:34.255246] [INFO ] [sig ] Generating forecast for: LPG [2025-09-26T11:11:34.255319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-09-26T11:11:34.267847] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LPG'. [2025-09-26T11:11:34.268376] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-09-26T11:11:34.295918] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:34.296936] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-09-26T11:11:34.297019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:34.297095] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:34.297166] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:34.297267] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:34.317846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:34.318786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:34.318908] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:34.318980] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:34.355451] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:34.355669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:34.355746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:34.355786] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:34.359554] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=31.43%) [2025-09-26T11:11:34.359902] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-09-26T11:11:34.360063] [INFO ] [sig ] LPG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:34.520281] [INFO ] [LOCAL ] Saved forecast: LPG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LPG.txt [2025-09-26T11:11:34.520625] [INFO ] [sig ] [1054/2043] Completed LPG in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:34.520950] [INFO ] [sig ] [1055/2043] Forecasting LPL... [2025-09-26T11:11:34.521024] [INFO ] [sig ] Generating forecast for: LPL [2025-09-26T11:11:34.521115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-09-26T11:11:34.532463] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LPL'. [2025-09-26T11:11:34.532920] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-09-26T11:11:34.560577] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:34.561518] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-09-26T11:11:34.561600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:34.561702] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:34.561773] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:34.561871] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:34.581625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:34.582550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:34.582691] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:34.582766] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:34.622416] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:34.622611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:34.622691] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:34.622757] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:34.626975] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=87.61%) [2025-09-26T11:11:34.627438] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-09-26T11:11:34.627606] [INFO ] [sig ] LPL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:34.784310] [INFO ] [LOCAL ] Saved forecast: LPL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LPL.txt [2025-09-26T11:11:34.784686] [INFO ] [sig ] [1055/2043] Completed LPL in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:34.784771] [INFO ] [sig ] [1056/2043] Forecasting LPX... [2025-09-26T11:11:34.784843] [INFO ] [sig ] Generating forecast for: LPX [2025-09-26T11:11:34.784916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-09-26T11:11:34.796196] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LPX'. [2025-09-26T11:11:34.796729] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-09-26T11:11:34.825460] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:34.826526] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-09-26T11:11:34.826612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:34.826706] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:34.826775] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:34.826897] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:34.847463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:34.848465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:34.848627] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:34.848770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:34.895732] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:34.895988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:34.896067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:34.896119] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:34.901384] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=14.80%) [2025-09-26T11:11:34.901817] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-09-26T11:11:34.902044] [INFO ] [sig ] LPX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:35.065202] [INFO ] [LOCAL ] Saved forecast: LPX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LPX.txt [2025-09-26T11:11:35.065528] [INFO ] [sig ] [1056/2043] Completed LPX in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:35.065610] [INFO ] [sig ] [1057/2043] Forecasting LRN... [2025-09-26T11:11:35.065737] [INFO ] [sig ] Generating forecast for: LRN [2025-09-26T11:11:35.065813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-09-26T11:11:35.078387] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LRN'. [2025-09-26T11:11:35.078802] [INFO ] [FORECASTER] Starting predict_future for LRN [2025-09-26T11:11:35.106879] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:35.107818] [DEBUG] [LOCAL ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt [2025-09-26T11:11:35.107902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:35.107976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:35.108045] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:35.108152] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:35.126341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:35.127274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:35.127386] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:35.127454] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:35.160676] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:35.160857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:35.160905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:35.160940] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:35.164628] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: DOWN (p=11.93%) [2025-09-26T11:11:35.164977] [INFO ] [FORECASTER] Completed predict_future for LRN [2025-09-26T11:11:35.165137] [INFO ] [sig ] LRN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:35.316065] [INFO ] [LOCAL ] Saved forecast: LRN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LRN.txt [2025-09-26T11:11:35.316386] [INFO ] [sig ] [1057/2043] Completed LRN in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:35.316466] [INFO ] [sig ] [1058/2043] Forecasting LSPD... [2025-09-26T11:11:35.316537] [INFO ] [sig ] Generating forecast for: LSPD [2025-09-26T11:11:35.316611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-09-26T11:11:35.327948] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LSPD'. [2025-09-26T11:11:35.328360] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-09-26T11:11:35.355129] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:35.356103] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-09-26T11:11:35.356184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:35.356257] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:35.356326] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:35.356427] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:35.374969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:35.375883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:35.375999] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:35.376070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:35.412031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:35.412239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:35.412291] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:35.412326] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:35.416250] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=16.30%) [2025-09-26T11:11:35.416550] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-09-26T11:11:35.416726] [INFO ] [sig ] LSPD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:35.566859] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LSPD.txt [2025-09-26T11:11:35.567183] [INFO ] [sig ] [1058/2043] Completed LSPD in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:35.567284] [INFO ] [sig ] [1059/2043] Forecasting LTC... [2025-09-26T11:11:35.567361] [INFO ] [sig ] Generating forecast for: LTC [2025-09-26T11:11:35.567435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-09-26T11:11:35.579471] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LTC'. [2025-09-26T11:11:35.579986] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-09-26T11:11:35.607370] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:35.608356] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-09-26T11:11:35.608437] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:35.608512] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:35.608578] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:35.608723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:35.626536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:35.627305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:35.627420] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:35.627486] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:35.664740] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:35.664941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:35.665001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:35.665066] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:35.668883] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=42.59%) [2025-09-26T11:11:35.669201] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-09-26T11:11:35.669357] [INFO ] [sig ] LTC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:35.829662] [INFO ] [LOCAL ] Saved forecast: LTC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LTC.txt [2025-09-26T11:11:35.829964] [INFO ] [sig ] [1059/2043] Completed LTC in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:35.830043] [INFO ] [sig ] [1060/2043] Forecasting LTH... [2025-09-26T11:11:35.830112] [INFO ] [sig ] Generating forecast for: LTH [2025-09-26T11:11:35.830184] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-09-26T11:11:35.841729] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LTH'. [2025-09-26T11:11:35.842215] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-09-26T11:11:35.868672] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:35.869512] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-09-26T11:11:35.869591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:35.869687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:35.869757] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:35.869854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:35.888001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:35.888782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:35.888894] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:35.888964] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:35.928514] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:35.928756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:35.928853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:35.928948] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:35.932835] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=31.62%) [2025-09-26T11:11:35.933143] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-09-26T11:11:35.933293] [INFO ] [sig ] LTH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:36.094254] [INFO ] [LOCAL ] Saved forecast: LTH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LTH.txt [2025-09-26T11:11:36.094619] [INFO ] [sig ] [1060/2043] Completed LTH in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:36.094726] [INFO ] [sig ] [1061/2043] Forecasting LTM... [2025-09-26T11:11:36.094798] [INFO ] [sig ] Generating forecast for: LTM [2025-09-26T11:11:36.094872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'. [2025-09-26T11:11:36.107191] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LTM'. [2025-09-26T11:11:36.107874] [INFO ] [FORECASTER] Starting predict_future for LTM [2025-09-26T11:11:36.138406] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:36.139378] [DEBUG] [LOCAL ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt [2025-09-26T11:11:36.139469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:36.139546] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:36.139638] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:36.139828] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:36.159940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:36.160747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:36.160862] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:36.160948] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:36.202389] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:36.202584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:36.202635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:36.202729] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:36.206909] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=75.81%) [2025-09-26T11:11:36.207356] [INFO ] [FORECASTER] Completed predict_future for LTM [2025-09-26T11:11:36.207567] [INFO ] [sig ] LTM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:36.371389] [INFO ] [LOCAL ] Saved forecast: LTM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LTM.txt [2025-09-26T11:11:36.371734] [INFO ] [sig ] [1061/2043] Completed LTM in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:36.371820] [INFO ] [sig ] [1062/2043] Forecasting LU... [2025-09-26T11:11:36.371892] [INFO ] [sig ] Generating forecast for: LU [2025-09-26T11:11:36.371966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-09-26T11:11:36.383613] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LU'. [2025-09-26T11:11:36.384040] [INFO ] [FORECASTER] Starting predict_future for LU [2025-09-26T11:11:36.412413] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:36.413402] [DEBUG] [LOCAL ] No optimal features file found for LU: ./output/feature-sets/LU.txt [2025-09-26T11:11:36.413484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:36.413558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:36.413628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:36.413752] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:36.434072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:36.435231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:36.435381] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:36.435478] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:36.475284] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:36.475462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:36.475509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:36.475544] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:36.479347] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=3.71%) [2025-09-26T11:11:36.479725] [INFO ] [FORECASTER] Completed predict_future for LU [2025-09-26T11:11:36.479895] [INFO ] [sig ] LU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:36.644403] [INFO ] [LOCAL ] Saved forecast: LU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LU.txt [2025-09-26T11:11:36.644762] [INFO ] [sig ] [1062/2043] Completed LU in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:36.644850] [INFO ] [sig ] [1063/2043] Forecasting LUMN... [2025-09-26T11:11:36.644924] [INFO ] [sig ] Generating forecast for: LUMN [2025-09-26T11:11:36.644997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-09-26T11:11:36.657133] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LUMN'. [2025-09-26T11:11:36.657549] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-09-26T11:11:36.684515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:36.685407] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-09-26T11:11:36.685489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:36.685565] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:36.685635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:36.685764] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:36.704280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:36.704922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:36.705052] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:36.705124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:36.751570] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:36.751737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:36.751796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:36.751831] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:36.755432] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: UP (p=99.08%) [2025-09-26T11:11:36.755783] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-09-26T11:11:36.755944] [INFO ] [sig ] LUMN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:36.906096] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LUMN.txt [2025-09-26T11:11:36.906387] [INFO ] [sig ] [1063/2043] Completed LUMN in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:36.906470] [INFO ] [sig ] [1064/2043] Forecasting LUV... [2025-09-26T11:11:36.906547] [INFO ] [sig ] Generating forecast for: LUV [2025-09-26T11:11:36.906620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-09-26T11:11:36.918781] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LUV'. [2025-09-26T11:11:36.919215] [INFO ] [FORECASTER] Starting predict_future for LUV [2025-09-26T11:11:36.948293] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:36.949255] [DEBUG] [LOCAL ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt [2025-09-26T11:11:36.949338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:36.949414] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:36.949484] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:36.949585] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:36.968937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:36.970386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:36.970512] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:36.970583] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:37.012039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:37.012252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:37.012303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:37.012340] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:37.016203] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=77.47%) [2025-09-26T11:11:37.016513] [INFO ] [FORECASTER] Completed predict_future for LUV [2025-09-26T11:11:37.016707] [INFO ] [sig ] LUV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:37.171261] [INFO ] [LOCAL ] Saved forecast: LUV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LUV.txt [2025-09-26T11:11:37.171584] [INFO ] [sig ] [1064/2043] Completed LUV in 0.3s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:37.171721] [INFO ] [sig ] [1065/2043] Forecasting LVS... [2025-09-26T11:11:37.171808] [INFO ] [sig ] Generating forecast for: LVS [2025-09-26T11:11:37.171899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-09-26T11:11:37.183507] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LVS'. [2025-09-26T11:11:37.183899] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-09-26T11:11:37.211285] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:37.212187] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-09-26T11:11:37.212270] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:37.212369] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:37.212442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:37.212543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:37.231910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:37.232805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:37.232919] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:37.233002] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:37.262415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:37.262609] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:37.262697] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:37.262754] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:37.266994] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=78.59%) [2025-09-26T11:11:37.267317] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-09-26T11:11:37.267465] [INFO ] [sig ] LVS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:37.418423] [INFO ] [LOCAL ] Saved forecast: LVS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LVS.txt [2025-09-26T11:11:37.418757] [INFO ] [sig ] [1065/2043] Completed LVS in 0.2s | 3.74 sym/s | Total: 4.7m | ETA: 4.4m [2025-09-26T11:11:37.418839] [INFO ] [sig ] [1066/2043] Forecasting LVWR... [2025-09-26T11:11:37.418911] [INFO ] [sig ] Generating forecast for: LVWR [2025-09-26T11:11:37.418986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-09-26T11:11:37.429841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LVWR'. [2025-09-26T11:11:37.430208] [INFO ] [FORECASTER] Starting predict_future for LVWR [2025-09-26T11:11:37.458451] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:37.459366] [DEBUG] [LOCAL ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt [2025-09-26T11:11:37.459443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:37.459514] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:37.459587] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:37.459743] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:37.479513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:37.480354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:37.480468] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:37.480540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:37.511020] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:37.511202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:37.511251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:37.511287] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:37.515089] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: UP (p=54.43%) [2025-09-26T11:11:37.515385] [INFO ] [FORECASTER] Completed predict_future for LVWR [2025-09-26T11:11:37.515523] [INFO ] [sig ] LVWR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:37.684863] [INFO ] [LOCAL ] Saved forecast: LVWR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LVWR.txt [2025-09-26T11:11:37.685205] [INFO ] [sig ] [1066/2043] Completed LVWR in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.4m [2025-09-26T11:11:37.685322] [INFO ] [sig ] [1067/2043] Forecasting LW... [2025-09-26T11:11:37.685432] [INFO ] [sig ] Generating forecast for: LW [2025-09-26T11:11:37.685511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'. [2025-09-26T11:11:37.697598] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LW'. [2025-09-26T11:11:37.698116] [INFO ] [FORECASTER] Starting predict_future for LW [2025-09-26T11:11:37.727231] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:37.728264] [DEBUG] [LOCAL ] No optimal features file found for LW: ./output/feature-sets/LW.txt [2025-09-26T11:11:37.728348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:37.728423] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:37.728493] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:37.728594] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:37.748447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:37.749362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:37.749497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:37.749573] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:37.787067] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:37.787258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:37.787366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:37.787431] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:37.791507] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-09-26T11:11:37.791866] [INFO ] [FORECASTER] Completed predict_future for LW [2025-09-26T11:11:37.792038] [INFO ] [sig ] LW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:37.947868] [INFO ] [LOCAL ] Saved forecast: LW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LW.txt [2025-09-26T11:11:37.948180] [INFO ] [sig ] [1067/2043] Completed LW in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.4m [2025-09-26T11:11:37.948261] [INFO ] [sig ] [1068/2043] Forecasting LXFR... [2025-09-26T11:11:37.948357] [INFO ] [sig ] Generating forecast for: LXFR [2025-09-26T11:11:37.948409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'. [2025-09-26T11:11:37.960698] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LXFR'. [2025-09-26T11:11:37.961200] [INFO ] [FORECASTER] Starting predict_future for LXFR [2025-09-26T11:11:37.991032] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:37.992022] [DEBUG] [LOCAL ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt [2025-09-26T11:11:37.992104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:37.992179] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:37.992249] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:37.992350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:38.011710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:38.012568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:38.012710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:38.012785] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:38.054888] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:38.055079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:38.055129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:38.055164] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:38.059104] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=4.67%) [2025-09-26T11:11:38.059402] [INFO ] [FORECASTER] Completed predict_future for LXFR [2025-09-26T11:11:38.059547] [INFO ] [sig ] LXFR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:38.226407] [INFO ] [LOCAL ] Saved forecast: LXFR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LXFR.txt [2025-09-26T11:11:38.226782] [INFO ] [sig ] [1068/2043] Completed LXFR in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:38.226895] [INFO ] [sig ] [1069/2043] Forecasting LXP... [2025-09-26T11:11:38.226969] [INFO ] [sig ] Generating forecast for: LXP [2025-09-26T11:11:38.227056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-09-26T11:11:38.238729] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LXP'. [2025-09-26T11:11:38.239149] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-09-26T11:11:38.266050] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:38.267031] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-09-26T11:11:38.267125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:38.267199] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:38.267268] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:38.267368] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:38.285846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:38.286615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:38.286758] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:38.287165] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:38.324424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:38.324614] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:38.324695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:38.324754] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:38.332112] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: DOWN (p=5.87%) [2025-09-26T11:11:38.332488] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-09-26T11:11:38.332686] [INFO ] [sig ] LXP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:38.491458] [INFO ] [LOCAL ] Saved forecast: LXP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LXP.txt [2025-09-26T11:11:38.491847] [INFO ] [sig ] [1069/2043] Completed LXP in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:38.491946] [INFO ] [sig ] [1070/2043] Forecasting LXU... [2025-09-26T11:11:38.492048] [INFO ] [sig ] Generating forecast for: LXU [2025-09-26T11:11:38.492149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'. [2025-09-26T11:11:38.503928] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LXU'. [2025-09-26T11:11:38.504383] [INFO ] [FORECASTER] Starting predict_future for LXU [2025-09-26T11:11:38.532670] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:38.533920] [DEBUG] [LOCAL ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt [2025-09-26T11:11:38.534023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:38.534124] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:38.534225] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:38.534353] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:38.553194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:38.554077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:38.554193] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:38.554280] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:38.586630] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:38.586804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:38.586904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:38.586945] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:38.590412] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=10.43%) [2025-09-26T11:11:38.590743] [INFO ] [FORECASTER] Completed predict_future for LXU [2025-09-26T11:11:38.590897] [INFO ] [sig ] LXU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:38.740913] [INFO ] [LOCAL ] Saved forecast: LXU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LXU.txt [2025-09-26T11:11:38.741242] [INFO ] [sig ] [1070/2043] Completed LXU in 0.2s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:38.741338] [INFO ] [sig ] [1071/2043] Forecasting LYB... [2025-09-26T11:11:38.741426] [INFO ] [sig ] Generating forecast for: LYB [2025-09-26T11:11:38.741530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-09-26T11:11:38.752472] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LYB'. [2025-09-26T11:11:38.752936] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-09-26T11:11:38.779449] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:38.780376] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-09-26T11:11:38.780465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:38.780557] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:38.780663] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:38.780870] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:38.801543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:38.802490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:38.802611] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:38.802710] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:38.839228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:38.839420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:38.839470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:38.839506] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:38.843298] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=37.89%) [2025-09-26T11:11:38.843627] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-09-26T11:11:38.843823] [INFO ] [sig ] LYB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:38.996451] [INFO ] [LOCAL ] Saved forecast: LYB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LYB.txt [2025-09-26T11:11:38.996807] [INFO ] [sig ] [1071/2043] Completed LYB in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:38.996900] [INFO ] [sig ] [1072/2043] Forecasting LYG... [2025-09-26T11:11:38.996966] [INFO ] [sig ] Generating forecast for: LYG [2025-09-26T11:11:38.997039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-09-26T11:11:39.008065] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LYG'. [2025-09-26T11:11:39.008482] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-09-26T11:11:39.035055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:39.036046] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-09-26T11:11:39.036130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:39.036203] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:39.036273] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:39.036376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:39.054614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:39.055307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:39.055417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:39.055487] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:39.090992] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:39.091177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:39.091224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:39.091258] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:39.094891] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: UP (p=74.38%) [2025-09-26T11:11:39.095209] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-09-26T11:11:39.095355] [INFO ] [sig ] LYG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:39.248503] [INFO ] [LOCAL ] Saved forecast: LYG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LYG.txt [2025-09-26T11:11:39.248871] [INFO ] [sig ] [1072/2043] Completed LYG in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:39.248959] [INFO ] [sig ] [1073/2043] Forecasting LYV... [2025-09-26T11:11:39.249031] [INFO ] [sig ] Generating forecast for: LYV [2025-09-26T11:11:39.249105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'. [2025-09-26T11:11:39.260216] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LYV'. [2025-09-26T11:11:39.260757] [INFO ] [FORECASTER] Starting predict_future for LYV [2025-09-26T11:11:39.288953] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:39.289948] [DEBUG] [LOCAL ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt [2025-09-26T11:11:39.290040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:39.290115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:39.290185] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:39.290287] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:39.314673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:39.315879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:39.316017] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:39.316092] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:39.365836] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:39.366059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:39.366112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:39.366150] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:39.371248] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=53.69%) [2025-09-26T11:11:39.371749] [INFO ] [FORECASTER] Completed predict_future for LYV [2025-09-26T11:11:39.371943] [INFO ] [sig ] LYV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:39.533188] [INFO ] [LOCAL ] Saved forecast: LYV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LYV.txt [2025-09-26T11:11:39.533695] [INFO ] [sig ] [1073/2043] Completed LYV in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:39.533783] [INFO ] [sig ] [1074/2043] Forecasting LZB... [2025-09-26T11:11:39.533855] [INFO ] [sig ] Generating forecast for: LZB [2025-09-26T11:11:39.533934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-09-26T11:11:39.545872] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LZB'. [2025-09-26T11:11:39.546358] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-09-26T11:11:39.574735] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:39.575729] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-09-26T11:11:39.575812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:39.575889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:39.575960] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:39.576102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:39.595364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:39.596354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:39.596469] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:39.596621] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:39.636704] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:39.636929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:39.636988] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:39.637026] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:39.640930] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=57.96%) [2025-09-26T11:11:39.641323] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-09-26T11:11:39.641518] [INFO ] [sig ] LZB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:39.803051] [INFO ] [LOCAL ] Saved forecast: LZB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/LZB.txt [2025-09-26T11:11:39.803391] [INFO ] [sig ] [1074/2043] Completed LZB in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:39.803471] [INFO ] [sig ] [1075/2043] Forecasting LZM... [2025-09-26T11:11:39.803541] [INFO ] [sig ] Generating forecast for: LZM [2025-09-26T11:11:39.803624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-09-26T11:11:39.814857] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'LZM'. [2025-09-26T11:11:39.815323] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-09-26T11:11:39.842063] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:39.842970] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-09-26T11:11:39.843053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:39.843127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:39.843196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:39.843295] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:39.862529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:39.863361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:39.863476] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:39.863549] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:39.900490] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:39.900709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:39.900779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:39.900817] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:39.904861] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=20.21%) [2025-09-26T11:11:39.905193] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-09-26T11:11:39.905357] [INFO ] [sig ] LZM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:40.175045] [INFO ] [LOCAL ] Saved forecast: LZM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/LZM.txt [2025-09-26T11:11:40.175336] [INFO ] [sig ] [1075/2043] Completed LZM in 0.4s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:40.175414] [INFO ] [sig ] [1076/2043] Forecasting M... [2025-09-26T11:11:40.175490] [INFO ] [sig ] Generating forecast for: M [2025-09-26T11:11:40.175569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-09-26T11:11:40.186886] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'M'. [2025-09-26T11:11:40.187326] [INFO ] [FORECASTER] Starting predict_future for M [2025-09-26T11:11:40.216154] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:40.217294] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-09-26T11:11:40.217399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:40.217480] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:40.217550] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:40.217672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:40.237456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:40.238338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:40.238453] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:40.238525] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:40.277627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:40.277853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:40.277905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:40.277941] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:40.281861] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=2.44%) [2025-09-26T11:11:40.282250] [INFO ] [FORECASTER] Completed predict_future for M [2025-09-26T11:11:40.282417] [INFO ] [sig ] M: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:40.445224] [INFO ] [LOCAL ] Saved forecast: M 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/M.txt [2025-09-26T11:11:40.445741] [INFO ] [sig ] [1076/2043] Completed M in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:40.445855] [INFO ] [sig ] [1077/2043] Forecasting MA... [2025-09-26T11:11:40.445930] [INFO ] [sig ] Generating forecast for: MA [2025-09-26T11:11:40.446005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-09-26T11:11:40.459533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MA'. [2025-09-26T11:11:40.460124] [INFO ] [FORECASTER] Starting predict_future for MA [2025-09-26T11:11:40.488822] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:40.489820] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-09-26T11:11:40.489902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:40.489976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:40.490048] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:40.490148] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:40.509758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:40.510765] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:40.511049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:40.511125] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:40.552061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:40.552245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:40.552293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:40.552327] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:40.557135] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-09-26T11:11:40.557447] [INFO ] [FORECASTER] Completed predict_future for MA [2025-09-26T11:11:40.557698] [INFO ] [sig ] MA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:40.714017] [INFO ] [LOCAL ] Saved forecast: MA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MA.txt [2025-09-26T11:11:40.714297] [INFO ] [sig ] [1077/2043] Completed MA in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:40.714378] [INFO ] [sig ] [1078/2043] Forecasting MAA... [2025-09-26T11:11:40.714449] [INFO ] [sig ] Generating forecast for: MAA [2025-09-26T11:11:40.714523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-09-26T11:11:40.726406] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAA'. [2025-09-26T11:11:40.726899] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-09-26T11:11:40.754218] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:40.755150] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-09-26T11:11:40.755231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:40.755304] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:40.755376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:40.755502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:40.775298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:40.776033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:40.776142] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:40.776213] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:40.814413] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:40.814551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:40.814596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:40.814632] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:40.818180] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=38.94%) [2025-09-26T11:11:40.818530] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-09-26T11:11:40.818715] [INFO ] [sig ] MAA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:40.970376] [INFO ] [LOCAL ] Saved forecast: MAA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MAA.txt [2025-09-26T11:11:40.970638] [INFO ] [sig ] [1078/2043] Completed MAA in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:40.970744] [INFO ] [sig ] [1079/2043] Forecasting MAC... [2025-09-26T11:11:40.970815] [INFO ] [sig ] Generating forecast for: MAC [2025-09-26T11:11:40.970887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-09-26T11:11:40.981832] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAC'. [2025-09-26T11:11:40.982191] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-09-26T11:11:41.008873] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:41.009841] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-09-26T11:11:41.009966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:41.010058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:41.010167] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:41.010272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:41.029172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:41.029908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:41.030020] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:41.030091] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:41.068414] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:41.068547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:41.068591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:41.068624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:41.072115] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=42.39%) [2025-09-26T11:11:41.072406] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-09-26T11:11:41.072577] [INFO ] [sig ] MAC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:41.222926] [INFO ] [LOCAL ] Saved forecast: MAC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MAC.txt [2025-09-26T11:11:41.223189] [INFO ] [sig ] [1079/2043] Completed MAC in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:41.223269] [INFO ] [sig ] [1080/2043] Forecasting MAGN... [2025-09-26T11:11:41.223341] [INFO ] [sig ] Generating forecast for: MAGN [2025-09-26T11:11:41.223430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'. [2025-09-26T11:11:41.235334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAGN'. [2025-09-26T11:11:41.235813] [INFO ] [FORECASTER] Starting predict_future for MAGN [2025-09-26T11:11:41.262540] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:41.263492] [DEBUG] [LOCAL ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt [2025-09-26T11:11:41.263571] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:41.263669] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:41.263742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:41.263841] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:41.281786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:41.282613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:41.282757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:41.282825] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:41.321993] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:41.322185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:41.322233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:41.322267] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:41.326009] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: DOWN (p=45.63%) [2025-09-26T11:11:41.326333] [INFO ] [FORECASTER] Completed predict_future for MAGN [2025-09-26T11:11:41.326486] [INFO ] [sig ] MAGN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:41.479123] [INFO ] [LOCAL ] Saved forecast: MAGN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MAGN.txt [2025-09-26T11:11:41.479440] [INFO ] [sig ] [1080/2043] Completed MAGN in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:41.479541] [INFO ] [sig ] [1081/2043] Forecasting MAIN... [2025-09-26T11:11:41.479621] [INFO ] [sig ] Generating forecast for: MAIN [2025-09-26T11:11:41.479757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'. [2025-09-26T11:11:41.490383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAIN'. [2025-09-26T11:11:41.490924] [INFO ] [FORECASTER] Starting predict_future for MAIN [2025-09-26T11:11:41.517914] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:41.518934] [DEBUG] [LOCAL ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt [2025-09-26T11:11:41.519017] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:41.519110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:41.519182] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:41.519303] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:41.537275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:41.538123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:41.538234] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:41.538317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:41.577594] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:41.577837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:41.577892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:41.577929] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:41.581918] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=97.79%) [2025-09-26T11:11:41.582327] [INFO ] [FORECASTER] Completed predict_future for MAIN [2025-09-26T11:11:41.582504] [INFO ] [sig ] MAIN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:41.746755] [INFO ] [LOCAL ] Saved forecast: MAIN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MAIN.txt [2025-09-26T11:11:41.747128] [INFO ] [sig ] [1081/2043] Completed MAIN in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:41.747238] [INFO ] [sig ] [1082/2043] Forecasting MAN... [2025-09-26T11:11:41.747321] [INFO ] [sig ] Generating forecast for: MAN [2025-09-26T11:11:41.747408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-09-26T11:11:41.759256] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAN'. [2025-09-26T11:11:41.759758] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-09-26T11:11:41.788150] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:41.789398] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-09-26T11:11:41.789483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:41.789559] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:41.789627] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:41.789748] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:41.808853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:41.809593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:41.809729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:41.809783] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:41.851832] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:41.852114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:41.852195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:41.852257] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:41.856758] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=95.24%) [2025-09-26T11:11:41.857174] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-09-26T11:11:41.857340] [INFO ] [sig ] MAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:42.008387] [INFO ] [LOCAL ] Saved forecast: MAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MAN.txt [2025-09-26T11:11:42.008743] [INFO ] [sig ] [1082/2043] Completed MAN in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:42.008834] [INFO ] [sig ] [1083/2043] Forecasting MANU... [2025-09-26T11:11:42.008905] [INFO ] [sig ] Generating forecast for: MANU [2025-09-26T11:11:42.008977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'. [2025-09-26T11:11:42.020960] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MANU'. [2025-09-26T11:11:42.021433] [INFO ] [FORECASTER] Starting predict_future for MANU [2025-09-26T11:11:42.051294] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:42.052350] [DEBUG] [LOCAL ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt [2025-09-26T11:11:42.052436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:42.052537] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:42.052612] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:42.052737] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:42.072415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:42.073381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:42.073509] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:42.073583] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:42.117801] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:42.118000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:42.118050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:42.118086] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:42.123606] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: UP (p=82.08%) [2025-09-26T11:11:42.124221] [INFO ] [FORECASTER] Completed predict_future for MANU [2025-09-26T11:11:42.124469] [INFO ] [sig ] MANU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:42.296980] [INFO ] [LOCAL ] Saved forecast: MANU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MANU.txt [2025-09-26T11:11:42.297317] [INFO ] [sig ] [1083/2043] Completed MANU in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:42.297396] [INFO ] [sig ] [1084/2043] Forecasting MAS... [2025-09-26T11:11:42.297466] [INFO ] [sig ] Generating forecast for: MAS [2025-09-26T11:11:42.297538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-09-26T11:11:42.308471] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAS'. [2025-09-26T11:11:42.308902] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-09-26T11:11:42.335367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:42.336321] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-09-26T11:11:42.336400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:42.336473] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:42.336545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:42.336666] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:42.355751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:42.356858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:42.356993] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:42.357066] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:42.393014] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:42.393213] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:42.393262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:42.393298] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:42.397145] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=53.64%) [2025-09-26T11:11:42.397465] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-09-26T11:11:42.397614] [INFO ] [sig ] MAS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:42.553193] [INFO ] [LOCAL ] Saved forecast: MAS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MAS.txt [2025-09-26T11:11:42.553514] [INFO ] [sig ] [1084/2043] Completed MAS in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:42.553596] [INFO ] [sig ] [1085/2043] Forecasting MATV... [2025-09-26T11:11:42.553703] [INFO ] [sig ] Generating forecast for: MATV [2025-09-26T11:11:42.553762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'. [2025-09-26T11:11:42.565135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MATV'. [2025-09-26T11:11:42.565620] [INFO ] [FORECASTER] Starting predict_future for MATV [2025-09-26T11:11:42.592490] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:42.593419] [DEBUG] [LOCAL ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt [2025-09-26T11:11:42.593508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:42.593583] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:42.593686] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:42.593793] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:42.612114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:42.612899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:42.613013] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:42.613086] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:42.652417] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:42.652596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:42.652666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:42.652737] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:42.656354] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=16.86%) [2025-09-26T11:11:42.656680] [INFO ] [FORECASTER] Completed predict_future for MATV [2025-09-26T11:11:42.656884] [INFO ] [sig ] MATV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:42.814186] [INFO ] [LOCAL ] Saved forecast: MATV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MATV.txt [2025-09-26T11:11:42.814554] [INFO ] [sig ] [1085/2043] Completed MATV in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:42.814668] [INFO ] [sig ] [1086/2043] Forecasting MATX... [2025-09-26T11:11:42.814746] [INFO ] [sig ] Generating forecast for: MATX [2025-09-26T11:11:42.814821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-09-26T11:11:42.829180] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MATX'. [2025-09-26T11:11:42.829603] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-09-26T11:11:42.857288] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:42.858291] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-09-26T11:11:42.858373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:42.858448] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:42.858524] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:42.858626] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:42.877207] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:42.877991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:42.878103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:42.878176] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:42.915608] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:42.915824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:42.915879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:42.915914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:42.919782] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=5.13%) [2025-09-26T11:11:42.920174] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-09-26T11:11:42.920406] [INFO ] [sig ] MATX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:43.075661] [INFO ] [LOCAL ] Saved forecast: MATX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MATX.txt [2025-09-26T11:11:43.076102] [INFO ] [sig ] [1086/2043] Completed MATX in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:43.076184] [INFO ] [sig ] [1087/2043] Forecasting MAX... [2025-09-26T11:11:43.076255] [INFO ] [sig ] Generating forecast for: MAX [2025-09-26T11:11:43.076329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-09-26T11:11:43.089309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MAX'. [2025-09-26T11:11:43.089763] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-09-26T11:11:43.117578] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:43.118509] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-09-26T11:11:43.118591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:43.118714] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:43.118822] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:43.118985] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:43.137991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:43.138776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:43.138902] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:43.139006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:43.185305] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:43.185526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:43.185591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:43.185629] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:43.189391] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=0.58%) [2025-09-26T11:11:43.189712] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-09-26T11:11:43.189879] [INFO ] [sig ] MAX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:43.345093] [INFO ] [LOCAL ] Saved forecast: MAX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MAX.txt [2025-09-26T11:11:43.345389] [INFO ] [sig ] [1087/2043] Completed MAX in 0.3s | 3.74 sym/s | Total: 4.8m | ETA: 4.3m [2025-09-26T11:11:43.345467] [INFO ] [sig ] [1088/2043] Forecasting MBC... [2025-09-26T11:11:43.345537] [INFO ] [sig ] Generating forecast for: MBC [2025-09-26T11:11:43.345609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-09-26T11:11:43.357551] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MBC'. [2025-09-26T11:11:43.358145] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-09-26T11:11:43.384556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:43.385545] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-09-26T11:11:43.385625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:43.385719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:43.385787] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:43.385887] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:43.404193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:43.405058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:43.405171] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:43.405242] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:43.443197] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:43.443413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:43.443466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:43.443506] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:43.447336] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: UP (p=87.29%) [2025-09-26T11:11:43.447671] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-09-26T11:11:43.447853] [INFO ] [sig ] MBC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:43.609338] [INFO ] [LOCAL ] Saved forecast: MBC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MBC.txt [2025-09-26T11:11:43.609676] [INFO ] [sig ] [1088/2043] Completed MBC in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.3m [2025-09-26T11:11:43.609761] [INFO ] [sig ] [1089/2043] Forecasting MC... [2025-09-26T11:11:43.609834] [INFO ] [sig ] Generating forecast for: MC [2025-09-26T11:11:43.609909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-09-26T11:11:43.620794] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MC'. [2025-09-26T11:11:43.621173] [INFO ] [FORECASTER] Starting predict_future for MC [2025-09-26T11:11:43.648789] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:43.649635] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-09-26T11:11:43.649740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:43.649815] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:43.649885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:43.649986] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:43.668743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:43.669466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:43.669578] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:43.669674] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:43.714034] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:43.714299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:43.714398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:43.714462] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:43.719009] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-09-26T11:11:43.719360] [INFO ] [FORECASTER] Completed predict_future for MC [2025-09-26T11:11:43.719517] [INFO ] [sig ] MC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:43.873946] [INFO ] [LOCAL ] Saved forecast: MC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MC.txt [2025-09-26T11:11:43.874278] [INFO ] [sig ] [1089/2043] Completed MC in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.3m [2025-09-26T11:11:43.874365] [INFO ] [sig ] [1090/2043] Forecasting MCB... [2025-09-26T11:11:43.874439] [INFO ] [sig ] Generating forecast for: MCB [2025-09-26T11:11:43.874514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'. [2025-09-26T11:11:43.886037] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCB'. [2025-09-26T11:11:43.886453] [INFO ] [FORECASTER] Starting predict_future for MCB [2025-09-26T11:11:43.915261] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:43.916244] [DEBUG] [LOCAL ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt [2025-09-26T11:11:43.916331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:43.916434] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:43.916508] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:43.916617] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:43.938889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:43.940136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:43.940288] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:43.940385] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:43.989484] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:43.989714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:43.989785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:43.989823] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:43.993526] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: UP (p=98.40%) [2025-09-26T11:11:43.993858] [INFO ] [FORECASTER] Completed predict_future for MCB [2025-09-26T11:11:43.994021] [INFO ] [sig ] MCB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:44.152833] [INFO ] [LOCAL ] Saved forecast: MCB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MCB.txt [2025-09-26T11:11:44.153132] [INFO ] [sig ] [1090/2043] Completed MCB in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:44.153237] [INFO ] [sig ] [1091/2043] Forecasting MCI... [2025-09-26T11:11:44.153324] [INFO ] [sig ] Generating forecast for: MCI [2025-09-26T11:11:44.153407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-09-26T11:11:44.164862] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCI'. [2025-09-26T11:11:44.165253] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-09-26T11:11:44.192188] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:44.193244] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-09-26T11:11:44.193328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:44.193405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:44.193491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:44.193607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:44.212838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:44.213846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:44.213970] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:44.214056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:44.251182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:44.251376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:44.251425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:44.251459] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:44.255280] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=26.93%) [2025-09-26T11:11:44.255609] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-09-26T11:11:44.255802] [INFO ] [sig ] MCI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:44.414592] [INFO ] [LOCAL ] Saved forecast: MCI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MCI.txt [2025-09-26T11:11:44.414930] [INFO ] [sig ] [1091/2043] Completed MCI in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:44.415017] [INFO ] [sig ] [1092/2043] Forecasting MCK... [2025-09-26T11:11:44.415091] [INFO ] [sig ] Generating forecast for: MCK [2025-09-26T11:11:44.415176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-09-26T11:11:44.426325] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCK'. [2025-09-26T11:11:44.426745] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-09-26T11:11:44.457767] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:44.458759] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-09-26T11:11:44.458841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:44.458931] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:44.459016] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:44.459143] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:44.478270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:44.479191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:44.479333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:44.479409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:44.516628] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:44.516863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:44.516973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:44.517029] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:44.520869] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=16.56%) [2025-09-26T11:11:44.521192] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-09-26T11:11:44.521344] [INFO ] [sig ] MCK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:44.690459] [INFO ] [LOCAL ] Saved forecast: MCK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MCK.txt [2025-09-26T11:11:44.690779] [INFO ] [sig ] [1092/2043] Completed MCK in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:44.690861] [INFO ] [sig ] [1093/2043] Forecasting MCN... [2025-09-26T11:11:44.691015] [INFO ] [sig ] Generating forecast for: MCN [2025-09-26T11:11:44.691105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-09-26T11:11:44.702061] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCN'. [2025-09-26T11:11:44.702462] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-09-26T11:11:44.729911] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:44.730953] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-09-26T11:11:44.731038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:44.731124] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:44.731206] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:44.731332] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:44.750125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:44.751097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:44.751212] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:44.751300] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:44.788597] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:44.788808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:44.788861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:44.788895] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:44.792526] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: UP (p=76.72%) [2025-09-26T11:11:44.792873] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-09-26T11:11:44.793032] [INFO ] [sig ] MCN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:44.939453] [INFO ] [LOCAL ] Saved forecast: MCN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MCN.txt [2025-09-26T11:11:44.939738] [INFO ] [sig ] [1093/2043] Completed MCN in 0.2s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:44.939818] [INFO ] [sig ] [1094/2043] Forecasting MCO... [2025-09-26T11:11:44.939887] [INFO ] [sig ] Generating forecast for: MCO [2025-09-26T11:11:44.939959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-09-26T11:11:44.952796] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MCO'. [2025-09-26T11:11:44.953245] [INFO ] [FORECASTER] Starting predict_future for MCO [2025-09-26T11:11:44.982473] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:44.984054] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-09-26T11:11:44.984169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:44.984255] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:44.984345] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:44.984454] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:45.006951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:45.007993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:45.008117] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:45.008200] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:45.048280] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:45.048471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:45.048522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:45.048557] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:45.052392] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-09-26T11:11:45.052730] [INFO ] [FORECASTER] Completed predict_future for MCO [2025-09-26T11:11:45.052898] [INFO ] [sig ] MCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:45.228865] [INFO ] [LOCAL ] Saved forecast: MCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MCO.txt [2025-09-26T11:11:45.229184] [INFO ] [sig ] [1094/2043] Completed MCO in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:45.229268] [INFO ] [sig ] [1095/2043] Forecasting MCR... [2025-09-26T11:11:45.229367] [INFO ] [sig ] Generating forecast for: MCR [2025-09-26T11:11:45.229449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'. [2025-09-26T11:11:45.240821] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCR'. [2025-09-26T11:11:45.241366] [INFO ] [FORECASTER] Starting predict_future for MCR [2025-09-26T11:11:45.270636] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:45.271740] [DEBUG] [LOCAL ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt [2025-09-26T11:11:45.271833] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:45.271907] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:45.271976] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:45.272078] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:45.294018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:45.295088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:45.295231] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:45.295314] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:45.338938] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:45.339211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:45.339282] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:45.339331] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:45.345061] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: UP (p=72.01%) [2025-09-26T11:11:45.345597] [INFO ] [FORECASTER] Completed predict_future for MCR [2025-09-26T11:11:45.345851] [INFO ] [sig ] MCR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:45.516975] [INFO ] [LOCAL ] Saved forecast: MCR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MCR.txt [2025-09-26T11:11:45.517291] [INFO ] [sig ] [1095/2043] Completed MCR in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:45.517377] [INFO ] [sig ] [1096/2043] Forecasting MCS... [2025-09-26T11:11:45.517454] [INFO ] [sig ] Generating forecast for: MCS [2025-09-26T11:11:45.517531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-09-26T11:11:45.530123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCS'. [2025-09-26T11:11:45.530639] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-09-26T11:11:45.563893] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:45.565138] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-09-26T11:11:45.565240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:45.565332] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:45.565417] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:45.565556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:45.593407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:45.594562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:45.594742] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:45.594831] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:45.636323] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:45.636525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:45.636575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:45.636612] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:45.643928] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=14.77%) [2025-09-26T11:11:45.644376] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-09-26T11:11:45.644538] [INFO ] [sig ] MCS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:45.797480] [INFO ] [LOCAL ] Saved forecast: MCS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MCS.txt [2025-09-26T11:11:45.797801] [INFO ] [sig ] [1096/2043] Completed MCS in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:45.797883] [INFO ] [sig ] [1097/2043] Forecasting MCY... [2025-09-26T11:11:45.797952] [INFO ] [sig ] Generating forecast for: MCY [2025-09-26T11:11:45.798025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-09-26T11:11:45.809234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MCY'. [2025-09-26T11:11:45.809667] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-09-26T11:11:45.835782] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:45.836747] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-09-26T11:11:45.836852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:45.836939] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:45.837004] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:45.837103] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:45.855242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:45.856042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:45.856153] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:45.856223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:45.886074] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:45.886266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:45.886316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:45.886351] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:45.891300] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-09-26T11:11:45.891784] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-09-26T11:11:45.891972] [INFO ] [sig ] MCY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:46.066798] [INFO ] [LOCAL ] Saved forecast: MCY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MCY.txt [2025-09-26T11:11:46.067206] [INFO ] [sig ] [1097/2043] Completed MCY in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:46.067305] [INFO ] [sig ] [1098/2043] Forecasting MD... [2025-09-26T11:11:46.067391] [INFO ] [sig ] Generating forecast for: MD [2025-09-26T11:11:46.067523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-09-26T11:11:46.080061] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MD'. [2025-09-26T11:11:46.080549] [INFO ] [FORECASTER] Starting predict_future for MD [2025-09-26T11:11:46.107455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:46.108413] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-09-26T11:11:46.108506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:46.108606] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:46.108733] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:46.108853] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:46.128325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:46.129285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:46.129422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:46.129511] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:46.177044] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:46.177256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:46.177308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:46.177346] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:46.181821] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=51.73%) [2025-09-26T11:11:46.182213] [INFO ] [FORECASTER] Completed predict_future for MD [2025-09-26T11:11:46.182387] [INFO ] [sig ] MD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:46.339675] [INFO ] [LOCAL ] Saved forecast: MD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MD.txt [2025-09-26T11:11:46.340080] [INFO ] [sig ] [1098/2043] Completed MD in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:46.340184] [INFO ] [sig ] [1099/2043] Forecasting MDST... [2025-09-26T11:11:46.340272] [INFO ] [sig ] Generating forecast for: MDST [2025-09-26T11:11:46.340364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'. [2025-09-26T11:11:46.352522] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDST'. [2025-09-26T11:11:46.353155] [INFO ] [FORECASTER] Starting predict_future for MDST [2025-09-26T11:11:46.381908] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:46.382921] [DEBUG] [LOCAL ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt [2025-09-26T11:11:46.383002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:46.383078] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:46.383155] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:46.383261] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:46.402242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:46.403207] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:46.403332] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:46.403406] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:46.439542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:46.439765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:46.439832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:46.439874] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:46.444878] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: UP (p=76.17%) [2025-09-26T11:11:46.445292] [INFO ] [FORECASTER] Completed predict_future for MDST [2025-09-26T11:11:46.445461] [INFO ] [sig ] MDST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:46.597932] [INFO ] [LOCAL ] Saved forecast: MDST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MDST.txt [2025-09-26T11:11:46.598276] [INFO ] [sig ] [1099/2043] Completed MDST in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:46.598396] [INFO ] [sig ] [1100/2043] Forecasting MDT... [2025-09-26T11:11:46.598480] [INFO ] [sig ] Generating forecast for: MDT [2025-09-26T11:11:46.598553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'. [2025-09-26T11:11:46.611288] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDT'. [2025-09-26T11:11:46.611818] [INFO ] [FORECASTER] Starting predict_future for MDT [2025-09-26T11:11:46.642909] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:46.643979] [DEBUG] [LOCAL ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt [2025-09-26T11:11:46.644064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:46.644139] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:46.644209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:46.644314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:46.664502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:46.665631] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:46.665795] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:46.665868] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:46.710800] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:46.711087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:46.711155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:46.711192] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:46.715731] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=97.33%) [2025-09-26T11:11:46.716131] [INFO ] [FORECASTER] Completed predict_future for MDT [2025-09-26T11:11:46.716294] [INFO ] [sig ] MDT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:46.884192] [INFO ] [LOCAL ] Saved forecast: MDT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MDT.txt [2025-09-26T11:11:46.884540] [INFO ] [sig ] [1100/2043] Completed MDT in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:46.884626] [INFO ] [sig ] [1101/2043] Forecasting MDU... [2025-09-26T11:11:46.884724] [INFO ] [sig ] Generating forecast for: MDU [2025-09-26T11:11:46.884834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'. [2025-09-26T11:11:46.897592] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDU'. [2025-09-26T11:11:46.898154] [INFO ] [FORECASTER] Starting predict_future for MDU [2025-09-26T11:11:46.926175] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:46.927162] [DEBUG] [LOCAL ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt [2025-09-26T11:11:46.927244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:46.927320] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:46.927392] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:46.927495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:46.948315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:46.949317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:46.949440] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:46.949514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:46.989178] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:46.989388] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:46.989445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:46.989489] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:46.994165] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: DOWN (p=16.72%) [2025-09-26T11:11:46.994548] [INFO ] [FORECASTER] Completed predict_future for MDU [2025-09-26T11:11:46.994775] [INFO ] [sig ] MDU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:47.162760] [INFO ] [LOCAL ] Saved forecast: MDU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MDU.txt [2025-09-26T11:11:47.163073] [INFO ] [sig ] [1101/2043] Completed MDU in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:47.163159] [INFO ] [sig ] [1102/2043] Forecasting MDV... [2025-09-26T11:11:47.163233] [INFO ] [sig ] Generating forecast for: MDV [2025-09-26T11:11:47.163309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'. [2025-09-26T11:11:47.175770] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MDV'. [2025-09-26T11:11:47.176251] [INFO ] [FORECASTER] Starting predict_future for MDV [2025-09-26T11:11:47.205052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:47.206003] [DEBUG] [LOCAL ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt [2025-09-26T11:11:47.206089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:47.206164] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:47.206253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:47.206357] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:47.227202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:47.228146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:47.228265] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:47.228335] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:47.268050] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:47.268242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:47.268311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:47.268349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:47.272240] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: UP (p=66.04%) [2025-09-26T11:11:47.272544] [INFO ] [FORECASTER] Completed predict_future for MDV [2025-09-26T11:11:47.272726] [INFO ] [sig ] MDV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:47.424447] [INFO ] [LOCAL ] Saved forecast: MDV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MDV.txt [2025-09-26T11:11:47.424760] [INFO ] [sig ] [1102/2043] Completed MDV in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:47.424843] [INFO ] [sig ] [1103/2043] Forecasting MEC... [2025-09-26T11:11:47.424913] [INFO ] [sig ] Generating forecast for: MEC [2025-09-26T11:11:47.424963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-09-26T11:11:47.437016] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MEC'. [2025-09-26T11:11:47.437489] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-09-26T11:11:47.465301] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:47.466231] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-09-26T11:11:47.466313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:47.466388] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:47.466530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:47.466681] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:47.485211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:47.485964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:47.486102] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:47.486183] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:47.525618] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:47.525838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:47.525892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:47.525934] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:47.530176] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=9.95%) [2025-09-26T11:11:47.530550] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-09-26T11:11:47.530767] [INFO ] [sig ] MEC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:47.712681] [INFO ] [LOCAL ] Saved forecast: MEC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MEC.txt [2025-09-26T11:11:47.713087] [INFO ] [sig ] [1103/2043] Completed MEC in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:47.713184] [INFO ] [sig ] [1104/2043] Forecasting MED... [2025-09-26T11:11:47.713280] [INFO ] [sig ] Generating forecast for: MED [2025-09-26T11:11:47.713380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-09-26T11:11:47.726778] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MED'. [2025-09-26T11:11:47.727630] [INFO ] [FORECASTER] Starting predict_future for MED [2025-09-26T11:11:47.764023] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:47.765259] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-09-26T11:11:47.765352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:47.765450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:47.765561] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:47.765745] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:47.787557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:47.788541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:47.788687] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:47.788776] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:47.830982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:47.831258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:47.831323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:47.831362] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:47.835916] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=79.07%) [2025-09-26T11:11:47.836352] [INFO ] [FORECASTER] Completed predict_future for MED [2025-09-26T11:11:47.836534] [INFO ] [sig ] MED: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:47.990778] [INFO ] [LOCAL ] Saved forecast: MED 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MED.txt [2025-09-26T11:11:47.991066] [INFO ] [sig ] [1104/2043] Completed MED in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:47.991144] [INFO ] [sig ] [1105/2043] Forecasting MEG... [2025-09-26T11:11:47.991219] [INFO ] [sig ] Generating forecast for: MEG [2025-09-26T11:11:47.991290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-09-26T11:11:48.003382] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEG'. [2025-09-26T11:11:48.003801] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-09-26T11:11:48.030113] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:48.030969] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-09-26T11:11:48.031046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:48.031124] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:48.031196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:48.031301] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:48.049586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:48.050367] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:48.050489] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:48.050564] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:48.090162] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:48.090375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:48.090461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:48.090538] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:48.094357] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=86.13%) [2025-09-26T11:11:48.094744] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-09-26T11:11:48.094946] [INFO ] [sig ] MEG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:48.260582] [INFO ] [LOCAL ] Saved forecast: MEG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MEG.txt [2025-09-26T11:11:48.260885] [INFO ] [sig ] [1105/2043] Completed MEG in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:48.260964] [INFO ] [sig ] [1106/2043] Forecasting MEGI... [2025-09-26T11:11:48.261030] [INFO ] [sig ] Generating forecast for: MEGI [2025-09-26T11:11:48.261077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-09-26T11:11:48.272167] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEGI'. [2025-09-26T11:11:48.272634] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-09-26T11:11:48.300555] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:48.301773] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-09-26T11:11:48.301879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:48.301985] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:48.302080] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:48.302228] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:48.322341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:48.323197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:48.323311] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:48.323394] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:48.359762] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:48.360003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:48.360104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:48.360190] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:48.365329] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=56.64%) [2025-09-26T11:11:48.365734] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-09-26T11:11:48.365944] [INFO ] [sig ] MEGI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:48.538768] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MEGI.txt [2025-09-26T11:11:48.539032] [INFO ] [sig ] [1106/2043] Completed MEGI in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:48.539108] [INFO ] [sig ] [1107/2043] Forecasting MEI... [2025-09-26T11:11:48.539177] [INFO ] [sig ] Generating forecast for: MEI [2025-09-26T11:11:48.539246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-09-26T11:11:48.549563] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MEI'. [2025-09-26T11:11:48.549930] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-09-26T11:11:48.576369] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:48.577315] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-09-26T11:11:48.577396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:48.577470] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:48.577540] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:48.577662] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:48.596017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:48.596718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:48.596849] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:48.596924] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:48.625304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:48.625468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:48.625514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:48.625553] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:48.629230] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=8.95%) [2025-09-26T11:11:48.629521] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-09-26T11:11:48.629691] [INFO ] [sig ] MEI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:48.784235] [INFO ] [LOCAL ] Saved forecast: MEI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MEI.txt [2025-09-26T11:11:48.784590] [INFO ] [sig ] [1107/2043] Completed MEI in 0.2s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:48.784704] [INFO ] [sig ] [1108/2043] Forecasting MET... [2025-09-26T11:11:48.784786] [INFO ] [sig ] Generating forecast for: MET [2025-09-26T11:11:48.784923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'. [2025-09-26T11:11:48.796720] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MET'. [2025-09-26T11:11:48.797207] [INFO ] [FORECASTER] Starting predict_future for MET [2025-09-26T11:11:48.826982] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:48.827955] [DEBUG] [LOCAL ] No optimal features file found for MET: ./output/feature-sets/MET.txt [2025-09-26T11:11:48.828048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:48.828121] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:48.828190] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:48.828302] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:48.849516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:48.850443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:48.850560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:48.850630] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:48.888542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:48.888783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:48.888850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:48.888885] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:48.892784] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: UP (p=59.11%) [2025-09-26T11:11:48.893075] [INFO ] [FORECASTER] Completed predict_future for MET [2025-09-26T11:11:48.893217] [INFO ] [sig ] MET: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:49.048147] [INFO ] [LOCAL ] Saved forecast: MET 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MET.txt [2025-09-26T11:11:49.048425] [INFO ] [sig ] [1108/2043] Completed MET in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:49.048502] [INFO ] [sig ] [1109/2043] Forecasting MFA... [2025-09-26T11:11:49.048572] [INFO ] [sig ] Generating forecast for: MFA [2025-09-26T11:11:49.048668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-09-26T11:11:49.059946] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFA'. [2025-09-26T11:11:49.060295] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-09-26T11:11:49.088864] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:49.089841] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-09-26T11:11:49.089920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:49.089993] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:49.090063] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:49.090163] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:49.109884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:49.110817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:49.110933] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:49.111006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:49.145248] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:49.145440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:49.145508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:49.145547] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:49.149399] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=94.71%) [2025-09-26T11:11:49.149740] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-09-26T11:11:49.149901] [INFO ] [sig ] MFA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:49.308981] [INFO ] [LOCAL ] Saved forecast: MFA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MFA.txt [2025-09-26T11:11:49.309293] [INFO ] [sig ] [1109/2043] Completed MFA in 0.3s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:49.309372] [INFO ] [sig ] [1110/2043] Forecasting MFAN... [2025-09-26T11:11:49.309444] [INFO ] [sig ] Generating forecast for: MFAN [2025-09-26T11:11:49.309518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'. [2025-09-26T11:11:49.319742] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFAN'. [2025-09-26T11:11:49.320088] [INFO ] [FORECASTER] Starting predict_future for MFAN [2025-09-26T11:11:49.346974] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:49.347922] [DEBUG] [LOCAL ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt [2025-09-26T11:11:49.348001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:49.348073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:49.348288] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:49.348554] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:49.369017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:49.370348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:49.370464] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:49.370535] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:49.400761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:49.400922] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:49.400973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:49.401008] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:49.404982] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: UP (p=53.02%) [2025-09-26T11:11:49.405305] [INFO ] [FORECASTER] Completed predict_future for MFAN [2025-09-26T11:11:49.405449] [INFO ] [sig ] MFAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:49.557253] [INFO ] [LOCAL ] Saved forecast: MFAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MFAN.txt [2025-09-26T11:11:49.557554] [INFO ] [sig ] [1110/2043] Completed MFAN in 0.2s | 3.74 sym/s | Total: 4.9m | ETA: 4.2m [2025-09-26T11:11:49.557634] [INFO ] [sig ] [1111/2043] Forecasting MFAO... [2025-09-26T11:11:49.557720] [INFO ] [sig ] Generating forecast for: MFAO [2025-09-26T11:11:49.557767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'. [2025-09-26T11:11:49.568100] [DEBUG] [REMOTE ] Successfully parsed 1804 rows of historical data for symbol 'MFAO'. [2025-09-26T11:11:49.568499] [INFO ] [FORECASTER] Starting predict_future for MFAO [2025-09-26T11:11:49.595945] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:49.597010] [DEBUG] [LOCAL ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt [2025-09-26T11:11:49.597099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:49.597199] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:49.597292] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:49.597455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:49.617020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:49.617905] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:49.618040] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:49.618134] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:49.650020] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:49.650180] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:49.650226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:49.650262] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:49.653895] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: DOWN (p=20.73%) [2025-09-26T11:11:49.654191] [INFO ] [FORECASTER] Completed predict_future for MFAO [2025-09-26T11:11:49.654336] [INFO ] [sig ] MFAO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:49.808991] [INFO ] [LOCAL ] Saved forecast: MFAO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MFAO.txt [2025-09-26T11:11:49.809295] [INFO ] [sig ] [1111/2043] Completed MFAO in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.2m [2025-09-26T11:11:49.809375] [INFO ] [sig ] [1112/2043] Forecasting MFC... [2025-09-26T11:11:49.809451] [INFO ] [sig ] Generating forecast for: MFC [2025-09-26T11:11:49.809529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-09-26T11:11:49.820586] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFC'. [2025-09-26T11:11:49.821083] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-09-26T11:11:49.848409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:49.849350] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-09-26T11:11:49.849432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:49.849512] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:49.849588] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:49.849724] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:49.869021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:49.869989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:49.870118] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:49.870196] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:49.908098] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:49.908295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:49.908345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:49.908381] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:49.912451] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=1.53%) [2025-09-26T11:11:49.912885] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-09-26T11:11:49.913079] [INFO ] [sig ] MFC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:50.071609] [INFO ] [LOCAL ] Saved forecast: MFC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MFC.txt [2025-09-26T11:11:50.071898] [INFO ] [sig ] [1112/2043] Completed MFC in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.2m [2025-09-26T11:11:50.071988] [INFO ] [sig ] [1113/2043] Forecasting MFG... [2025-09-26T11:11:50.072058] [INFO ] [sig ] Generating forecast for: MFG [2025-09-26T11:11:50.072138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-09-26T11:11:50.082894] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFG'. [2025-09-26T11:11:50.083389] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-09-26T11:11:50.109753] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:50.110692] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-09-26T11:11:50.110788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:50.110879] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:50.110967] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:50.111096] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:50.129921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:50.130668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:50.130796] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:50.130885] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:50.169891] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:50.170051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:50.170099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:50.170134] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:50.174208] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: DOWN (p=47.20%) [2025-09-26T11:11:50.174525] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-09-26T11:11:50.174702] [INFO ] [sig ] MFG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:50.331455] [INFO ] [LOCAL ] Saved forecast: MFG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MFG.txt [2025-09-26T11:11:50.331776] [INFO ] [sig ] [1113/2043] Completed MFG in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:50.331859] [INFO ] [sig ] [1114/2043] Forecasting MFM... [2025-09-26T11:11:50.331931] [INFO ] [sig ] Generating forecast for: MFM [2025-09-26T11:11:50.332018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-09-26T11:11:50.342467] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFM'. [2025-09-26T11:11:50.342921] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-09-26T11:11:50.369911] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:50.370832] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-09-26T11:11:50.370915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:50.371006] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:50.371079] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:50.371184] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:50.390928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:50.391753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:50.391862] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:50.391939] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:50.421514] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:50.421723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:50.421791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:50.421828] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:50.425591] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=68.21%) [2025-09-26T11:11:50.425929] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-09-26T11:11:50.426082] [INFO ] [sig ] MFM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:50.583310] [INFO ] [LOCAL ] Saved forecast: MFM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MFM.txt [2025-09-26T11:11:50.583715] [INFO ] [sig ] [1114/2043] Completed MFM in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:50.583797] [INFO ] [sig ] [1115/2043] Forecasting MFSG... [2025-09-26T11:11:50.583845] [INFO ] [sig ] Generating forecast for: MFSG [2025-09-26T11:11:50.583886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'. [2025-09-26T11:11:50.595553] [DEBUG] [REMOTE ] Successfully parsed 1801 rows of historical data for symbol 'MFSG'. [2025-09-26T11:11:50.595974] [INFO ] [FORECASTER] Starting predict_future for MFSG [2025-09-26T11:11:50.624972] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:50.626033] [DEBUG] [LOCAL ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt [2025-09-26T11:11:50.626136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:50.626215] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:50.626289] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:50.626398] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:50.646582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:50.647444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:50.647557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:50.647631] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:50.676429] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:50.676598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:50.676667] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:50.676733] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:50.680803] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: UP (p=96.69%) [2025-09-26T11:11:50.681114] [INFO ] [FORECASTER] Completed predict_future for MFSG [2025-09-26T11:11:50.681257] [INFO ] [sig ] MFSG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:50.844509] [INFO ] [LOCAL ] Saved forecast: MFSG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MFSG.txt [2025-09-26T11:11:50.844860] [INFO ] [sig ] [1115/2043] Completed MFSG in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:50.844945] [INFO ] [sig ] [1116/2043] Forecasting MFSI... [2025-09-26T11:11:50.845021] [INFO ] [sig ] Generating forecast for: MFSI [2025-09-26T11:11:50.845093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'. [2025-09-26T11:11:50.855843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MFSI'. [2025-09-26T11:11:50.856243] [INFO ] [FORECASTER] Starting predict_future for MFSI [2025-09-26T11:11:50.883559] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:50.884697] [DEBUG] [LOCAL ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt [2025-09-26T11:11:50.884779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:50.884858] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:50.884932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:50.885038] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:50.903489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:50.904498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:50.904618] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:50.904719] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:50.940331] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:50.940523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:50.940585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:50.940621] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:50.944433] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: DOWN (p=13.55%) [2025-09-26T11:11:50.944807] [INFO ] [FORECASTER] Completed predict_future for MFSI [2025-09-26T11:11:50.944971] [INFO ] [sig ] MFSI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:51.098396] [INFO ] [LOCAL ] Saved forecast: MFSI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MFSI.txt [2025-09-26T11:11:51.098714] [INFO ] [sig ] [1116/2043] Completed MFSI in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:51.098797] [INFO ] [sig ] [1117/2043] Forecasting MFSV... [2025-09-26T11:11:51.098866] [INFO ] [sig ] Generating forecast for: MFSV [2025-09-26T11:11:51.098946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'. [2025-09-26T11:11:51.109208] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MFSV'. [2025-09-26T11:11:51.109767] [INFO ] [FORECASTER] Starting predict_future for MFSV [2025-09-26T11:11:51.140210] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:51.141136] [DEBUG] [LOCAL ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt [2025-09-26T11:11:51.141215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:51.141302] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:51.141383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:51.141506] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:51.160305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:51.161124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:51.161256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:51.161343] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:51.195392] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:51.195587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:51.195634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:51.195723] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:51.199454] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: UP (p=92.56%) [2025-09-26T11:11:51.199812] [INFO ] [FORECASTER] Completed predict_future for MFSV [2025-09-26T11:11:51.199980] [INFO ] [sig ] MFSV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:51.348584] [INFO ] [LOCAL ] Saved forecast: MFSV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MFSV.txt [2025-09-26T11:11:51.348871] [INFO ] [sig ] [1117/2043] Completed MFSV in 0.2s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:51.348973] [INFO ] [sig ] [1118/2043] Forecasting MG... [2025-09-26T11:11:51.349059] [INFO ] [sig ] Generating forecast for: MG [2025-09-26T11:11:51.349131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-09-26T11:11:51.359266] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MG'. [2025-09-26T11:11:51.359662] [INFO ] [FORECASTER] Starting predict_future for MG [2025-09-26T11:11:51.386807] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:51.387752] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-09-26T11:11:51.387831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:51.387904] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:51.387973] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:51.388132] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:51.407700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:51.408415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:51.408531] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:51.408601] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:51.445053] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:51.445238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:51.445284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:51.445320] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:51.449235] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=13.43%) [2025-09-26T11:11:51.449567] [INFO ] [FORECASTER] Completed predict_future for MG [2025-09-26T11:11:51.449757] [INFO ] [sig ] MG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:51.616440] [INFO ] [LOCAL ] Saved forecast: MG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MG.txt [2025-09-26T11:11:51.616800] [INFO ] [sig ] [1118/2043] Completed MG in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:51.620818] [INFO ] [sig ] [1119/2043] Forecasting MGA... [2025-09-26T11:11:51.620921] [INFO ] [sig ] Generating forecast for: MGA [2025-09-26T11:11:51.621009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-09-26T11:11:51.636384] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGA'. [2025-09-26T11:11:51.636774] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-09-26T11:11:51.665436] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:51.666321] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-09-26T11:11:51.666402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:51.666482] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:51.666558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:51.666704] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:51.685478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:51.686319] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:51.686436] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:51.686513] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:51.725415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:51.725612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:51.725723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:51.725793] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:51.729663] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=18.68%) [2025-09-26T11:11:51.729973] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-09-26T11:11:51.730122] [INFO ] [sig ] MGA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:51.885633] [INFO ] [LOCAL ] Saved forecast: MGA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MGA.txt [2025-09-26T11:11:51.885976] [INFO ] [sig ] [1119/2043] Completed MGA in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:51.886058] [INFO ] [sig ] [1120/2043] Forecasting MGF... [2025-09-26T11:11:51.886130] [INFO ] [sig ] Generating forecast for: MGF [2025-09-26T11:11:51.886205] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'. [2025-09-26T11:11:51.897750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGF'. [2025-09-26T11:11:51.898169] [INFO ] [FORECASTER] Starting predict_future for MGF [2025-09-26T11:11:51.925739] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:51.926624] [DEBUG] [LOCAL ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt [2025-09-26T11:11:51.926726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:51.926801] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:51.926895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:51.927001] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:51.945690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:51.946511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:51.946627] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:51.946716] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:51.984883] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:51.985048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:51.985094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:51.985129] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:51.988848] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=39.68%) [2025-09-26T11:11:51.989143] [INFO ] [FORECASTER] Completed predict_future for MGF [2025-09-26T11:11:51.989291] [INFO ] [sig ] MGF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:52.141811] [INFO ] [LOCAL ] Saved forecast: MGF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MGF.txt [2025-09-26T11:11:52.142132] [INFO ] [sig ] [1120/2043] Completed MGF in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:52.142216] [INFO ] [sig ] [1121/2043] Forecasting MGM... [2025-09-26T11:11:52.142287] [INFO ] [sig ] Generating forecast for: MGM [2025-09-26T11:11:52.142362] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-09-26T11:11:52.153331] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGM'. [2025-09-26T11:11:52.153724] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-09-26T11:11:52.180503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:52.181473] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-09-26T11:11:52.181555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:52.181631] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:52.181725] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:52.181825] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:52.200167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:52.200850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:52.200980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:52.201050] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:52.240627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:52.240777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:52.240823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:52.240857] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:52.244180] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=18.59%) [2025-09-26T11:11:52.244476] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-09-26T11:11:52.244622] [INFO ] [sig ] MGM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:52.402787] [INFO ] [LOCAL ] Saved forecast: MGM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MGM.txt [2025-09-26T11:11:52.403565] [INFO ] [sig ] [1121/2043] Completed MGM in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:52.403676] [INFO ] [sig ] [1122/2043] Forecasting MGR... [2025-09-26T11:11:52.403750] [INFO ] [sig ] Generating forecast for: MGR [2025-09-26T11:11:52.403823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'. [2025-09-26T11:11:52.422175] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGR'. [2025-09-26T11:11:52.422717] [INFO ] [FORECASTER] Starting predict_future for MGR [2025-09-26T11:11:52.456125] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:52.457298] [DEBUG] [LOCAL ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt [2025-09-26T11:11:52.457389] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:52.457478] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:52.457567] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:52.457742] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:52.481949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:52.483241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:52.483379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:52.483468] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:52.530040] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:52.530248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:52.530306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:52.530343] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:52.534629] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=35.47%) [2025-09-26T11:11:52.535034] [INFO ] [FORECASTER] Completed predict_future for MGR [2025-09-26T11:11:52.535221] [INFO ] [sig ] MGR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:52.716481] [INFO ] [LOCAL ] Saved forecast: MGR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MGR.txt [2025-09-26T11:11:52.716878] [INFO ] [sig ] [1122/2043] Completed MGR in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:52.716961] [INFO ] [sig ] [1123/2043] Forecasting MGRB... [2025-09-26T11:11:52.717034] [INFO ] [sig ] Generating forecast for: MGRB [2025-09-26T11:11:52.717111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'. [2025-09-26T11:11:52.727942] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGRB'. [2025-09-26T11:11:52.728329] [INFO ] [FORECASTER] Starting predict_future for MGRB [2025-09-26T11:11:52.757618] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:52.758576] [DEBUG] [LOCAL ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt [2025-09-26T11:11:52.758682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:52.758759] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:52.758830] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:52.758933] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:52.779752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:52.780516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:52.780682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:52.780768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:52.820854] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:52.821055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:52.821108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:52.821182] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:52.825049] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=69.08%) [2025-09-26T11:11:52.825347] [INFO ] [FORECASTER] Completed predict_future for MGRB [2025-09-26T11:11:52.825495] [INFO ] [sig ] MGRB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:52.983748] [INFO ] [LOCAL ] Saved forecast: MGRB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MGRB.txt [2025-09-26T11:11:52.984061] [INFO ] [sig ] [1123/2043] Completed MGRB in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:52.984142] [INFO ] [sig ] [1124/2043] Forecasting MGRD... [2025-09-26T11:11:52.984211] [INFO ] [sig ] Generating forecast for: MGRD [2025-09-26T11:11:52.984283] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'. [2025-09-26T11:11:52.995544] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGRD'. [2025-09-26T11:11:52.996101] [INFO ] [FORECASTER] Starting predict_future for MGRD [2025-09-26T11:11:53.023360] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:53.024318] [DEBUG] [LOCAL ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt [2025-09-26T11:11:53.024402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:53.024477] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:53.024547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:53.024669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:53.043806] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:53.044494] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:53.044608] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:53.044701] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:53.081636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:53.081850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:53.081905] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:53.081940] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:53.085587] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: UP (p=96.67%) [2025-09-26T11:11:53.085921] [INFO ] [FORECASTER] Completed predict_future for MGRD [2025-09-26T11:11:53.086081] [INFO ] [sig ] MGRD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:53.251377] [INFO ] [LOCAL ] Saved forecast: MGRD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MGRD.txt [2025-09-26T11:11:53.251677] [INFO ] [sig ] [1124/2043] Completed MGRD in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:53.251761] [INFO ] [sig ] [1125/2043] Forecasting MGRE... [2025-09-26T11:11:53.251833] [INFO ] [sig ] Generating forecast for: MGRE [2025-09-26T11:11:53.251908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'. [2025-09-26T11:11:53.263190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGRE'. [2025-09-26T11:11:53.263780] [INFO ] [FORECASTER] Starting predict_future for MGRE [2025-09-26T11:11:53.300397] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:53.301413] [DEBUG] [LOCAL ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt [2025-09-26T11:11:53.301511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:53.301588] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:53.301687] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:53.301808] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:53.327667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:53.328698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:53.328818] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:53.328888] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:53.369527] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:53.369802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:53.369878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:53.369919] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:53.374123] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: UP (p=72.61%) [2025-09-26T11:11:53.374511] [INFO ] [FORECASTER] Completed predict_future for MGRE [2025-09-26T11:11:53.374704] [INFO ] [sig ] MGRE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:53.541780] [INFO ] [LOCAL ] Saved forecast: MGRE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MGRE.txt [2025-09-26T11:11:53.542134] [INFO ] [sig ] [1125/2043] Completed MGRE in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:53.542218] [INFO ] [sig ] [1126/2043] Forecasting MGY... [2025-09-26T11:11:53.542289] [INFO ] [sig ] Generating forecast for: MGY [2025-09-26T11:11:53.542363] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-09-26T11:11:53.559395] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MGY'. [2025-09-26T11:11:53.560043] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-09-26T11:11:53.595884] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:53.597041] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-09-26T11:11:53.597154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:53.597249] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:53.597336] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:53.597464] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:53.621102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:53.622415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:53.622547] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:53.622637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:53.667736] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:53.667964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:53.668023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:53.668058] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:53.672570] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=2.46%) [2025-09-26T11:11:53.673010] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-09-26T11:11:53.673211] [INFO ] [sig ] MGY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:53.850500] [INFO ] [LOCAL ] Saved forecast: MGY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MGY.txt [2025-09-26T11:11:53.850876] [INFO ] [sig ] [1126/2043] Completed MGY in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:53.850973] [INFO ] [sig ] [1127/2043] Forecasting MHD... [2025-09-26T11:11:53.851062] [INFO ] [sig ] Generating forecast for: MHD [2025-09-26T11:11:53.851155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-09-26T11:11:53.863342] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHD'. [2025-09-26T11:11:53.863878] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-09-26T11:11:53.893005] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:53.894085] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-09-26T11:11:53.894169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:53.894244] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:53.894314] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:53.894413] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:53.915533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:53.916508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:53.916625] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:53.916770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:53.956268] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:53.956492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:53.956550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:53.956594] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:53.960837] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=16.77%) [2025-09-26T11:11:53.961184] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-09-26T11:11:53.961342] [INFO ] [sig ] MHD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:54.136294] [INFO ] [LOCAL ] Saved forecast: MHD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MHD.txt [2025-09-26T11:11:54.136668] [INFO ] [sig ] [1127/2043] Completed MHD in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:54.136755] [INFO ] [sig ] [1128/2043] Forecasting MHF... [2025-09-26T11:11:54.136855] [INFO ] [sig ] Generating forecast for: MHF [2025-09-26T11:11:54.136934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-09-26T11:11:54.149994] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHF'. [2025-09-26T11:11:54.150391] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-09-26T11:11:54.177891] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:54.178903] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-09-26T11:11:54.178985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:54.179092] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:54.179163] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:54.179263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:54.197732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:54.198363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:54.198473] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:54.198542] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:54.238796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:54.238974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:54.239063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:54.239114] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:54.242852] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=94.40%) [2025-09-26T11:11:54.243208] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-09-26T11:11:54.243382] [INFO ] [sig ] MHF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:54.395986] [INFO ] [LOCAL ] Saved forecast: MHF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MHF.txt [2025-09-26T11:11:54.396435] [INFO ] [sig ] [1128/2043] Completed MHF in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:54.396521] [INFO ] [sig ] [1129/2043] Forecasting MHK... [2025-09-26T11:11:54.396592] [INFO ] [sig ] Generating forecast for: MHK [2025-09-26T11:11:54.396663] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-09-26T11:11:54.409737] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHK'. [2025-09-26T11:11:54.410108] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-09-26T11:11:54.438321] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:54.439172] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-09-26T11:11:54.439254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:54.439329] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:54.439377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:54.439472] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:54.458408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:54.459050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:54.459158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:54.459229] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:54.494129] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:54.494263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:54.494309] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:54.494343] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:54.497863] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=54.30%) [2025-09-26T11:11:54.498178] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-09-26T11:11:54.498324] [INFO ] [sig ] MHK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:54.647554] [INFO ] [LOCAL ] Saved forecast: MHK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MHK.txt [2025-09-26T11:11:54.647918] [INFO ] [sig ] [1129/2043] Completed MHK in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:54.648004] [INFO ] [sig ] [1130/2043] Forecasting MHN... [2025-09-26T11:11:54.648079] [INFO ] [sig ] Generating forecast for: MHN [2025-09-26T11:11:54.648154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-09-26T11:11:54.659771] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHN'. [2025-09-26T11:11:54.660221] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-09-26T11:11:54.688265] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:54.689241] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-09-26T11:11:54.689322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:54.689395] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:54.689464] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:54.689564] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:54.710026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:54.710961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:54.711092] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:54.711169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:54.749848] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:54.750016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:54.750063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:54.750116] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:54.753801] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=2.29%) [2025-09-26T11:11:54.754085] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-09-26T11:11:54.754231] [INFO ] [sig ] MHN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:54.907032] [INFO ] [LOCAL ] Saved forecast: MHN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MHN.txt [2025-09-26T11:11:54.907340] [INFO ] [sig ] [1130/2043] Completed MHN in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:54.907420] [INFO ] [sig ] [1131/2043] Forecasting MHO... [2025-09-26T11:11:54.907490] [INFO ] [sig ] Generating forecast for: MHO [2025-09-26T11:11:54.907564] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-09-26T11:11:54.919341] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MHO'. [2025-09-26T11:11:54.919961] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-09-26T11:11:54.950938] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:54.951960] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-09-26T11:11:54.952041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:54.952115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:54.952185] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:54.952286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:54.971690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:54.972637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:54.972779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:54.972852] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:55.016207] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:55.016400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:55.016451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:55.016488] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:55.020305] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=50.26%) [2025-09-26T11:11:55.020604] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-09-26T11:11:55.020790] [INFO ] [sig ] MHO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:55.184835] [INFO ] [LOCAL ] Saved forecast: MHO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MHO.txt [2025-09-26T11:11:55.185137] [INFO ] [sig ] [1131/2043] Completed MHO in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:55.185219] [INFO ] [sig ] [1132/2043] Forecasting MIN... [2025-09-26T11:11:55.185291] [INFO ] [sig ] Generating forecast for: MIN [2025-09-26T11:11:55.185365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'. [2025-09-26T11:11:55.196949] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MIN'. [2025-09-26T11:11:55.197467] [INFO ] [FORECASTER] Starting predict_future for MIN [2025-09-26T11:11:55.224776] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:55.225701] [DEBUG] [LOCAL ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt [2025-09-26T11:11:55.225785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:55.225861] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:55.225932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:55.226034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:55.244754] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:55.245438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:55.245548] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:55.245620] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:55.285688] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:55.285891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:55.285941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:55.285976] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:55.289895] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: UP (p=72.13%) [2025-09-26T11:11:55.290262] [INFO ] [FORECASTER] Completed predict_future for MIN [2025-09-26T11:11:55.290431] [INFO ] [sig ] MIN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:55.453957] [INFO ] [LOCAL ] Saved forecast: MIN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MIN.txt [2025-09-26T11:11:55.454271] [INFO ] [sig ] [1132/2043] Completed MIN in 0.3s | 3.74 sym/s | Total: 5.0m | ETA: 4.1m [2025-09-26T11:11:55.454354] [INFO ] [sig ] [1133/2043] Forecasting MIR... [2025-09-26T11:11:55.454427] [INFO ] [sig ] Generating forecast for: MIR [2025-09-26T11:11:55.454500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'. [2025-09-26T11:11:55.467756] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MIR'. [2025-09-26T11:11:55.468224] [INFO ] [FORECASTER] Starting predict_future for MIR [2025-09-26T11:11:55.499385] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:55.500355] [DEBUG] [LOCAL ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt [2025-09-26T11:11:55.500438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:55.500523] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:55.500601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:55.500737] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:55.520794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:55.521729] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:55.521849] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:55.521925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:55.562544] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:55.562737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:55.562806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:55.562842] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:55.566584] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=95.03%) [2025-09-26T11:11:55.566992] [INFO ] [FORECASTER] Completed predict_future for MIR [2025-09-26T11:11:55.567154] [INFO ] [sig ] MIR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:55.723317] [INFO ] [LOCAL ] Saved forecast: MIR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MIR.txt [2025-09-26T11:11:55.723698] [INFO ] [sig ] [1133/2043] Completed MIR in 0.3s | 3.74 sym/s | Total: 5.1m | ETA: 4.1m [2025-09-26T11:11:55.723781] [INFO ] [sig ] [1134/2043] Forecasting MITP... [2025-09-26T11:11:55.723857] [INFO ] [sig ] Generating forecast for: MITP [2025-09-26T11:11:55.723935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'. [2025-09-26T11:11:55.734727] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'MITP'. [2025-09-26T11:11:55.735260] [INFO ] [FORECASTER] Starting predict_future for MITP [2025-09-26T11:11:55.762315] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:55.763307] [DEBUG] [LOCAL ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt [2025-09-26T11:11:55.763386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:55.763458] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:55.763527] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:55.763626] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:55.781460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:55.782093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:55.782200] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:55.782269] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:55.820576] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:55.820773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:55.820834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:55.820869] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:55.824555] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=74.42%) [2025-09-26T11:11:55.824903] [INFO ] [FORECASTER] Completed predict_future for MITP [2025-09-26T11:11:55.825068] [INFO ] [sig ] MITP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:55.974627] [INFO ] [LOCAL ] Saved forecast: MITP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MITP.txt [2025-09-26T11:11:55.974927] [INFO ] [sig ] [1134/2043] Completed MITP in 0.3s | 3.74 sym/s | Total: 5.1m | ETA: 4.1m [2025-09-26T11:11:55.975005] [INFO ] [sig ] [1135/2043] Forecasting MITT... [2025-09-26T11:11:55.975076] [INFO ] [sig ] Generating forecast for: MITT [2025-09-26T11:11:55.975147] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'. [2025-09-26T11:11:55.987530] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MITT'. [2025-09-26T11:11:55.988081] [INFO ] [FORECASTER] Starting predict_future for MITT [2025-09-26T11:11:56.016802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:56.017769] [DEBUG] [LOCAL ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt [2025-09-26T11:11:56.017850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:56.017925] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:56.017995] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:56.018102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:56.037529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:56.038601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:56.038748] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:56.038820] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:56.073298] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:56.073491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:56.073539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:56.073574] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:56.077694] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: DOWN (p=23.04%) [2025-09-26T11:11:56.078008] [INFO ] [FORECASTER] Completed predict_future for MITT [2025-09-26T11:11:56.078156] [INFO ] [sig ] MITT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:56.231454] [INFO ] [LOCAL ] Saved forecast: MITT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MITT.txt [2025-09-26T11:11:56.231786] [INFO ] [sig ] [1135/2043] Completed MITT in 0.3s | 3.74 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:56.231876] [INFO ] [sig ] [1136/2043] Forecasting MIY... [2025-09-26T11:11:56.231947] [INFO ] [sig ] Generating forecast for: MIY [2025-09-26T11:11:56.232023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-09-26T11:11:56.243608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MIY'. [2025-09-26T11:11:56.244057] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-09-26T11:11:56.273494] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:56.274686] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-09-26T11:11:56.274786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:56.274867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:56.274942] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:56.275058] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:56.297594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:56.298587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:56.298739] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:56.298819] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:56.339716] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:56.339925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:56.340007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:56.340074] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:56.344854] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: DOWN (p=8.97%) [2025-09-26T11:11:56.345685] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-09-26T11:11:56.345931] [INFO ] [sig ] MIY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:56.519018] [INFO ] [LOCAL ] Saved forecast: MIY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MIY.txt [2025-09-26T11:11:56.519425] [INFO ] [sig ] [1136/2043] Completed MIY in 0.3s | 3.74 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:56.519516] [INFO ] [sig ] [1137/2043] Forecasting MKC... [2025-09-26T11:11:56.519595] [INFO ] [sig ] Generating forecast for: MKC [2025-09-26T11:11:56.519704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-09-26T11:11:56.532132] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MKC'. [2025-09-26T11:11:56.532613] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-09-26T11:11:56.562267] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:56.563337] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-09-26T11:11:56.563426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:56.563502] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:56.563572] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:56.563698] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:56.583748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:56.584933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:56.585065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:56.585138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:56.630564] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:56.630817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:56.630884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:56.630944] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:56.635525] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=37.79%) [2025-09-26T11:11:56.636015] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-09-26T11:11:56.636212] [INFO ] [sig ] MKC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:56.853498] [INFO ] [LOCAL ] Saved forecast: MKC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MKC.txt [2025-09-26T11:11:56.853979] [INFO ] [sig ] [1137/2043] Completed MKC in 0.3s | 3.74 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:56.854084] [INFO ] [sig ] [1138/2043] Forecasting MKL... [2025-09-26T11:11:56.854178] [INFO ] [sig ] Generating forecast for: MKL [2025-09-26T11:11:56.854249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-09-26T11:11:56.870178] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MKL'. [2025-09-26T11:11:56.870825] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-09-26T11:11:56.910277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:56.911501] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-09-26T11:11:56.911604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:56.911718] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:56.911866] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:56.911998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:56.937519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:56.938720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:56.938850] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:56.938898] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:56.992768] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:56.993076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:56.993155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:56.993199] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:56.999118] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=91.17%) [2025-09-26T11:11:56.999612] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-09-26T11:11:56.999834] [INFO ] [sig ] MKL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:57.218304] [INFO ] [LOCAL ] Saved forecast: MKL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MKL.txt [2025-09-26T11:11:57.218629] [INFO ] [sig ] [1138/2043] Completed MKL in 0.4s | 3.74 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:57.218736] [INFO ] [sig ] [1139/2043] Forecasting MLI... [2025-09-26T11:11:57.218807] [INFO ] [sig ] Generating forecast for: MLI [2025-09-26T11:11:57.218880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-09-26T11:11:57.233945] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLI'. [2025-09-26T11:11:57.234575] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-09-26T11:11:57.277706] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:57.279258] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-09-26T11:11:57.279380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:57.279475] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:57.279567] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:57.279737] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:57.310025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:57.311372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:57.311527] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:57.311617] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:57.361870] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:57.362106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:57.362162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:57.362203] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:57.367189] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=7.72%) [2025-09-26T11:11:57.367718] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-09-26T11:11:57.367934] [INFO ] [sig ] MLI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:57.562433] [INFO ] [LOCAL ] Saved forecast: MLI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MLI.txt [2025-09-26T11:11:57.562911] [INFO ] [sig ] [1139/2043] Completed MLI in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:57.563020] [INFO ] [sig ] [1140/2043] Forecasting MLM... [2025-09-26T11:11:57.563111] [INFO ] [sig ] Generating forecast for: MLM [2025-09-26T11:11:57.563207] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-09-26T11:11:57.576862] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLM'. [2025-09-26T11:11:57.577349] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-09-26T11:11:57.609804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:57.611106] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-09-26T11:11:57.611207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:57.611300] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:57.611389] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:57.611524] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:57.638371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:57.639537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:57.639717] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:57.639806] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:57.685116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:57.685339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:57.685408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:57.685448] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:57.689479] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=81.10%) [2025-09-26T11:11:57.690079] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-09-26T11:11:57.690307] [INFO ] [sig ] MLM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:57.861048] [INFO ] [LOCAL ] Saved forecast: MLM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MLM.txt [2025-09-26T11:11:57.861447] [INFO ] [sig ] [1140/2043] Completed MLM in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:57.861531] [INFO ] [sig ] [1141/2043] Forecasting MLNK... [2025-09-26T11:11:57.861602] [INFO ] [sig ] Generating forecast for: MLNK [2025-09-26T11:11:57.861699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'. [2025-09-26T11:11:57.873334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLNK'. [2025-09-26T11:11:57.873898] [INFO ] [FORECASTER] Starting predict_future for MLNK [2025-09-26T11:11:57.903615] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:57.904807] [DEBUG] [LOCAL ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt [2025-09-26T11:11:57.904900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:57.904975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:57.905151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:57.905435] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:57.927600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:57.928598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:57.928806] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:57.928885] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:57.969926] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:57.970126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:57.970177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:57.970213] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:57.974555] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: DOWN (p=3.29%) [2025-09-26T11:11:57.974988] [INFO ] [FORECASTER] Completed predict_future for MLNK [2025-09-26T11:11:57.975229] [INFO ] [sig ] MLNK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:58.135715] [INFO ] [LOCAL ] Saved forecast: MLNK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MLNK.txt [2025-09-26T11:11:58.136013] [INFO ] [sig ] [1141/2043] Completed MLNK in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:58.136092] [INFO ] [sig ] [1142/2043] Forecasting MLP... [2025-09-26T11:11:58.136161] [INFO ] [sig ] Generating forecast for: MLP [2025-09-26T11:11:58.136233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-09-26T11:11:58.146770] [DEBUG] [REMOTE ] Successfully parsed 1804 rows of historical data for symbol 'MLP'. [2025-09-26T11:11:58.147291] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-09-26T11:11:58.174026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:58.175054] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-09-26T11:11:58.175137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:58.175210] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:58.175278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:58.175376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:58.193315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:58.194244] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:58.194361] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:58.194431] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:58.229424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:58.229618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:58.229701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:58.229757] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:58.233345] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=3.38%) [2025-09-26T11:11:58.233637] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-09-26T11:11:58.233831] [INFO ] [sig ] MLP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:58.384407] [INFO ] [LOCAL ] Saved forecast: MLP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MLP.txt [2025-09-26T11:11:58.384753] [INFO ] [sig ] [1142/2043] Completed MLP in 0.2s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:58.384861] [INFO ] [sig ] [1143/2043] Forecasting MLR... [2025-09-26T11:11:58.384943] [INFO ] [sig ] Generating forecast for: MLR [2025-09-26T11:11:58.385029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-09-26T11:11:58.398141] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MLR'. [2025-09-26T11:11:58.398629] [INFO ] [FORECASTER] Starting predict_future for MLR [2025-09-26T11:11:58.433055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:58.434298] [DEBUG] [LOCAL ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt [2025-09-26T11:11:58.434383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:58.434460] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:58.434632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:58.434784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:58.462489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:58.463902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:58.464046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:58.464136] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:58.512632] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:58.512846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:58.512901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:58.512936] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:58.516985] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: UP (p=78.80%) [2025-09-26T11:11:58.517431] [INFO ] [FORECASTER] Completed predict_future for MLR [2025-09-26T11:11:58.517679] [INFO ] [sig ] MLR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:58.721685] [INFO ] [LOCAL ] Saved forecast: MLR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MLR.txt [2025-09-26T11:11:58.722027] [INFO ] [sig ] [1143/2043] Completed MLR in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:58.722133] [INFO ] [sig ] [1144/2043] Forecasting MMC... [2025-09-26T11:11:58.722204] [INFO ] [sig ] Generating forecast for: MMC [2025-09-26T11:11:58.722290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-09-26T11:11:58.733816] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMC'. [2025-09-26T11:11:58.734247] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-09-26T11:11:58.760966] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:58.762046] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-09-26T11:11:58.762128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:58.762217] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:58.762300] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:58.762430] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:58.782756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:58.783858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:58.784037] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:58.784114] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:58.825794] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:58.825993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:58.826045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:58.826081] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:58.830104] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: DOWN (p=3.10%) [2025-09-26T11:11:58.830439] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-09-26T11:11:58.830607] [INFO ] [sig ] MMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:58.987177] [INFO ] [LOCAL ] Saved forecast: MMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MMC.txt [2025-09-26T11:11:58.987482] [INFO ] [sig ] [1144/2043] Completed MMC in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:58.987590] [INFO ] [sig ] [1145/2043] Forecasting MMD... [2025-09-26T11:11:58.987702] [INFO ] [sig ] Generating forecast for: MMD [2025-09-26T11:11:58.987789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-09-26T11:11:59.000021] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMD'. [2025-09-26T11:11:59.000629] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-09-26T11:11:59.030237] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:59.031296] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-09-26T11:11:59.031381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:59.031456] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:59.031582] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:59.031733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:59.052551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:59.053489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:59.053609] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:59.053726] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:59.092832] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:59.093086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:59.093152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:59.093192] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:59.097071] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=24.89%) [2025-09-26T11:11:59.097414] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-09-26T11:11:59.097564] [INFO ] [sig ] MMD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:11:59.253068] [INFO ] [LOCAL ] Saved forecast: MMD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MMD.txt [2025-09-26T11:11:59.253375] [INFO ] [sig ] [1145/2043] Completed MMD in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:59.253458] [INFO ] [sig ] [1146/2043] Forecasting MMI... [2025-09-26T11:11:59.253620] [INFO ] [sig ] Generating forecast for: MMI [2025-09-26T11:11:59.253740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'. [2025-09-26T11:11:59.265354] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMI'. [2025-09-26T11:11:59.265901] [INFO ] [FORECASTER] Starting predict_future for MMI [2025-09-26T11:11:59.293800] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:59.294845] [DEBUG] [LOCAL ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt [2025-09-26T11:11:59.294934] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:59.295041] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:59.295127] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:59.295245] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:59.317209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:59.318220] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:59.318343] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:59.318432] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:59.354238] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:59.354453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:59.354502] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:59.354537] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:59.358984] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=73.15%) [2025-09-26T11:11:59.359394] [INFO ] [FORECASTER] Completed predict_future for MMI [2025-09-26T11:11:59.359562] [INFO ] [sig ] MMI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:59.521263] [INFO ] [LOCAL ] Saved forecast: MMI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MMI.txt [2025-09-26T11:11:59.521570] [INFO ] [sig ] [1146/2043] Completed MMI in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:59.521738] [INFO ] [sig ] [1147/2043] Forecasting MMM... [2025-09-26T11:11:59.521830] [INFO ] [sig ] Generating forecast for: MMM [2025-09-26T11:11:59.521921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'. [2025-09-26T11:11:59.534511] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMM'. [2025-09-26T11:11:59.535071] [INFO ] [FORECASTER] Starting predict_future for MMM [2025-09-26T11:11:59.563888] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:59.564842] [DEBUG] [LOCAL ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt [2025-09-26T11:11:59.564930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:59.565003] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:59.565107] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:59.565211] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:59.584870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:59.585857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:59.585975] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:59.586045] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:59.616108] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:59.616282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:59.616328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:59.616363] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:59.620157] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=99.91%) [2025-09-26T11:11:59.620514] [INFO ] [FORECASTER] Completed predict_future for MMM [2025-09-26T11:11:59.620695] [INFO ] [sig ] MMM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:11:59.775839] [INFO ] [LOCAL ] Saved forecast: MMM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MMM.txt [2025-09-26T11:11:59.776141] [INFO ] [sig ] [1147/2043] Completed MMM in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:11:59.776221] [INFO ] [sig ] [1148/2043] Forecasting MMS... [2025-09-26T11:11:59.776292] [INFO ] [sig ] Generating forecast for: MMS [2025-09-26T11:11:59.776368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-09-26T11:11:59.788137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMS'. [2025-09-26T11:11:59.788627] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-09-26T11:11:59.815361] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:11:59.816301] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-09-26T11:11:59.816380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:11:59.816451] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:11:59.816518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:11:59.816616] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:11:59.834776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:11:59.835592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:11:59.835737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:11:59.835823] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:11:59.871210] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:11:59.871410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:11:59.871462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:11:59.871499] [INFO ] [FORECASTER] Training complete [2025-09-26T11:11:59.875877] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=33.35%) [2025-09-26T11:11:59.876215] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-09-26T11:11:59.876391] [INFO ] [sig ] MMS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:00.040592] [INFO ] [LOCAL ] Saved forecast: MMS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MMS.txt [2025-09-26T11:12:00.040900] [INFO ] [sig ] [1148/2043] Completed MMS in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:00.040980] [INFO ] [sig ] [1149/2043] Forecasting MMT... [2025-09-26T11:12:00.041052] [INFO ] [sig ] Generating forecast for: MMT [2025-09-26T11:12:00.041120] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'. [2025-09-26T11:12:00.051148] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMT'. [2025-09-26T11:12:00.051492] [INFO ] [FORECASTER] Starting predict_future for MMT [2025-09-26T11:12:00.078816] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:00.079721] [DEBUG] [LOCAL ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt [2025-09-26T11:12:00.079803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:00.079878] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:00.079952] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:00.080052] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:00.099022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:00.099817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:00.099928] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:00.099999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:00.127520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:00.127730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:00.127832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:00.127881] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:00.131506] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=65.90%) [2025-09-26T11:12:00.131841] [INFO ] [FORECASTER] Completed predict_future for MMT [2025-09-26T11:12:00.131992] [INFO ] [sig ] MMT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:00.284047] [INFO ] [LOCAL ] Saved forecast: MMT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MMT.txt [2025-09-26T11:12:00.284355] [INFO ] [sig ] [1149/2043] Completed MMT in 0.2s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:00.284434] [INFO ] [sig ] [1150/2043] Forecasting MMU... [2025-09-26T11:12:00.284511] [INFO ] [sig ] Generating forecast for: MMU [2025-09-26T11:12:00.284582] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'. [2025-09-26T11:12:00.295315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MMU'. [2025-09-26T11:12:00.295801] [INFO ] [FORECASTER] Starting predict_future for MMU [2025-09-26T11:12:00.323263] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:00.324203] [DEBUG] [LOCAL ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt [2025-09-26T11:12:00.324300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:00.324387] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:00.324458] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:00.324571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:00.344064] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:00.344917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:00.345051] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:00.345128] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:00.373791] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:00.373969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:00.374057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:00.374121] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:00.379095] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: UP (p=84.72%) [2025-09-26T11:12:00.379725] [INFO ] [FORECASTER] Completed predict_future for MMU [2025-09-26T11:12:00.379969] [INFO ] [sig ] MMU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:00.532063] [INFO ] [LOCAL ] Saved forecast: MMU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MMU.txt [2025-09-26T11:12:00.532384] [INFO ] [sig ] [1150/2043] Completed MMU in 0.2s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:00.532470] [INFO ] [sig ] [1151/2043] Forecasting MNR... [2025-09-26T11:12:00.532542] [INFO ] [sig ] Generating forecast for: MNR [2025-09-26T11:12:00.532618] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'. [2025-09-26T11:12:00.544605] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MNR'. [2025-09-26T11:12:00.545067] [INFO ] [FORECASTER] Starting predict_future for MNR [2025-09-26T11:12:00.572931] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:00.573858] [DEBUG] [LOCAL ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt [2025-09-26T11:12:00.573943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:00.574016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:00.574086] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:00.574187] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:00.594784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:00.595582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:00.595722] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:00.595796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:00.632224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:00.632403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:00.632449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:00.632482] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:00.636052] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: UP (p=73.01%) [2025-09-26T11:12:00.636350] [INFO ] [FORECASTER] Completed predict_future for MNR [2025-09-26T11:12:00.636486] [INFO ] [sig ] MNR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:00.786953] [INFO ] [LOCAL ] Saved forecast: MNR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MNR.txt [2025-09-26T11:12:00.787267] [INFO ] [sig ] [1151/2043] Completed MNR in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:00.787349] [INFO ] [sig ] [1152/2043] Forecasting MNSO... [2025-09-26T11:12:00.787418] [INFO ] [sig ] Generating forecast for: MNSO [2025-09-26T11:12:00.787489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-09-26T11:12:00.801505] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MNSO'. [2025-09-26T11:12:00.802077] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-09-26T11:12:00.831196] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:00.832216] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-09-26T11:12:00.832297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:00.832373] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:00.832418] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:00.832512] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:00.851613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:00.852294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:00.852405] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:00.852476] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:00.897401] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:00.897585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:00.897633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:00.897711] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:00.901438] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=89.46%) [2025-09-26T11:12:00.901789] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-09-26T11:12:00.901958] [INFO ] [sig ] MNSO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:01.054920] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MNSO.txt [2025-09-26T11:12:01.055215] [INFO ] [sig ] [1152/2043] Completed MNSO in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:01.055297] [INFO ] [sig ] [1153/2043] Forecasting MOD... [2025-09-26T11:12:01.055369] [INFO ] [sig ] Generating forecast for: MOD [2025-09-26T11:12:01.055443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-09-26T11:12:01.067134] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'MOD'. [2025-09-26T11:12:01.067668] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-09-26T11:12:01.095402] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:01.096431] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-09-26T11:12:01.096527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:01.096701] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:01.096795] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:01.097006] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:01.116498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:01.117564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:01.117809] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:01.117909] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:01.157093] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:01.157285] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:01.157334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:01.157370] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:01.162209] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=90.31%) [2025-09-26T11:12:01.162742] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-09-26T11:12:01.162964] [INFO ] [sig ] MOD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:01.338301] [INFO ] [LOCAL ] Saved forecast: MOD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MOD.txt [2025-09-26T11:12:01.338688] [INFO ] [sig ] [1153/2043] Completed MOD in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:01.338774] [INFO ] [sig ] [1154/2043] Forecasting MODG... [2025-09-26T11:12:01.338903] [INFO ] [sig ] Generating forecast for: MODG [2025-09-26T11:12:01.339007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-09-26T11:12:01.350850] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MODG'. [2025-09-26T11:12:01.351345] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-09-26T11:12:01.379036] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:01.380034] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-09-26T11:12:01.380126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:01.380202] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:01.380273] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:01.380375] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:01.399834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:01.400813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:01.400934] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:01.401007] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:01.437872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:01.438104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:01.438169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:01.438213] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:01.441904] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=73.22%) [2025-09-26T11:12:01.442199] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-09-26T11:12:01.442346] [INFO ] [sig ] MODG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:01.599962] [INFO ] [LOCAL ] Saved forecast: MODG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MODG.txt [2025-09-26T11:12:01.600260] [INFO ] [sig ] [1154/2043] Completed MODG in 0.3s | 3.73 sym/s | Total: 5.1m | ETA: 4.0m [2025-09-26T11:12:01.600340] [INFO ] [sig ] [1155/2043] Forecasting MOH... [2025-09-26T11:12:01.600411] [INFO ] [sig ] Generating forecast for: MOH [2025-09-26T11:12:01.600482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-09-26T11:12:01.612470] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOH'. [2025-09-26T11:12:01.612996] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-09-26T11:12:01.641503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:01.642513] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-09-26T11:12:01.642666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:01.642744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:01.642825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:01.642945] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:01.662947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:01.663782] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:01.663919] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:01.664003] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:01.704957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:01.705168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:01.705219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:01.705254] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:01.709638] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=7.62%) [2025-09-26T11:12:01.710115] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-09-26T11:12:01.710282] [INFO ] [sig ] MOH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:01.875761] [INFO ] [LOCAL ] Saved forecast: MOH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MOH.txt [2025-09-26T11:12:01.876095] [INFO ] [sig ] [1155/2043] Completed MOH in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.0m [2025-09-26T11:12:01.876200] [INFO ] [sig ] [1156/2043] Forecasting MOS... [2025-09-26T11:12:01.876283] [INFO ] [sig ] Generating forecast for: MOS [2025-09-26T11:12:01.876369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-09-26T11:12:01.888260] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOS'. [2025-09-26T11:12:01.888780] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-09-26T11:12:01.916126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:01.917166] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-09-26T11:12:01.917254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:01.917341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:01.917422] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:01.917547] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:01.935456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:01.936370] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:01.936495] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:01.936580] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:01.974662] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:01.974864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:01.974915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:01.974954] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:01.978864] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=83.15%) [2025-09-26T11:12:01.979220] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-09-26T11:12:01.979375] [INFO ] [sig ] MOS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:02.141994] [INFO ] [LOCAL ] Saved forecast: MOS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MOS.txt [2025-09-26T11:12:02.142250] [INFO ] [sig ] [1156/2043] Completed MOS in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.0m [2025-09-26T11:12:02.142348] [INFO ] [sig ] [1157/2043] Forecasting MOV... [2025-09-26T11:12:02.142418] [INFO ] [sig ] Generating forecast for: MOV [2025-09-26T11:12:02.142561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'. [2025-09-26T11:12:02.154475] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MOV'. [2025-09-26T11:12:02.155033] [INFO ] [FORECASTER] Starting predict_future for MOV [2025-09-26T11:12:02.184074] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:02.185088] [DEBUG] [LOCAL ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt [2025-09-26T11:12:02.185172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:02.185259] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:02.185336] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:02.185458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:02.203868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:02.204882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:02.205001] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:02.205070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:02.240414] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:02.240585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:02.240630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:02.240716] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:02.244355] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: UP (p=61.94%) [2025-09-26T11:12:02.244711] [INFO ] [FORECASTER] Completed predict_future for MOV [2025-09-26T11:12:02.244888] [INFO ] [sig ] MOV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:02.398725] [INFO ] [LOCAL ] Saved forecast: MOV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MOV.txt [2025-09-26T11:12:02.399016] [INFO ] [sig ] [1157/2043] Completed MOV in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 4.0m [2025-09-26T11:12:02.399105] [INFO ] [sig ] [1158/2043] Forecasting MP... [2025-09-26T11:12:02.399193] [INFO ] [sig ] Generating forecast for: MP [2025-09-26T11:12:02.399279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-09-26T11:12:02.409918] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MP'. [2025-09-26T11:12:02.410262] [INFO ] [FORECASTER] Starting predict_future for MP [2025-09-26T11:12:02.436766] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:02.437693] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-09-26T11:12:02.437773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:02.437850] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:02.437924] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:02.438028] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:02.457276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:02.458196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:02.458323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:02.458401] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:02.487470] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:02.487670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:02.487743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:02.487803] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:02.491618] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=29.36%) [2025-09-26T11:12:02.491977] [INFO ] [FORECASTER] Completed predict_future for MP [2025-09-26T11:12:02.492129] [INFO ] [sig ] MP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:02.649977] [INFO ] [LOCAL ] Saved forecast: MP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MP.txt [2025-09-26T11:12:02.650387] [INFO ] [sig ] [1158/2043] Completed MP in 0.3s | 3.73 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:02.650491] [INFO ] [sig ] [1159/2043] Forecasting MPA... [2025-09-26T11:12:02.650599] [INFO ] [sig ] Generating forecast for: MPA [2025-09-26T11:12:02.650733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-09-26T11:12:02.661347] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPA'. [2025-09-26T11:12:02.661897] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-09-26T11:12:02.690462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:02.691513] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-09-26T11:12:02.691604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:02.691711] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:02.691788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:02.691901] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:02.711709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:02.712740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:02.712882] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:02.712964] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:02.745424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:02.745619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:02.745709] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:02.745768] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:02.750061] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=26.69%) [2025-09-26T11:12:02.750398] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-09-26T11:12:02.750549] [INFO ] [sig ] MPA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:02.903821] [INFO ] [LOCAL ] Saved forecast: MPA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MPA.txt [2025-09-26T11:12:02.904152] [INFO ] [sig ] [1159/2043] Completed MPA in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:02.904233] [INFO ] [sig ] [1160/2043] Forecasting MPC... [2025-09-26T11:12:02.904316] [INFO ] [sig ] Generating forecast for: MPC [2025-09-26T11:12:02.904389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-09-26T11:12:02.914862] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPC'. [2025-09-26T11:12:02.915215] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-09-26T11:12:02.941957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:02.942889] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-09-26T11:12:02.942968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:02.943041] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:02.943111] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:02.943211] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:02.961422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:02.962286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:02.962397] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:02.962482] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:02.998311] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:02.998491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:02.998540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:02.998576] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:03.002385] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=20.13%) [2025-09-26T11:12:03.002770] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-09-26T11:12:03.002926] [INFO ] [sig ] MPC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:03.157538] [INFO ] [LOCAL ] Saved forecast: MPC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MPC.txt [2025-09-26T11:12:03.157886] [INFO ] [sig ] [1160/2043] Completed MPC in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:03.157970] [INFO ] [sig ] [1161/2043] Forecasting MPLX... [2025-09-26T11:12:03.158045] [INFO ] [sig ] Generating forecast for: MPLX [2025-09-26T11:12:03.158099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'. [2025-09-26T11:12:03.168787] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPLX'. [2025-09-26T11:12:03.169171] [INFO ] [FORECASTER] Starting predict_future for MPLX [2025-09-26T11:12:03.196615] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:03.197574] [DEBUG] [LOCAL ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt [2025-09-26T11:12:03.197678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:03.197752] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:03.197821] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:03.197921] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:03.216577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:03.217495] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:03.217615] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:03.217724] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:03.253881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:03.254106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:03.254178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:03.254228] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:03.259192] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: UP (p=89.76%) [2025-09-26T11:12:03.259671] [INFO ] [FORECASTER] Completed predict_future for MPLX [2025-09-26T11:12:03.259870] [INFO ] [sig ] MPLX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:03.410130] [INFO ] [LOCAL ] Saved forecast: MPLX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MPLX.txt [2025-09-26T11:12:03.410514] [INFO ] [sig ] [1161/2043] Completed MPLX in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:03.410612] [INFO ] [sig ] [1162/2043] Forecasting MPV... [2025-09-26T11:12:03.410706] [INFO ] [sig ] Generating forecast for: MPV [2025-09-26T11:12:03.410781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'. [2025-09-26T11:12:03.421896] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPV'. [2025-09-26T11:12:03.422396] [INFO ] [FORECASTER] Starting predict_future for MPV [2025-09-26T11:12:03.450024] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:03.451049] [DEBUG] [LOCAL ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt [2025-09-26T11:12:03.451173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:03.451263] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:03.451347] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:03.451463] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:03.470316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:03.471309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:03.471434] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:03.471517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:03.512077] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:03.512280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:03.512331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:03.512367] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:03.516744] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=37.54%) [2025-09-26T11:12:03.517196] [INFO ] [FORECASTER] Completed predict_future for MPV [2025-09-26T11:12:03.517389] [INFO ] [sig ] MPV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:03.676935] [INFO ] [LOCAL ] Saved forecast: MPV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MPV.txt [2025-09-26T11:12:03.677250] [INFO ] [sig ] [1162/2043] Completed MPV in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:03.677329] [INFO ] [sig ] [1163/2043] Forecasting MPW... [2025-09-26T11:12:03.677399] [INFO ] [sig ] Generating forecast for: MPW [2025-09-26T11:12:03.677470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'. [2025-09-26T11:12:03.688734] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPW'. [2025-09-26T11:12:03.689273] [INFO ] [FORECASTER] Starting predict_future for MPW [2025-09-26T11:12:03.717455] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:03.718402] [DEBUG] [LOCAL ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt [2025-09-26T11:12:03.718501] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:03.718578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:03.718677] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:03.718781] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:03.738604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:03.739523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:03.739678] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:03.739753] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:03.778330] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:03.778540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:03.778605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:03.778670] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:03.782828] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: DOWN (p=34.92%) [2025-09-26T11:12:03.783174] [INFO ] [FORECASTER] Completed predict_future for MPW [2025-09-26T11:12:03.783333] [INFO ] [sig ] MPW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:03.940286] [INFO ] [LOCAL ] Saved forecast: MPW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MPW.txt [2025-09-26T11:12:03.940578] [INFO ] [sig ] [1163/2043] Completed MPW in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:03.940683] [INFO ] [sig ] [1164/2043] Forecasting MPX... [2025-09-26T11:12:03.940757] [INFO ] [sig ] Generating forecast for: MPX [2025-09-26T11:12:03.940838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-09-26T11:12:03.950570] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MPX'. [2025-09-26T11:12:03.950934] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-09-26T11:12:03.977609] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:03.978510] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-09-26T11:12:03.978591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:03.978691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:03.978764] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:03.978866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:03.997714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:03.998487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:03.998609] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:03.998705] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:04.024897] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:04.025054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:04.025099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:04.025133] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:04.028715] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=18.51%) [2025-09-26T11:12:04.029010] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-09-26T11:12:04.029149] [INFO ] [sig ] MPX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:04.177838] [INFO ] [LOCAL ] Saved forecast: MPX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MPX.txt [2025-09-26T11:12:04.178135] [INFO ] [sig ] [1164/2043] Completed MPX in 0.2s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:04.178216] [INFO ] [sig ] [1165/2043] Forecasting MQT... [2025-09-26T11:12:04.178294] [INFO ] [sig ] Generating forecast for: MQT [2025-09-26T11:12:04.178369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'. [2025-09-26T11:12:04.188846] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MQT'. [2025-09-26T11:12:04.189286] [INFO ] [FORECASTER] Starting predict_future for MQT [2025-09-26T11:12:04.215976] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:04.216981] [DEBUG] [LOCAL ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt [2025-09-26T11:12:04.217071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:04.217150] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:04.217224] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:04.217337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:04.236394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:04.237361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:04.237483] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:04.237554] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:04.265003] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:04.265203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:04.265257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:04.265294] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:04.269301] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=53.51%) [2025-09-26T11:12:04.269842] [INFO ] [FORECASTER] Completed predict_future for MQT [2025-09-26T11:12:04.270128] [INFO ] [sig ] MQT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:04.426850] [INFO ] [LOCAL ] Saved forecast: MQT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MQT.txt [2025-09-26T11:12:04.427157] [INFO ] [sig ] [1165/2043] Completed MQT in 0.2s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:04.427241] [INFO ] [sig ] [1166/2043] Forecasting MQY... [2025-09-26T11:12:04.427324] [INFO ] [sig ] Generating forecast for: MQY [2025-09-26T11:12:04.427412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-09-26T11:12:04.438472] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MQY'. [2025-09-26T11:12:04.438990] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-09-26T11:12:04.467016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:04.468067] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-09-26T11:12:04.468152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:04.468232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:04.468307] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:04.468442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:04.487755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:04.488619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:04.488778] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:04.488851] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:04.516472] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:04.516607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:04.516679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:04.516741] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:04.521229] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=17.14%) [2025-09-26T11:12:04.521533] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-09-26T11:12:04.521702] [INFO ] [sig ] MQY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:04.686289] [INFO ] [LOCAL ] Saved forecast: MQY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MQY.txt [2025-09-26T11:12:04.686687] [INFO ] [sig ] [1166/2043] Completed MQY in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:04.686783] [INFO ] [sig ] [1167/2043] Forecasting MRC... [2025-09-26T11:12:04.686882] [INFO ] [sig ] Generating forecast for: MRC [2025-09-26T11:12:04.686966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRC' from 'https://tdm.silogroup.org/data/derivative_storage/MRC.csv'. [2025-09-26T11:12:04.700395] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MRC'. [2025-09-26T11:12:04.700939] [INFO ] [FORECASTER] Starting predict_future for MRC [2025-09-26T11:12:04.739930] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:04.740893] [DEBUG] [LOCAL ] No optimal features file found for MRC: ./output/feature-sets/MRC.txt [2025-09-26T11:12:04.740973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:04.741046] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:04.741156] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:04.741292] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:04.759498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:04.760468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:04.760588] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:04.760727] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:04.805215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:04.805442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:04.805495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:04.805540] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:04.810349] [DEBUG] [FORECASTER] MRC: Forecast T+1@11:T+2@11: UP (p=78.12%) [2025-09-26T11:12:04.810879] [INFO ] [FORECASTER] Completed predict_future for MRC [2025-09-26T11:12:04.811087] [INFO ] [sig ] MRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:04.964684] [INFO ] [LOCAL ] Saved forecast: MRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MRC.txt [2025-09-26T11:12:04.964987] [INFO ] [sig ] [1167/2043] Completed MRC in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:04.965090] [INFO ] [sig ] [1168/2043] Forecasting MRK... [2025-09-26T11:12:04.965175] [INFO ] [sig ] Generating forecast for: MRK [2025-09-26T11:12:04.965266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-09-26T11:12:04.976500] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MRK'. [2025-09-26T11:12:04.977054] [INFO ] [FORECASTER] Starting predict_future for MRK [2025-09-26T11:12:05.004169] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:05.005186] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-09-26T11:12:05.005269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:05.005345] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:05.005415] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:05.005557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:05.024299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:05.025151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:05.025266] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:05.025351] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:05.065535] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:05.065755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:05.065823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:05.065861] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:05.069637] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=90.61%) [2025-09-26T11:12:05.069977] [INFO ] [FORECASTER] Completed predict_future for MRK [2025-09-26T11:12:05.070131] [INFO ] [sig ] MRK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:05.237931] [INFO ] [LOCAL ] Saved forecast: MRK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MRK.txt [2025-09-26T11:12:05.238233] [INFO ] [sig ] [1168/2043] Completed MRK in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:05.238333] [INFO ] [sig ] [1169/2043] Forecasting MS... [2025-09-26T11:12:05.238418] [INFO ] [sig ] Generating forecast for: MS [2025-09-26T11:12:05.238503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-09-26T11:12:05.250473] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MS'. [2025-09-26T11:12:05.250973] [INFO ] [FORECASTER] Starting predict_future for MS [2025-09-26T11:12:05.279906] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:05.280898] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-09-26T11:12:05.280980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:05.281085] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:05.281158] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:05.281259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:05.300484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:05.301224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:05.301335] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:05.301409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:05.339213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:05.339401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:05.339452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:05.339487] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:05.343115] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: UP (p=68.07%) [2025-09-26T11:12:05.343423] [INFO ] [FORECASTER] Completed predict_future for MS [2025-09-26T11:12:05.343569] [INFO ] [sig ] MS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:05.495166] [INFO ] [LOCAL ] Saved forecast: MS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MS.txt [2025-09-26T11:12:05.495490] [INFO ] [sig ] [1169/2043] Completed MS in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:05.495604] [INFO ] [sig ] [1170/2043] Forecasting MSA... [2025-09-26T11:12:05.495730] [INFO ] [sig ] Generating forecast for: MSA [2025-09-26T11:12:05.495836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-09-26T11:12:05.507022] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSA'. [2025-09-26T11:12:05.507433] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-09-26T11:12:05.534320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:05.535250] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-09-26T11:12:05.535335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:05.535433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:05.535528] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:05.535693] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:05.554230] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:05.554937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:05.555065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:05.555156] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:05.600458] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:05.600690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:05.600764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:05.600804] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:05.604560] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=47.71%) [2025-09-26T11:12:05.604906] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-09-26T11:12:05.605079] [INFO ] [sig ] MSA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:05.758194] [INFO ] [LOCAL ] Saved forecast: MSA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MSA.txt [2025-09-26T11:12:05.758512] [INFO ] [sig ] [1170/2043] Completed MSA in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:05.758616] [INFO ] [sig ] [1171/2043] Forecasting MSB... [2025-09-26T11:12:05.758710] [INFO ] [sig ] Generating forecast for: MSB [2025-09-26T11:12:05.758797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-09-26T11:12:05.768819] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSB'. [2025-09-26T11:12:05.769190] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-09-26T11:12:05.797580] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:05.798501] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-09-26T11:12:05.798580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:05.798678] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:05.798750] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:05.798851] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:05.817237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:05.818047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:05.818159] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:05.818226] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:05.853404] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:05.853581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:05.853629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:05.853707] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:05.857530] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=6.70%) [2025-09-26T11:12:05.857868] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-09-26T11:12:05.858027] [INFO ] [sig ] MSB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:06.011122] [INFO ] [LOCAL ] Saved forecast: MSB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MSB.txt [2025-09-26T11:12:06.011430] [INFO ] [sig ] [1171/2043] Completed MSB in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:06.011522] [INFO ] [sig ] [1172/2043] Forecasting MSCI... [2025-09-26T11:12:06.011591] [INFO ] [sig ] Generating forecast for: MSCI [2025-09-26T11:12:06.011686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-09-26T11:12:06.022712] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSCI'. [2025-09-26T11:12:06.023198] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-09-26T11:12:06.051844] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:06.052920] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-09-26T11:12:06.053011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:06.053096] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:06.053170] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:06.053277] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:06.071970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:06.072809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:06.072925] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:06.073000] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:06.102977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:06.103163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:06.103211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:06.103246] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:06.107278] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: UP (p=52.01%) [2025-09-26T11:12:06.107785] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-09-26T11:12:06.107965] [INFO ] [sig ] MSCI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:06.261127] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MSCI.txt [2025-09-26T11:12:06.261419] [INFO ] [sig ] [1172/2043] Completed MSCI in 0.2s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:06.261498] [INFO ] [sig ] [1173/2043] Forecasting MSD... [2025-09-26T11:12:06.261569] [INFO ] [sig ] Generating forecast for: MSD [2025-09-26T11:12:06.261638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-09-26T11:12:06.271858] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSD'. [2025-09-26T11:12:06.272251] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-09-26T11:12:06.302299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:06.303302] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-09-26T11:12:06.303390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:06.303464] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:06.303531] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:06.303629] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:06.322026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:06.322950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:06.323085] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:06.323178] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:06.350999] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:06.351173] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:06.351221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:06.351255] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:06.355135] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=1.04%) [2025-09-26T11:12:06.355437] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-09-26T11:12:06.355578] [INFO ] [sig ] MSD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:06.519329] [INFO ] [LOCAL ] Saved forecast: MSD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MSD.txt [2025-09-26T11:12:06.519783] [INFO ] [sig ] [1173/2043] Completed MSD in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:06.519885] [INFO ] [sig ] [1174/2043] Forecasting MSDL... [2025-09-26T11:12:06.519968] [INFO ] [sig ] Generating forecast for: MSDL [2025-09-26T11:12:06.520047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSDL' from 'https://tdm.silogroup.org/data/derivative_storage/MSDL.csv'. [2025-09-26T11:12:06.532491] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSDL'. [2025-09-26T11:12:06.532953] [INFO ] [FORECASTER] Starting predict_future for MSDL [2025-09-26T11:12:06.559253] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:06.560169] [DEBUG] [LOCAL ] No optimal features file found for MSDL: ./output/feature-sets/MSDL.txt [2025-09-26T11:12:06.560249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:06.560322] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:06.560392] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:06.560492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:06.579464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:06.580334] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:06.580458] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:06.580530] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:06.623079] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:06.623270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:06.623318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:06.623353] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:06.627497] [DEBUG] [FORECASTER] MSDL: Forecast T+1@11:T+2@11: UP (p=53.39%) [2025-09-26T11:12:06.627850] [INFO ] [FORECASTER] Completed predict_future for MSDL [2025-09-26T11:12:06.628012] [INFO ] [sig ] MSDL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:06.787691] [INFO ] [LOCAL ] Saved forecast: MSDL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MSDL.txt [2025-09-26T11:12:06.787994] [INFO ] [sig ] [1174/2043] Completed MSDL in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:06.788072] [INFO ] [sig ] [1175/2043] Forecasting MSGE... [2025-09-26T11:12:06.788149] [INFO ] [sig ] Generating forecast for: MSGE [2025-09-26T11:12:06.788228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-09-26T11:12:06.798927] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSGE'. [2025-09-26T11:12:06.799375] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-09-26T11:12:06.826717] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:06.827726] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-09-26T11:12:06.827809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:06.827889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:06.827963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:06.828077] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:06.846954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:06.847784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:06.847904] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:06.847974] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:06.877350] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:06.877518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:06.877565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:06.877601] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:06.881237] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=75.21%) [2025-09-26T11:12:06.881543] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-09-26T11:12:06.881719] [INFO ] [sig ] MSGE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:07.037711] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MSGE.txt [2025-09-26T11:12:07.038025] [INFO ] [sig ] [1175/2043] Completed MSGE in 0.2s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:07.038111] [INFO ] [sig ] [1176/2043] Forecasting MSGS... [2025-09-26T11:12:07.038179] [INFO ] [sig ] Generating forecast for: MSGS [2025-09-26T11:12:07.038250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-09-26T11:12:07.049096] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSGS'. [2025-09-26T11:12:07.049489] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-09-26T11:12:07.076844] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:07.077818] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-09-26T11:12:07.077898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:07.077992] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:07.078062] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:07.078167] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:07.097448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:07.098423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:07.098542] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:07.098614] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:07.130116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:07.130304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:07.130353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:07.130389] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:07.134282] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=58.25%) [2025-09-26T11:12:07.134613] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-09-26T11:12:07.134793] [INFO ] [sig ] MSGS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:07.291221] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MSGS.txt [2025-09-26T11:12:07.291524] [INFO ] [sig ] [1176/2043] Completed MSGS in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:07.291603] [INFO ] [sig ] [1177/2043] Forecasting MSI... [2025-09-26T11:12:07.291695] [INFO ] [sig ] Generating forecast for: MSI [2025-09-26T11:12:07.291764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-09-26T11:12:07.302108] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSI'. [2025-09-26T11:12:07.302498] [INFO ] [FORECASTER] Starting predict_future for MSI [2025-09-26T11:12:07.329917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:07.330896] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-09-26T11:12:07.330982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:07.331057] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:07.331126] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:07.331228] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:07.350271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:07.351169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:07.351295] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:07.351375] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:07.381454] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:07.381716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:07.381971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:07.382076] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:07.386045] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=89.36%) [2025-09-26T11:12:07.386381] [INFO ] [FORECASTER] Completed predict_future for MSI [2025-09-26T11:12:07.386566] [INFO ] [sig ] MSI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:07.544596] [INFO ] [LOCAL ] Saved forecast: MSI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MSI.txt [2025-09-26T11:12:07.544934] [INFO ] [sig ] [1177/2043] Completed MSI in 0.3s | 3.74 sym/s | Total: 5.2m | ETA: 3.9m [2025-09-26T11:12:07.545036] [INFO ] [sig ] [1178/2043] Forecasting MSM... [2025-09-26T11:12:07.545122] [INFO ] [sig ] Generating forecast for: MSM [2025-09-26T11:12:07.545202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-09-26T11:12:07.556299] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MSM'. [2025-09-26T11:12:07.556772] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-09-26T11:12:07.584410] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:07.585338] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-09-26T11:12:07.585434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:07.585532] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:07.585628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:07.585793] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:07.604957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:07.605882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:07.606013] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:07.606114] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:07.640982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:07.641184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:07.641234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:07.641272] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:07.645686] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=21.58%) [2025-09-26T11:12:07.646048] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-09-26T11:12:07.646204] [INFO ] [sig ] MSM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:07.800506] [INFO ] [LOCAL ] Saved forecast: MSM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MSM.txt [2025-09-26T11:12:07.800841] [INFO ] [sig ] [1178/2043] Completed MSM in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.9m [2025-09-26T11:12:07.800922] [INFO ] [sig ] [1179/2043] Forecasting MT... [2025-09-26T11:12:07.800991] [INFO ] [sig ] Generating forecast for: MT [2025-09-26T11:12:07.801059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'. [2025-09-26T11:12:07.811456] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MT'. [2025-09-26T11:12:07.811830] [INFO ] [FORECASTER] Starting predict_future for MT [2025-09-26T11:12:07.838295] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:07.839222] [DEBUG] [LOCAL ] No optimal features file found for MT: ./output/feature-sets/MT.txt [2025-09-26T11:12:07.839304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:07.839388] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:07.839468] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:07.839568] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:07.858097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:07.858760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:07.858866] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:07.858942] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:07.888860] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:07.889072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:07.889141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:07.889189] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:07.893425] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: DOWN (p=4.03%) [2025-09-26T11:12:07.893855] [INFO ] [FORECASTER] Completed predict_future for MT [2025-09-26T11:12:07.894029] [INFO ] [sig ] MT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:08.052493] [INFO ] [LOCAL ] Saved forecast: MT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MT.txt [2025-09-26T11:12:08.052804] [INFO ] [sig ] [1179/2043] Completed MT in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.9m [2025-09-26T11:12:08.052888] [INFO ] [sig ] [1180/2043] Forecasting MTAL... [2025-09-26T11:12:08.052964] [INFO ] [sig ] Generating forecast for: MTAL [2025-09-26T11:12:08.053041] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTAL' from 'https://tdm.silogroup.org/data/derivative_storage/MTAL.csv'. [2025-09-26T11:12:08.063215] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTAL'. [2025-09-26T11:12:08.063562] [INFO ] [FORECASTER] Starting predict_future for MTAL [2025-09-26T11:12:08.090236] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:08.091207] [DEBUG] [LOCAL ] No optimal features file found for MTAL: ./output/feature-sets/MTAL.txt [2025-09-26T11:12:08.091289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:08.091363] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:08.091432] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:08.091532] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:08.111164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:08.112151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:08.112289] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:08.112395] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:08.147796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:08.147981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:08.148031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:08.148069] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:08.152808] [DEBUG] [FORECASTER] MTAL: Forecast T+1@11:T+2@11: DOWN (p=16.87%) [2025-09-26T11:12:08.153163] [INFO ] [FORECASTER] Completed predict_future for MTAL [2025-09-26T11:12:08.153320] [INFO ] [sig ] MTAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:08.307230] [INFO ] [LOCAL ] Saved forecast: MTAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MTAL.txt [2025-09-26T11:12:08.307586] [INFO ] [sig ] [1180/2043] Completed MTAL in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:08.307716] [INFO ] [sig ] [1181/2043] Forecasting MTB... [2025-09-26T11:12:08.307813] [INFO ] [sig ] Generating forecast for: MTB [2025-09-26T11:12:08.307918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-09-26T11:12:08.318162] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTB'. [2025-09-26T11:12:08.318542] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-09-26T11:12:08.345047] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:08.345946] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-09-26T11:12:08.346027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:08.346113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:08.346194] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:08.346295] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:08.364950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:08.365588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:08.365728] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:08.365801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:08.395002] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:08.395161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:08.395211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:08.395247] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:08.399456] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=80.66%) [2025-09-26T11:12:08.399803] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-09-26T11:12:08.399956] [INFO ] [sig ] MTB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:08.559877] [INFO ] [LOCAL ] Saved forecast: MTB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MTB.txt [2025-09-26T11:12:08.560179] [INFO ] [sig ] [1181/2043] Completed MTB in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:08.560271] [INFO ] [sig ] [1182/2043] Forecasting MTD... [2025-09-26T11:12:08.560355] [INFO ] [sig ] Generating forecast for: MTD [2025-09-26T11:12:08.560430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-09-26T11:12:08.574259] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTD'. [2025-09-26T11:12:08.574832] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-09-26T11:12:08.609732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:08.610718] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-09-26T11:12:08.610800] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:08.610873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:08.610947] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:08.611069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:08.629866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:08.630721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:08.630838] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:08.630909] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:08.662665] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:08.662860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:08.662910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:08.662945] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:08.666844] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=95.79%) [2025-09-26T11:12:08.667170] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-09-26T11:12:08.667324] [INFO ] [sig ] MTD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:08.820043] [INFO ] [LOCAL ] Saved forecast: MTD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MTD.txt [2025-09-26T11:12:08.820476] [INFO ] [sig ] [1182/2043] Completed MTD in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:08.820566] [INFO ] [sig ] [1183/2043] Forecasting MTDR... [2025-09-26T11:12:08.820667] [INFO ] [sig ] Generating forecast for: MTDR [2025-09-26T11:12:08.820744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'. [2025-09-26T11:12:08.832498] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTDR'. [2025-09-26T11:12:08.832943] [INFO ] [FORECASTER] Starting predict_future for MTDR [2025-09-26T11:12:08.861036] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:08.862026] [DEBUG] [LOCAL ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt [2025-09-26T11:12:08.862106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:08.862225] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:08.862292] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:08.862393] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:08.881440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:08.882136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:08.882256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:08.882336] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:08.918636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:08.918851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:08.918904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:08.918939] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:08.922727] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: UP (p=73.79%) [2025-09-26T11:12:08.923033] [INFO ] [FORECASTER] Completed predict_future for MTDR [2025-09-26T11:12:08.923183] [INFO ] [sig ] MTDR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:09.093942] [INFO ] [LOCAL ] Saved forecast: MTDR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MTDR.txt [2025-09-26T11:12:09.094285] [INFO ] [sig ] [1183/2043] Completed MTDR in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:09.094371] [INFO ] [sig ] [1184/2043] Forecasting MTG... [2025-09-26T11:12:09.094442] [INFO ] [sig ] Generating forecast for: MTG [2025-09-26T11:12:09.094516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-09-26T11:12:09.105518] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTG'. [2025-09-26T11:12:09.105899] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-09-26T11:12:09.133257] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:09.134239] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-09-26T11:12:09.134323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:09.134403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:09.134476] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:09.134577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:09.153348] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:09.154117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:09.154231] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:09.154302] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:09.194078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:09.194260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:09.194310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:09.194347] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:09.198335] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=21.63%) [2025-09-26T11:12:09.198702] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-09-26T11:12:09.198894] [INFO ] [sig ] MTG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:09.372830] [INFO ] [LOCAL ] Saved forecast: MTG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MTG.txt [2025-09-26T11:12:09.373130] [INFO ] [sig ] [1184/2043] Completed MTG in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:09.373210] [INFO ] [sig ] [1185/2043] Forecasting MTH... [2025-09-26T11:12:09.373279] [INFO ] [sig ] Generating forecast for: MTH [2025-09-26T11:12:09.373349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-09-26T11:12:09.384490] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTH'. [2025-09-26T11:12:09.384922] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-09-26T11:12:09.413417] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:09.414390] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-09-26T11:12:09.414477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:09.414553] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:09.414623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:09.414749] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:09.433714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:09.434503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:09.434620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:09.434714] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:09.473609] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:09.473835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:09.473891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:09.473928] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:09.478215] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=38.61%) [2025-09-26T11:12:09.478624] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-09-26T11:12:09.478865] [INFO ] [sig ] MTH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:09.638132] [INFO ] [LOCAL ] Saved forecast: MTH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MTH.txt [2025-09-26T11:12:09.638448] [INFO ] [sig ] [1185/2043] Completed MTH in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:09.638528] [INFO ] [sig ] [1186/2043] Forecasting MTN... [2025-09-26T11:12:09.638613] [INFO ] [sig ] Generating forecast for: MTN [2025-09-26T11:12:09.638705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-09-26T11:12:09.650356] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTN'. [2025-09-26T11:12:09.650857] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-09-26T11:12:09.678685] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:09.679785] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-09-26T11:12:09.679888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:09.679991] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:09.680074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:09.680197] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:09.699977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:09.701033] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:09.701156] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:09.701241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:09.740141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:09.740383] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:09.740475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:09.740550] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:09.745123] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=97.58%) [2025-09-26T11:12:09.745508] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-09-26T11:12:09.745702] [INFO ] [sig ] MTN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:09.912370] [INFO ] [LOCAL ] Saved forecast: MTN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MTN.txt [2025-09-26T11:12:09.912704] [INFO ] [sig ] [1186/2043] Completed MTN in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:09.912789] [INFO ] [sig ] [1187/2043] Forecasting MTRN... [2025-09-26T11:12:09.912864] [INFO ] [sig ] Generating forecast for: MTRN [2025-09-26T11:12:09.912940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-09-26T11:12:09.925767] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTRN'. [2025-09-26T11:12:09.926420] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-09-26T11:12:09.966336] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:09.967328] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-09-26T11:12:09.967410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:09.967485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:09.967555] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:09.967692] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:09.988933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:09.989833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:09.989946] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:09.990017] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:10.033355] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:10.033546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:10.033597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:10.033633] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:10.037926] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: DOWN (p=14.87%) [2025-09-26T11:12:10.038242] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-09-26T11:12:10.038401] [INFO ] [sig ] MTRN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:10.211297] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MTRN.txt [2025-09-26T11:12:10.211576] [INFO ] [sig ] [1187/2043] Completed MTRN in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:10.211680] [INFO ] [sig ] [1188/2043] Forecasting MTUS... [2025-09-26T11:12:10.211738] [INFO ] [sig ] Generating forecast for: MTUS [2025-09-26T11:12:10.211806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTUS' from 'https://tdm.silogroup.org/data/derivative_storage/MTUS.csv'. [2025-09-26T11:12:10.225992] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTUS'. [2025-09-26T11:12:10.226414] [INFO ] [FORECASTER] Starting predict_future for MTUS [2025-09-26T11:12:10.252632] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:10.253633] [DEBUG] [LOCAL ] No optimal features file found for MTUS: ./output/feature-sets/MTUS.txt [2025-09-26T11:12:10.253747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:10.253836] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:10.253920] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:10.254034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:10.273519] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:10.274259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:10.274371] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:10.274457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:10.314800] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:10.314989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:10.315037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:10.315072] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:10.318696] [DEBUG] [FORECASTER] MTUS: Forecast T+1@11:T+2@11: DOWN (p=49.09%) [2025-09-26T11:12:10.318996] [INFO ] [FORECASTER] Completed predict_future for MTUS [2025-09-26T11:12:10.319148] [INFO ] [sig ] MTUS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:10.469445] [INFO ] [LOCAL ] Saved forecast: MTUS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MTUS.txt [2025-09-26T11:12:10.469770] [INFO ] [sig ] [1188/2043] Completed MTUS in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:10.469853] [INFO ] [sig ] [1189/2043] Forecasting MTW... [2025-09-26T11:12:10.469921] [INFO ] [sig ] Generating forecast for: MTW [2025-09-26T11:12:10.469991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'. [2025-09-26T11:12:10.481834] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTW'. [2025-09-26T11:12:10.482276] [INFO ] [FORECASTER] Starting predict_future for MTW [2025-09-26T11:12:10.510998] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:10.512037] [DEBUG] [LOCAL ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt [2025-09-26T11:12:10.512118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:10.512193] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:10.512263] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:10.512364] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:10.531477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:10.532491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:10.532616] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:10.532714] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:10.570116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:10.570333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:10.570409] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:10.570449] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:10.574340] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: UP (p=58.48%) [2025-09-26T11:12:10.574670] [INFO ] [FORECASTER] Completed predict_future for MTW [2025-09-26T11:12:10.574840] [INFO ] [sig ] MTW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:10.739854] [INFO ] [LOCAL ] Saved forecast: MTW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MTW.txt [2025-09-26T11:12:10.740245] [INFO ] [sig ] [1189/2043] Completed MTW in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:10.740353] [INFO ] [sig ] [1190/2043] Forecasting MTX... [2025-09-26T11:12:10.740450] [INFO ] [sig ] Generating forecast for: MTX [2025-09-26T11:12:10.740552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-09-26T11:12:10.753228] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTX'. [2025-09-26T11:12:10.753780] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-09-26T11:12:10.785912] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:10.786925] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-09-26T11:12:10.787009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:10.787110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:10.787180] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:10.787280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:10.811011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:10.811981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:10.812097] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:10.812173] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:10.850060] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:10.850259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:10.850331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:10.850398] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:10.854805] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=1.36%) [2025-09-26T11:12:10.855147] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-09-26T11:12:10.855313] [INFO ] [sig ] MTX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:11.016535] [INFO ] [LOCAL ] Saved forecast: MTX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MTX.txt [2025-09-26T11:12:11.016902] [INFO ] [sig ] [1190/2043] Completed MTX in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:11.017018] [INFO ] [sig ] [1191/2043] Forecasting MTZ... [2025-09-26T11:12:11.017092] [INFO ] [sig ] Generating forecast for: MTZ [2025-09-26T11:12:11.017171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-09-26T11:12:11.029723] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MTZ'. [2025-09-26T11:12:11.030192] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-09-26T11:12:11.058856] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:11.059844] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-09-26T11:12:11.059926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:11.060001] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:11.060072] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:11.060173] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:11.080957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:11.081784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:11.081897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:11.081970] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:11.125603] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:11.125829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:11.125885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:11.125922] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:11.129924] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=57.77%) [2025-09-26T11:12:11.130233] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-09-26T11:12:11.130386] [INFO ] [sig ] MTZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:11.303162] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MTZ.txt [2025-09-26T11:12:11.303484] [INFO ] [sig ] [1191/2043] Completed MTZ in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:11.303597] [INFO ] [sig ] [1192/2043] Forecasting MUA... [2025-09-26T11:12:11.303716] [INFO ] [sig ] Generating forecast for: MUA [2025-09-26T11:12:11.303791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-09-26T11:12:11.315385] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUA'. [2025-09-26T11:12:11.315884] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-09-26T11:12:11.346060] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:11.347152] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-09-26T11:12:11.347234] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:11.347309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:11.347379] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:11.347520] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:11.369130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:11.370091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:11.370240] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:11.370316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:11.409558] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:11.409773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:11.409837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:11.409874] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:11.413815] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=87.24%) [2025-09-26T11:12:11.414197] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-09-26T11:12:11.414396] [INFO ] [sig ] MUA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:11.581271] [INFO ] [LOCAL ] Saved forecast: MUA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MUA.txt [2025-09-26T11:12:11.581610] [INFO ] [sig ] [1192/2043] Completed MUA in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:11.581723] [INFO ] [sig ] [1193/2043] Forecasting MUC... [2025-09-26T11:12:11.581795] [INFO ] [sig ] Generating forecast for: MUC [2025-09-26T11:12:11.581876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-09-26T11:12:11.600514] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUC'. [2025-09-26T11:12:11.600988] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-09-26T11:12:11.627102] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:11.628047] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-09-26T11:12:11.628128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:11.628201] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:11.628270] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:11.628368] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:11.646464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:11.647165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:11.647273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:11.647342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:11.681627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:11.681821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:11.681873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:11.681909] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:11.685584] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: UP (p=62.22%) [2025-09-26T11:12:11.685913] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-09-26T11:12:11.686067] [INFO ] [sig ] MUC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:11.841482] [INFO ] [LOCAL ] Saved forecast: MUC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MUC.txt [2025-09-26T11:12:11.841809] [INFO ] [sig ] [1193/2043] Completed MUC in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:11.841894] [INFO ] [sig ] [1194/2043] Forecasting MUE... [2025-09-26T11:12:11.841965] [INFO ] [sig ] Generating forecast for: MUE [2025-09-26T11:12:11.842046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-09-26T11:12:11.852046] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUE'. [2025-09-26T11:12:11.852460] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-09-26T11:12:11.880752] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:11.881716] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-09-26T11:12:11.881801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:11.881876] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:11.881945] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:11.882052] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:11.901517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:11.902269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:11.902386] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:11.902459] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:11.928823] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:11.928988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:11.929034] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:11.929067] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:11.932626] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=20.01%) [2025-09-26T11:12:11.932956] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-09-26T11:12:11.933106] [INFO ] [sig ] MUE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:12.085909] [INFO ] [LOCAL ] Saved forecast: MUE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MUE.txt [2025-09-26T11:12:12.086197] [INFO ] [sig ] [1194/2043] Completed MUE in 0.2s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:12.086275] [INFO ] [sig ] [1195/2043] Forecasting MUFG... [2025-09-26T11:12:12.086345] [INFO ] [sig ] Generating forecast for: MUFG [2025-09-26T11:12:12.086424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-09-26T11:12:12.097476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUFG'. [2025-09-26T11:12:12.097905] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-09-26T11:12:12.124686] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:12.125571] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-09-26T11:12:12.125680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:12.125757] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:12.125827] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:12.125928] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:12.144861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:12.145523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:12.145635] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:12.145734] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:12.182748] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:12.182938] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:12.182987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:12.183020] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:12.186920] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-09-26T11:12:12.187233] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-09-26T11:12:12.187381] [INFO ] [sig ] MUFG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:12.339120] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MUFG.txt [2025-09-26T11:12:12.339402] [INFO ] [sig ] [1195/2043] Completed MUFG in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:12.339483] [INFO ] [sig ] [1196/2043] Forecasting MUJ... [2025-09-26T11:12:12.339558] [INFO ] [sig ] Generating forecast for: MUJ [2025-09-26T11:12:12.339630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-09-26T11:12:12.350802] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUJ'. [2025-09-26T11:12:12.351208] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-09-26T11:12:12.377909] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:12.378904] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-09-26T11:12:12.379002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:12.379097] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:12.379192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:12.379330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:12.398101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:12.398820] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:12.398947] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:12.399042] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:12.441192] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:12.441394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:12.441448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:12.441487] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:12.446064] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=86.87%) [2025-09-26T11:12:12.446392] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-09-26T11:12:12.446551] [INFO ] [sig ] MUJ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:12.598884] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MUJ.txt [2025-09-26T11:12:12.599172] [INFO ] [sig ] [1196/2043] Completed MUJ in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:12.599248] [INFO ] [sig ] [1197/2043] Forecasting MUR... [2025-09-26T11:12:12.599317] [INFO ] [sig ] Generating forecast for: MUR [2025-09-26T11:12:12.599385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'. [2025-09-26T11:12:12.610005] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUR'. [2025-09-26T11:12:12.610344] [INFO ] [FORECASTER] Starting predict_future for MUR [2025-09-26T11:12:12.636496] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:12.637367] [DEBUG] [LOCAL ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt [2025-09-26T11:12:12.637445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:12.637524] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:12.637610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:12.637738] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:12.655927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:12.656595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:12.656723] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:12.656796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:12.692557] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:12.692752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:12.692811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:12.692856] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:12.696368] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=18.52%) [2025-09-26T11:12:12.696679] [INFO ] [FORECASTER] Completed predict_future for MUR [2025-09-26T11:12:12.696869] [INFO ] [sig ] MUR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:12.845159] [INFO ] [LOCAL ] Saved forecast: MUR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MUR.txt [2025-09-26T11:12:12.845454] [INFO ] [sig ] [1197/2043] Completed MUR in 0.2s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:12.845534] [INFO ] [sig ] [1198/2043] Forecasting MUSA... [2025-09-26T11:12:12.845609] [INFO ] [sig ] Generating forecast for: MUSA [2025-09-26T11:12:12.845715] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-09-26T11:12:12.857039] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUSA'. [2025-09-26T11:12:12.857496] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-09-26T11:12:12.884068] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:12.884955] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-09-26T11:12:12.885034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:12.885106] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:12.885173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:12.885269] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:12.903397] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:12.904259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:12.904373] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:12.904440] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:12.932210] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:12.932350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:12.932394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:12.932435] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:12.936027] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=16.01%) [2025-09-26T11:12:12.936320] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-09-26T11:12:12.936460] [INFO ] [sig ] MUSA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:13.093683] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MUSA.txt [2025-09-26T11:12:13.093984] [INFO ] [sig ] [1198/2043] Completed MUSA in 0.2s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:13.094065] [INFO ] [sig ] [1199/2043] Forecasting MUX... [2025-09-26T11:12:13.094141] [INFO ] [sig ] Generating forecast for: MUX [2025-09-26T11:12:13.094214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-09-26T11:12:13.104680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MUX'. [2025-09-26T11:12:13.105032] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-09-26T11:12:13.131182] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:13.132066] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-09-26T11:12:13.132145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:13.132219] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:13.132288] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:13.132386] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:13.150703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:13.151389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:13.151501] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:13.151569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:13.182080] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:13.182231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:13.182277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:13.182311] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:13.185997] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=59.84%) [2025-09-26T11:12:13.186302] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-09-26T11:12:13.186455] [INFO ] [sig ] MUX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:13.344881] [INFO ] [LOCAL ] Saved forecast: MUX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MUX.txt [2025-09-26T11:12:13.345172] [INFO ] [sig ] [1199/2043] Completed MUX in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:13.345252] [INFO ] [sig ] [1200/2043] Forecasting MVF... [2025-09-26T11:12:13.345322] [INFO ] [sig ] Generating forecast for: MVF [2025-09-26T11:12:13.345401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-09-26T11:12:13.355073] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MVF'. [2025-09-26T11:12:13.355402] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-09-26T11:12:13.381500] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:13.382318] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-09-26T11:12:13.382397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:13.382468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:13.382536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:13.382634] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:13.402593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:13.403245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:13.403350] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:13.403416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:13.439572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:13.439755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:13.439815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:13.439851] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:13.443431] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=74.90%) [2025-09-26T11:12:13.443769] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-09-26T11:12:13.443922] [INFO ] [sig ] MVF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:13.596039] [INFO ] [LOCAL ] Saved forecast: MVF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MVF.txt [2025-09-26T11:12:13.596329] [INFO ] [sig ] [1200/2043] Completed MVF in 0.3s | 3.74 sym/s | Total: 5.3m | ETA: 3.8m [2025-09-26T11:12:13.596407] [INFO ] [sig ] [1201/2043] Forecasting MVO... [2025-09-26T11:12:13.596501] [INFO ] [sig ] Generating forecast for: MVO [2025-09-26T11:12:13.596574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-09-26T11:12:13.607045] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MVO'. [2025-09-26T11:12:13.607405] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-09-26T11:12:13.634002] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:13.634998] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-09-26T11:12:13.635080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:13.635155] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:13.635227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:13.635326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:13.653480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:13.654141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:13.654254] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:13.654327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:13.691815] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:13.692005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:13.692054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:13.692090] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:13.695905] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=2.34%) [2025-09-26T11:12:13.696205] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-09-26T11:12:13.696358] [INFO ] [sig ] MVO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:13.855282] [INFO ] [LOCAL ] Saved forecast: MVO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MVO.txt [2025-09-26T11:12:13.855571] [INFO ] [sig ] [1201/2043] Completed MVO in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.8m [2025-09-26T11:12:13.855682] [INFO ] [sig ] [1202/2043] Forecasting MVT... [2025-09-26T11:12:13.855755] [INFO ] [sig ] Generating forecast for: MVT [2025-09-26T11:12:13.855829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'. [2025-09-26T11:12:13.866464] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MVT'. [2025-09-26T11:12:13.866933] [INFO ] [FORECASTER] Starting predict_future for MVT [2025-09-26T11:12:13.894383] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:13.895404] [DEBUG] [LOCAL ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt [2025-09-26T11:12:13.895488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:13.895564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:13.895635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:13.895762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:13.914604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:13.915516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:13.915636] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:13.915734] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:13.950457] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:13.950670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:13.950766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:13.950807] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:13.954573] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-09-26T11:12:13.954917] [INFO ] [FORECASTER] Completed predict_future for MVT [2025-09-26T11:12:13.955084] [INFO ] [sig ] MVT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:14.118375] [INFO ] [LOCAL ] Saved forecast: MVT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MVT.txt [2025-09-26T11:12:14.118723] [INFO ] [sig ] [1202/2043] Completed MVT in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:14.118810] [INFO ] [sig ] [1203/2043] Forecasting MWA... [2025-09-26T11:12:14.118879] [INFO ] [sig ] Generating forecast for: MWA [2025-09-26T11:12:14.118957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-09-26T11:12:14.129489] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MWA'. [2025-09-26T11:12:14.129889] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-09-26T11:12:14.158296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:14.159283] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-09-26T11:12:14.159365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:14.159439] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:14.159507] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:14.159607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:14.179174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:14.180102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:14.180220] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:14.180290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:14.215081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:14.215269] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:14.215317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:14.215353] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:14.219239] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=47.06%) [2025-09-26T11:12:14.219668] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-09-26T11:12:14.219891] [INFO ] [sig ] MWA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:14.381469] [INFO ] [LOCAL ] Saved forecast: MWA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MWA.txt [2025-09-26T11:12:14.381774] [INFO ] [sig ] [1203/2043] Completed MWA in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:14.381857] [INFO ] [sig ] [1204/2043] Forecasting MX... [2025-09-26T11:12:14.381935] [INFO ] [sig ] Generating forecast for: MX [2025-09-26T11:12:14.382014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-09-26T11:12:14.392987] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MX'. [2025-09-26T11:12:14.393417] [INFO ] [FORECASTER] Starting predict_future for MX [2025-09-26T11:12:14.427553] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:14.428493] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-09-26T11:12:14.428573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:14.428680] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:14.428758] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:14.428887] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:14.449463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:14.450243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:14.450355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:14.450424] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:14.488528] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:14.488736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:14.488800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:14.488836] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:14.492508] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=17.60%) [2025-09-26T11:12:14.492846] [INFO ] [FORECASTER] Completed predict_future for MX [2025-09-26T11:12:14.493092] [INFO ] [sig ] MX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:14.650969] [INFO ] [LOCAL ] Saved forecast: MX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MX.txt [2025-09-26T11:12:14.651282] [INFO ] [sig ] [1204/2043] Completed MX in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:14.651380] [INFO ] [sig ] [1205/2043] Forecasting MXF... [2025-09-26T11:12:14.651455] [INFO ] [sig ] Generating forecast for: MXF [2025-09-26T11:12:14.651527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-09-26T11:12:14.662299] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MXF'. [2025-09-26T11:12:14.662760] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-09-26T11:12:14.691161] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:14.692156] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-09-26T11:12:14.692238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:14.692312] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:14.692382] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:14.692483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:14.711486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:14.712291] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:14.712405] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:14.712475] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:14.749559] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:14.749864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:14.749941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:14.749980] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:14.754034] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: DOWN (p=29.07%) [2025-09-26T11:12:14.754372] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-09-26T11:12:14.754530] [INFO ] [sig ] MXF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:14.916858] [INFO ] [LOCAL ] Saved forecast: MXF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MXF.txt [2025-09-26T11:12:14.917156] [INFO ] [sig ] [1205/2043] Completed MXF in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:14.917239] [INFO ] [sig ] [1206/2043] Forecasting MYD... [2025-09-26T11:12:14.917317] [INFO ] [sig ] Generating forecast for: MYD [2025-09-26T11:12:14.917393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'. [2025-09-26T11:12:14.928446] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MYD'. [2025-09-26T11:12:14.928892] [INFO ] [FORECASTER] Starting predict_future for MYD [2025-09-26T11:12:14.955474] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:14.956364] [DEBUG] [LOCAL ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt [2025-09-26T11:12:14.956445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:14.956519] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:14.956589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:14.956715] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:14.975324] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:14.976120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:14.976357] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:14.976434] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:15.013551] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:15.013776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:15.013841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:15.013877] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:15.018025] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: DOWN (p=3.34%) [2025-09-26T11:12:15.018360] [INFO ] [FORECASTER] Completed predict_future for MYD [2025-09-26T11:12:15.018519] [INFO ] [sig ] MYD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:15.181159] [INFO ] [LOCAL ] Saved forecast: MYD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MYD.txt [2025-09-26T11:12:15.181469] [INFO ] [sig ] [1206/2043] Completed MYD in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:15.181551] [INFO ] [sig ] [1207/2043] Forecasting MYE... [2025-09-26T11:12:15.181621] [INFO ] [sig ] Generating forecast for: MYE [2025-09-26T11:12:15.181735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-09-26T11:12:15.193447] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MYE'. [2025-09-26T11:12:15.193877] [INFO ] [FORECASTER] Starting predict_future for MYE [2025-09-26T11:12:15.221011] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:15.221892] [DEBUG] [LOCAL ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt [2025-09-26T11:12:15.221972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:15.222048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:15.222124] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:15.222203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:15.242343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:15.243247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:15.243364] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:15.243439] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:15.280171] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:15.280337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:15.280381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:15.280414] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:15.284090] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-09-26T11:12:15.284400] [INFO ] [FORECASTER] Completed predict_future for MYE [2025-09-26T11:12:15.284550] [INFO ] [sig ] MYE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:15.443301] [INFO ] [LOCAL ] Saved forecast: MYE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MYE.txt [2025-09-26T11:12:15.443669] [INFO ] [sig ] [1207/2043] Completed MYE in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:15.443754] [INFO ] [sig ] [1208/2043] Forecasting MYI... [2025-09-26T11:12:15.443826] [INFO ] [sig ] Generating forecast for: MYI [2025-09-26T11:12:15.443900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-09-26T11:12:15.458203] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MYI'. [2025-09-26T11:12:15.458902] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-09-26T11:12:15.491147] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:15.492121] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-09-26T11:12:15.492218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:15.492314] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:15.492400] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:15.492540] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:15.512433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:15.513400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:15.513587] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:15.513703] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:15.558026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:15.558234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:15.558286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:15.558324] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:15.563042] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=79.27%) [2025-09-26T11:12:15.563493] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-09-26T11:12:15.563703] [INFO ] [sig ] MYI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:15.803669] [INFO ] [LOCAL ] Saved forecast: MYI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/MYI.txt [2025-09-26T11:12:15.804034] [INFO ] [sig ] [1208/2043] Completed MYI in 0.4s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:15.804135] [INFO ] [sig ] [1209/2043] Forecasting MYN... [2025-09-26T11:12:15.804233] [INFO ] [sig ] Generating forecast for: MYN [2025-09-26T11:12:15.804334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-09-26T11:12:15.815543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'MYN'. [2025-09-26T11:12:15.816043] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-09-26T11:12:15.844414] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:15.845531] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-09-26T11:12:15.845619] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:15.845722] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:15.845798] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:15.845900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:15.865364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:15.866289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:15.866408] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:15.866477] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:15.906589] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:15.906851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:15.906951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:15.907036] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:15.911582] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=2.75%) [2025-09-26T11:12:15.912047] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-09-26T11:12:15.912238] [INFO ] [sig ] MYN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:16.083296] [INFO ] [LOCAL ] Saved forecast: MYN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/MYN.txt [2025-09-26T11:12:16.083584] [INFO ] [sig ] [1209/2043] Completed MYN in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:16.083714] [INFO ] [sig ] [1210/2043] Forecasting NABL... [2025-09-26T11:12:16.083792] [INFO ] [sig ] Generating forecast for: NABL [2025-09-26T11:12:16.083867] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-09-26T11:12:16.095231] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NABL'. [2025-09-26T11:12:16.095669] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-09-26T11:12:16.123399] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:16.124370] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-09-26T11:12:16.124453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:16.124526] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:16.124597] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:16.124731] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:16.143412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:16.144145] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:16.144255] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:16.144333] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:16.180078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:16.180262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:16.180313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:16.180349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:16.184264] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=56.16%) [2025-09-26T11:12:16.184574] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-09-26T11:12:16.184753] [INFO ] [sig ] NABL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:16.337875] [INFO ] [LOCAL ] Saved forecast: NABL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NABL.txt [2025-09-26T11:12:16.338431] [INFO ] [sig ] [1210/2043] Completed NABL in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:16.338528] [INFO ] [sig ] [1211/2043] Forecasting NAC... [2025-09-26T11:12:16.338607] [INFO ] [sig ] Generating forecast for: NAC [2025-09-26T11:12:16.338713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-09-26T11:12:16.349891] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAC'. [2025-09-26T11:12:16.350317] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-09-26T11:12:16.379248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:16.380265] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-09-26T11:12:16.380348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:16.380421] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:16.380491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:16.380605] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:16.400145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:16.401050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:16.401167] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:16.401237] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:16.429321] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:16.429501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:16.429559] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:16.429596] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:16.434173] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-09-26T11:12:16.434515] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-09-26T11:12:16.434740] [INFO ] [sig ] NAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:16.602445] [INFO ] [LOCAL ] Saved forecast: NAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NAC.txt [2025-09-26T11:12:16.602762] [INFO ] [sig ] [1211/2043] Completed NAC in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:16.602844] [INFO ] [sig ] [1212/2043] Forecasting NAD... [2025-09-26T11:12:16.602914] [INFO ] [sig ] Generating forecast for: NAD [2025-09-26T11:12:16.602983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-09-26T11:12:16.613810] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAD'. [2025-09-26T11:12:16.614243] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-09-26T11:12:16.641750] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:16.642691] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-09-26T11:12:16.642782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:16.642860] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:16.642931] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:16.643034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:16.662001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:16.662862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:16.662980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:16.663050] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:16.692381] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:16.692555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:16.692611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:16.692696] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:16.696753] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=1.80%) [2025-09-26T11:12:16.697095] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-09-26T11:12:16.697240] [INFO ] [sig ] NAD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:16.851307] [INFO ] [LOCAL ] Saved forecast: NAD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NAD.txt [2025-09-26T11:12:16.851574] [INFO ] [sig ] [1212/2043] Completed NAD in 0.2s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:16.851685] [INFO ] [sig ] [1213/2043] Forecasting NAN... [2025-09-26T11:12:16.851759] [INFO ] [sig ] Generating forecast for: NAN [2025-09-26T11:12:16.851831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'. [2025-09-26T11:12:16.863636] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAN'. [2025-09-26T11:12:16.864182] [INFO ] [FORECASTER] Starting predict_future for NAN [2025-09-26T11:12:16.892491] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:16.893501] [DEBUG] [LOCAL ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt [2025-09-26T11:12:16.893581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:16.893674] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:16.893745] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:16.893844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:16.913303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:16.914153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:16.914266] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:16.914335] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:16.951512] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:16.951736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:16.951807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:16.951846] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:16.955807] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: UP (p=51.33%) [2025-09-26T11:12:16.956189] [INFO ] [FORECASTER] Completed predict_future for NAN [2025-09-26T11:12:16.956357] [INFO ] [sig ] NAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:17.117548] [INFO ] [LOCAL ] Saved forecast: NAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NAN.txt [2025-09-26T11:12:17.117863] [INFO ] [sig ] [1213/2043] Completed NAN in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:17.117946] [INFO ] [sig ] [1214/2043] Forecasting NAT... [2025-09-26T11:12:17.118017] [INFO ] [sig ] Generating forecast for: NAT [2025-09-26T11:12:17.118092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-09-26T11:12:17.130526] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAT'. [2025-09-26T11:12:17.131028] [INFO ] [FORECASTER] Starting predict_future for NAT [2025-09-26T11:12:17.157567] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:17.158461] [DEBUG] [LOCAL ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt [2025-09-26T11:12:17.158543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:17.158618] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:17.158715] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:17.158870] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:17.179740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:17.180567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:17.180710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:17.180787] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:17.220304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:17.220502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:17.220554] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:17.220590] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:17.224336] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: DOWN (p=13.59%) [2025-09-26T11:12:17.224676] [INFO ] [FORECASTER] Completed predict_future for NAT [2025-09-26T11:12:17.224854] [INFO ] [sig ] NAT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:17.375749] [INFO ] [LOCAL ] Saved forecast: NAT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NAT.txt [2025-09-26T11:12:17.376082] [INFO ] [sig ] [1214/2043] Completed NAT in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:17.376172] [INFO ] [sig ] [1215/2043] Forecasting NATL... [2025-09-26T11:12:17.376244] [INFO ] [sig ] Generating forecast for: NATL [2025-09-26T11:12:17.376322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-09-26T11:12:17.387299] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NATL'. [2025-09-26T11:12:17.387689] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-09-26T11:12:17.413984] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:17.414942] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-09-26T11:12:17.415021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:17.415097] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:17.415167] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:17.415270] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:17.433945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:17.434614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:17.434746] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:17.434817] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:17.473477] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:17.473692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:17.473763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:17.473801] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:17.477718] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=2.84%) [2025-09-26T11:12:17.478028] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-09-26T11:12:17.478181] [INFO ] [sig ] NATL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:17.634883] [INFO ] [LOCAL ] Saved forecast: NATL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NATL.txt [2025-09-26T11:12:17.635166] [INFO ] [sig ] [1215/2043] Completed NATL in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:17.635248] [INFO ] [sig ] [1216/2043] Forecasting NAZ... [2025-09-26T11:12:17.635292] [INFO ] [sig ] Generating forecast for: NAZ [2025-09-26T11:12:17.635366] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-09-26T11:12:17.645789] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NAZ'. [2025-09-26T11:12:17.646185] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-09-26T11:12:17.676741] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:17.677713] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-09-26T11:12:17.677794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:17.677869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:17.677940] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:17.678043] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:17.698924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:17.699770] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:17.699884] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:17.699957] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:17.735135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:17.735314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:17.735363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:17.735439] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:17.739343] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: UP (p=56.03%) [2025-09-26T11:12:17.739715] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-09-26T11:12:17.739886] [INFO ] [sig ] NAZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:17.888617] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NAZ.txt [2025-09-26T11:12:17.888922] [INFO ] [sig ] [1216/2043] Completed NAZ in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:17.889002] [INFO ] [sig ] [1217/2043] Forecasting NBB... [2025-09-26T11:12:17.889071] [INFO ] [sig ] Generating forecast for: NBB [2025-09-26T11:12:17.889194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-09-26T11:12:17.900059] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NBB'. [2025-09-26T11:12:17.900458] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-09-26T11:12:17.927812] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:17.928753] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-09-26T11:12:17.928835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:17.928914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:17.928993] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:17.929099] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:17.949824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:17.950877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:17.950996] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:17.951076] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:17.990341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:17.990506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:17.990553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:17.990587] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:17.994293] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=27.10%) [2025-09-26T11:12:17.994633] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-09-26T11:12:17.994841] [INFO ] [sig ] NBB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:18.146556] [INFO ] [LOCAL ] Saved forecast: NBB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NBB.txt [2025-09-26T11:12:18.146890] [INFO ] [sig ] [1217/2043] Completed NBB in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:18.146972] [INFO ] [sig ] [1218/2043] Forecasting NBHC... [2025-09-26T11:12:18.147041] [INFO ] [sig ] Generating forecast for: NBHC [2025-09-26T11:12:18.147114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-09-26T11:12:18.158437] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NBHC'. [2025-09-26T11:12:18.158974] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-09-26T11:12:18.191274] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:18.192253] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-09-26T11:12:18.192333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:18.192413] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:18.192485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:18.192587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:18.214522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:18.215530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:18.215679] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:18.215761] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:18.259275] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:18.259468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:18.259517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:18.259554] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:18.263355] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=7.65%) [2025-09-26T11:12:18.263687] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-09-26T11:12:18.263863] [INFO ] [sig ] NBHC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:18.429153] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NBHC.txt [2025-09-26T11:12:18.429442] [INFO ] [sig ] [1218/2043] Completed NBHC in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:18.429522] [INFO ] [sig ] [1219/2043] Forecasting NBR... [2025-09-26T11:12:18.429595] [INFO ] [sig ] Generating forecast for: NBR [2025-09-26T11:12:18.429673] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'. [2025-09-26T11:12:18.441161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NBR'. [2025-09-26T11:12:18.441593] [INFO ] [FORECASTER] Starting predict_future for NBR [2025-09-26T11:12:18.470513] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:18.471557] [DEBUG] [LOCAL ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt [2025-09-26T11:12:18.471670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:18.471748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:18.471815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:18.471916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:18.491698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:18.492619] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:18.492760] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:18.492828] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:18.530502] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:18.530711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:18.530779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:18.530817] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:18.534731] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: DOWN (p=32.66%) [2025-09-26T11:12:18.535140] [INFO ] [FORECASTER] Completed predict_future for NBR [2025-09-26T11:12:18.535302] [INFO ] [sig ] NBR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:18.688472] [INFO ] [LOCAL ] Saved forecast: NBR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NBR.txt [2025-09-26T11:12:18.688759] [INFO ] [sig ] [1219/2043] Completed NBR in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:18.688842] [INFO ] [sig ] [1220/2043] Forecasting NBXG... [2025-09-26T11:12:18.688914] [INFO ] [sig ] Generating forecast for: NBXG [2025-09-26T11:12:18.688962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-09-26T11:12:18.700744] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NBXG'. [2025-09-26T11:12:18.701208] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-09-26T11:12:18.728615] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:18.729745] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-09-26T11:12:18.729832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:18.729907] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:18.729984] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:18.730103] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:18.749071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:18.750064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:18.750182] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:18.750261] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:18.787685] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:18.787875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:18.787925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:18.787961] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:18.791584] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: UP (p=74.78%) [2025-09-26T11:12:18.791923] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-09-26T11:12:18.792089] [INFO ] [sig ] NBXG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:18.945422] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NBXG.txt [2025-09-26T11:12:18.945758] [INFO ] [sig ] [1220/2043] Completed NBXG in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:18.945844] [INFO ] [sig ] [1221/2043] Forecasting NC... [2025-09-26T11:12:18.945916] [INFO ] [sig ] Generating forecast for: NC [2025-09-26T11:12:18.945988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-09-26T11:12:18.956559] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NC'. [2025-09-26T11:12:18.957041] [INFO ] [FORECASTER] Starting predict_future for NC [2025-09-26T11:12:18.986734] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:18.987940] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-09-26T11:12:18.988035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:18.988118] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:18.988201] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:18.988326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:19.007757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:19.008362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:19.008473] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:19.008544] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:19.050752] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:19.050894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:19.050936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:19.050971] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:19.054719] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=48.06%) [2025-09-26T11:12:19.055029] [INFO ] [FORECASTER] Completed predict_future for NC [2025-09-26T11:12:19.055183] [INFO ] [sig ] NC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:19.212788] [INFO ] [LOCAL ] Saved forecast: NC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NC.txt [2025-09-26T11:12:19.213063] [INFO ] [sig ] [1221/2043] Completed NC in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:19.213151] [INFO ] [sig ] [1222/2043] Forecasting NCA... [2025-09-26T11:12:19.213224] [INFO ] [sig ] Generating forecast for: NCA [2025-09-26T11:12:19.213298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-09-26T11:12:19.224708] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCA'. [2025-09-26T11:12:19.225284] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-09-26T11:12:19.256489] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:19.257722] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-09-26T11:12:19.257819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:19.257894] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:19.257965] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:19.258066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:19.277802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:19.278824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:19.278950] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:19.279023] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:19.314525] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:19.314763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:19.314832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:19.314869] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:19.318934] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=21.35%) [2025-09-26T11:12:19.319296] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-09-26T11:12:19.319457] [INFO ] [sig ] NCA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:19.485924] [INFO ] [LOCAL ] Saved forecast: NCA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NCA.txt [2025-09-26T11:12:19.486215] [INFO ] [sig ] [1222/2043] Completed NCA in 0.3s | 3.74 sym/s | Total: 5.4m | ETA: 3.7m [2025-09-26T11:12:19.486297] [INFO ] [sig ] [1223/2043] Forecasting NCDL... [2025-09-26T11:12:19.486367] [INFO ] [sig ] Generating forecast for: NCDL [2025-09-26T11:12:19.486443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCDL' from 'https://tdm.silogroup.org/data/derivative_storage/NCDL.csv'. [2025-09-26T11:12:19.497376] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCDL'. [2025-09-26T11:12:19.497778] [INFO ] [FORECASTER] Starting predict_future for NCDL [2025-09-26T11:12:19.525252] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:19.526203] [DEBUG] [LOCAL ] No optimal features file found for NCDL: ./output/feature-sets/NCDL.txt [2025-09-26T11:12:19.526289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:19.526367] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:19.526440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:19.526556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:19.546161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:19.547137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:19.547255] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:19.547326] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:19.584818] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:19.585041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:19.585101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:19.585155] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:19.589212] [DEBUG] [FORECASTER] NCDL: Forecast T+1@11:T+2@11: DOWN (p=14.35%) [2025-09-26T11:12:19.589579] [INFO ] [FORECASTER] Completed predict_future for NCDL [2025-09-26T11:12:19.589772] [INFO ] [sig ] NCDL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:19.752297] [INFO ] [LOCAL ] Saved forecast: NCDL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NCDL.txt [2025-09-26T11:12:19.752597] [INFO ] [sig ] [1223/2043] Completed NCDL in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.7m [2025-09-26T11:12:19.752701] [INFO ] [sig ] [1224/2043] Forecasting NCLH... [2025-09-26T11:12:19.752773] [INFO ] [sig ] Generating forecast for: NCLH [2025-09-26T11:12:19.752852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-09-26T11:12:19.764098] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCLH'. [2025-09-26T11:12:19.764533] [INFO ] [FORECASTER] Starting predict_future for NCLH [2025-09-26T11:12:19.792755] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:19.793681] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-09-26T11:12:19.793763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:19.793838] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:19.793908] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:19.794012] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:19.812793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:19.813528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:19.813664] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:19.813740] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:19.850989] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:19.851172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:19.851221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:19.851256] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:19.854984] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-09-26T11:12:19.855362] [INFO ] [FORECASTER] Completed predict_future for NCLH [2025-09-26T11:12:19.855523] [INFO ] [sig ] NCLH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:20.039558] [INFO ] [LOCAL ] Saved forecast: NCLH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NCLH.txt [2025-09-26T11:12:20.039875] [INFO ] [sig ] [1224/2043] Completed NCLH in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.7m [2025-09-26T11:12:20.039969] [INFO ] [sig ] [1225/2043] Forecasting NCV... [2025-09-26T11:12:20.040039] [INFO ] [sig ] Generating forecast for: NCV [2025-09-26T11:12:20.040110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'. [2025-09-26T11:12:20.050965] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCV'. [2025-09-26T11:12:20.051404] [INFO ] [FORECASTER] Starting predict_future for NCV [2025-09-26T11:12:20.077445] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:20.078301] [DEBUG] [LOCAL ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt [2025-09-26T11:12:20.078381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:20.078452] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:20.078520] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:20.078618] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:20.098231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:20.098986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:20.099098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:20.099169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:20.134940] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:20.135167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:20.135224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:20.135262] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:20.139094] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: DOWN (p=49.42%) [2025-09-26T11:12:20.139402] [INFO ] [FORECASTER] Completed predict_future for NCV [2025-09-26T11:12:20.139553] [INFO ] [sig ] NCV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:20.291593] [INFO ] [LOCAL ] Saved forecast: NCV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NCV.txt [2025-09-26T11:12:20.291909] [INFO ] [sig ] [1225/2043] Completed NCV in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:20.291988] [INFO ] [sig ] [1226/2043] Forecasting NCZ... [2025-09-26T11:12:20.292058] [INFO ] [sig ] Generating forecast for: NCZ [2025-09-26T11:12:20.292130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-09-26T11:12:20.303151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NCZ'. [2025-09-26T11:12:20.303577] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-09-26T11:12:20.330257] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:20.331210] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-09-26T11:12:20.331302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:20.331377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:20.331468] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:20.331582] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:20.351137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:20.351996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:20.352109] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:20.352190] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:20.388060] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:20.388252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:20.388302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:20.388337] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:20.392292] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: UP (p=78.27%) [2025-09-26T11:12:20.392597] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-09-26T11:12:20.392781] [INFO ] [sig ] NCZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:20.544832] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NCZ.txt [2025-09-26T11:12:20.545155] [INFO ] [sig ] [1226/2043] Completed NCZ in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:20.545239] [INFO ] [sig ] [1227/2043] Forecasting NDMO... [2025-09-26T11:12:20.545287] [INFO ] [sig ] Generating forecast for: NDMO [2025-09-26T11:12:20.545358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-09-26T11:12:20.556272] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NDMO'. [2025-09-26T11:12:20.556772] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-09-26T11:12:20.583069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:20.584000] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-09-26T11:12:20.584080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:20.584154] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:20.584223] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:20.584322] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:20.602803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:20.603451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:20.603561] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:20.603637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:20.637533] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:20.637717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:20.637782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:20.637819] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:20.641299] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=62.40%) [2025-09-26T11:12:20.641592] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-09-26T11:12:20.641775] [INFO ] [sig ] NDMO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:20.817665] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NDMO.txt [2025-09-26T11:12:20.817981] [INFO ] [sig ] [1227/2043] Completed NDMO in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:20.818065] [INFO ] [sig ] [1228/2043] Forecasting NE... [2025-09-26T11:12:20.818137] [INFO ] [sig ] Generating forecast for: NE [2025-09-26T11:12:20.818210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-09-26T11:12:20.829824] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NE'. [2025-09-26T11:12:20.830186] [INFO ] [FORECASTER] Starting predict_future for NE [2025-09-26T11:12:20.859099] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:20.859992] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-09-26T11:12:20.860072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:20.860127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:20.860190] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:20.860289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:20.878810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:20.879489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:20.879600] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:20.879693] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:20.910219] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:20.910375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:20.910422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:20.910457] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:20.914005] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: UP (p=87.81%) [2025-09-26T11:12:20.914360] [INFO ] [FORECASTER] Completed predict_future for NE [2025-09-26T11:12:20.914508] [INFO ] [sig ] NE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:21.063029] [INFO ] [LOCAL ] Saved forecast: NE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NE.txt [2025-09-26T11:12:21.063305] [INFO ] [sig ] [1228/2043] Completed NE in 0.2s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:21.063392] [INFO ] [sig ] [1229/2043] Forecasting NEA... [2025-09-26T11:12:21.063461] [INFO ] [sig ] Generating forecast for: NEA [2025-09-26T11:12:21.063533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-09-26T11:12:21.074160] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NEA'. [2025-09-26T11:12:21.074507] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-09-26T11:12:21.100390] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:21.101270] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-09-26T11:12:21.101348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:21.101436] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:21.101505] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:21.101605] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:21.119504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:21.120274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:21.120383] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:21.120452] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:21.158396] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:21.158958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:21.159051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:21.159122] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:21.163729] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: UP (p=60.87%) [2025-09-26T11:12:21.164033] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-09-26T11:12:21.164180] [INFO ] [sig ] NEA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:21.314905] [INFO ] [LOCAL ] Saved forecast: NEA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NEA.txt [2025-09-26T11:12:21.315331] [INFO ] [sig ] [1229/2043] Completed NEA in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:21.315431] [INFO ] [sig ] [1230/2043] Forecasting NEE... [2025-09-26T11:12:21.315529] [INFO ] [sig ] Generating forecast for: NEE [2025-09-26T11:12:21.315619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-09-26T11:12:21.329026] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NEE'. [2025-09-26T11:12:21.329444] [INFO ] [FORECASTER] Starting predict_future for NEE [2025-09-26T11:12:21.356724] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:21.357627] [DEBUG] [LOCAL ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt [2025-09-26T11:12:21.357731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:21.357803] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:21.357870] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:21.357968] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:21.376558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:21.377249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:21.377356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:21.377423] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:21.408505] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:21.408680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:21.408748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:21.408799] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:21.412287] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=14.50%) [2025-09-26T11:12:21.412618] [INFO ] [FORECASTER] Completed predict_future for NEE [2025-09-26T11:12:21.412824] [INFO ] [sig ] NEE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:21.563089] [INFO ] [LOCAL ] Saved forecast: NEE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NEE.txt [2025-09-26T11:12:21.563381] [INFO ] [sig ] [1230/2043] Completed NEE in 0.2s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:21.563460] [INFO ] [sig ] [1231/2043] Forecasting NEM... [2025-09-26T11:12:21.563529] [INFO ] [sig ] Generating forecast for: NEM [2025-09-26T11:12:21.563638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-09-26T11:12:21.575723] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NEM'. [2025-09-26T11:12:21.576257] [INFO ] [FORECASTER] Starting predict_future for NEM [2025-09-26T11:12:21.606295] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:21.607353] [DEBUG] [LOCAL ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt [2025-09-26T11:12:21.607457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:21.607539] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:21.607609] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:21.607734] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:21.628773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:21.629777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:21.629893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:21.629962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:21.670745] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:21.671012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:21.671101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:21.671167] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:21.675438] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=77.18%) [2025-09-26T11:12:21.675866] [INFO ] [FORECASTER] Completed predict_future for NEM [2025-09-26T11:12:21.676033] [INFO ] [sig ] NEM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:21.842736] [INFO ] [LOCAL ] Saved forecast: NEM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NEM.txt [2025-09-26T11:12:21.843078] [INFO ] [sig ] [1231/2043] Completed NEM in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:21.843159] [INFO ] [sig ] [1232/2043] Forecasting NET... [2025-09-26T11:12:21.843226] [INFO ] [sig ] Generating forecast for: NET [2025-09-26T11:12:21.843300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'. [2025-09-26T11:12:21.855053] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NET'. [2025-09-26T11:12:21.855591] [INFO ] [FORECASTER] Starting predict_future for NET [2025-09-26T11:12:21.882681] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:21.883617] [DEBUG] [LOCAL ] No optimal features file found for NET: ./output/feature-sets/NET.txt [2025-09-26T11:12:21.883738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:21.883830] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:21.883916] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:21.884044] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:21.902849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:21.903593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:21.903746] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:21.903826] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:21.938810] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:21.939001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:21.939052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:21.939086] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:21.943132] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: DOWN (p=0.32%) [2025-09-26T11:12:21.943469] [INFO ] [FORECASTER] Completed predict_future for NET [2025-09-26T11:12:21.943621] [INFO ] [sig ] NET: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:22.097742] [INFO ] [LOCAL ] Saved forecast: NET 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NET.txt [2025-09-26T11:12:22.098041] [INFO ] [sig ] [1232/2043] Completed NET in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:22.098119] [INFO ] [sig ] [1233/2043] Forecasting NEU... [2025-09-26T11:12:22.098168] [INFO ] [sig ] Generating forecast for: NEU [2025-09-26T11:12:22.098209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'. [2025-09-26T11:12:22.108150] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NEU'. [2025-09-26T11:12:22.108495] [INFO ] [FORECASTER] Starting predict_future for NEU [2025-09-26T11:12:22.135151] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:22.136071] [DEBUG] [LOCAL ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt [2025-09-26T11:12:22.136152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:22.136225] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:22.136291] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:22.136390] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:22.155874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:22.156879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:22.156996] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:22.157064] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:22.186857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:22.187055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:22.187105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:22.187141] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:22.190799] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=93.54%) [2025-09-26T11:12:22.191092] [INFO ] [FORECASTER] Completed predict_future for NEU [2025-09-26T11:12:22.191245] [INFO ] [sig ] NEU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:22.355979] [INFO ] [LOCAL ] Saved forecast: NEU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NEU.txt [2025-09-26T11:12:22.356270] [INFO ] [sig ] [1233/2043] Completed NEU in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:22.356345] [INFO ] [sig ] [1234/2043] Forecasting NEUE... [2025-09-26T11:12:22.356414] [INFO ] [sig ] Generating forecast for: NEUE [2025-09-26T11:12:22.356483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEUE' from 'https://tdm.silogroup.org/data/derivative_storage/NEUE.csv'. [2025-09-26T11:12:22.367127] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NEUE'. [2025-09-26T11:12:22.368037] [INFO ] [FORECASTER] Starting predict_future for NEUE [2025-09-26T11:12:22.398861] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:22.400142] [DEBUG] [LOCAL ] No optimal features file found for NEUE: ./output/feature-sets/NEUE.txt [2025-09-26T11:12:22.400224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:22.400300] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:22.400371] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:22.400475] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:22.419833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:22.420748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:22.420874] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:22.420944] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:22.456522] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:22.456776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:22.456890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:22.456938] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:22.462450] [DEBUG] [FORECASTER] NEUE: Forecast T+1@11:T+2@11: DOWN (p=30.95%) [2025-09-26T11:12:22.463144] [INFO ] [FORECASTER] Completed predict_future for NEUE [2025-09-26T11:12:22.463367] [INFO ] [sig ] NEUE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:22.611827] [INFO ] [LOCAL ] Saved forecast: NEUE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NEUE.txt [2025-09-26T11:12:22.612239] [INFO ] [sig ] [1234/2043] Completed NEUE in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:22.612324] [INFO ] [sig ] [1235/2043] Forecasting NEXA... [2025-09-26T11:12:22.612396] [INFO ] [sig ] Generating forecast for: NEXA [2025-09-26T11:12:22.612472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-09-26T11:12:22.624492] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'NEXA'. [2025-09-26T11:12:22.624983] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-09-26T11:12:22.652427] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:22.653401] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-09-26T11:12:22.653482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:22.653555] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:22.653601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:22.653730] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:22.672294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:22.673037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:22.673161] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:22.673238] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:22.728304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:22.728825] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:22.728939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:22.729000] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:22.734667] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=68.37%) [2025-09-26T11:12:22.735260] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-09-26T11:12:22.735521] [INFO ] [sig ] NEXA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:22.902197] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NEXA.txt [2025-09-26T11:12:22.902632] [INFO ] [sig ] [1235/2043] Completed NEXA in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:22.902770] [INFO ] [sig ] [1236/2043] Forecasting NFG... [2025-09-26T11:12:22.902853] [INFO ] [sig ] Generating forecast for: NFG [2025-09-26T11:12:22.902970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-09-26T11:12:22.922716] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NFG'. [2025-09-26T11:12:22.923307] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-09-26T11:12:22.951957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:22.952903] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-09-26T11:12:22.952989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:22.953065] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:22.953135] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:22.953289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:22.971356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:22.972719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:22.972900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:22.972975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:23.025489] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:23.025808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:23.025881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:23.025918] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:23.030215] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=1.36%) [2025-09-26T11:12:23.030550] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-09-26T11:12:23.030742] [INFO ] [sig ] NFG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:23.179048] [INFO ] [LOCAL ] Saved forecast: NFG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NFG.txt [2025-09-26T11:12:23.179400] [INFO ] [sig ] [1236/2043] Completed NFG in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:23.179484] [INFO ] [sig ] [1237/2043] Forecasting NFJ... [2025-09-26T11:12:23.179556] [INFO ] [sig ] Generating forecast for: NFJ [2025-09-26T11:12:23.179631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-09-26T11:12:23.192350] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NFJ'. [2025-09-26T11:12:23.192820] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-09-26T11:12:23.221993] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:23.223048] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-09-26T11:12:23.223132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:23.223208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:23.223279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:23.223381] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:23.242053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:23.242835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:23.242954] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:23.243024] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:23.282036] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:23.282162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:23.282205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:23.282238] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:23.285618] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=4.19%) [2025-09-26T11:12:23.285948] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-09-26T11:12:23.286113] [INFO ] [sig ] NFJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:23.434321] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NFJ.txt [2025-09-26T11:12:23.434766] [INFO ] [sig ] [1237/2043] Completed NFJ in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:23.434852] [INFO ] [sig ] [1238/2043] Forecasting NGG... [2025-09-26T11:12:23.434925] [INFO ] [sig ] Generating forecast for: NGG [2025-09-26T11:12:23.435000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-09-26T11:12:23.446789] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGG'. [2025-09-26T11:12:23.447267] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-09-26T11:12:23.474558] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:23.475444] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-09-26T11:12:23.475534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:23.475612] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:23.475705] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:23.475806] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:23.495217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:23.496015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:23.496136] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:23.496205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:23.534258] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:23.534484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:23.534537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:23.534573] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:23.538754] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=96.10%) [2025-09-26T11:12:23.539078] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-09-26T11:12:23.539241] [INFO ] [sig ] NGG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:23.690055] [INFO ] [LOCAL ] Saved forecast: NGG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NGG.txt [2025-09-26T11:12:23.690373] [INFO ] [sig ] [1238/2043] Completed NGG in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:23.690455] [INFO ] [sig ] [1239/2043] Forecasting NGL... [2025-09-26T11:12:23.690529] [INFO ] [sig ] Generating forecast for: NGL [2025-09-26T11:12:23.690601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-09-26T11:12:23.701834] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGL'. [2025-09-26T11:12:23.702351] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-09-26T11:12:23.733023] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:23.734234] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-09-26T11:12:23.734328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:23.734404] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:23.734475] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:23.734577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:23.754344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:23.755435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:23.755572] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:23.755669] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:23.794082] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:23.794289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:23.794339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:23.794373] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:23.798226] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: DOWN (p=7.16%) [2025-09-26T11:12:23.798527] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-09-26T11:12:23.798709] [INFO ] [sig ] NGL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:23.951724] [INFO ] [LOCAL ] Saved forecast: NGL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NGL.txt [2025-09-26T11:12:23.952031] [INFO ] [sig ] [1239/2043] Completed NGL in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:23.952115] [INFO ] [sig ] [1240/2043] Forecasting NGS... [2025-09-26T11:12:23.952187] [INFO ] [sig ] Generating forecast for: NGS [2025-09-26T11:12:23.952261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-09-26T11:12:23.965260] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGS'. [2025-09-26T11:12:23.965734] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-09-26T11:12:23.993404] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:23.994290] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-09-26T11:12:23.994370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:23.994444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:23.994552] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:23.994682] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:24.013055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:24.013827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:24.013939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:24.014010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:24.059367] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:24.059632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:24.059741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:24.059793] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:24.064230] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=14.78%) [2025-09-26T11:12:24.064566] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-09-26T11:12:24.064773] [INFO ] [sig ] NGS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:24.225684] [INFO ] [LOCAL ] Saved forecast: NGS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NGS.txt [2025-09-26T11:12:24.225962] [INFO ] [sig ] [1240/2043] Completed NGS in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:24.226043] [INFO ] [sig ] [1241/2043] Forecasting NGVC... [2025-09-26T11:12:24.226114] [INFO ] [sig ] Generating forecast for: NGVC [2025-09-26T11:12:24.226168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-09-26T11:12:24.237885] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGVC'. [2025-09-26T11:12:24.238341] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-09-26T11:12:24.265556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:24.266561] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-09-26T11:12:24.266672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:24.266750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:24.266842] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:24.266946] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:24.285787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:24.286777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:24.286950] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:24.287022] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:24.326949] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:24.327265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:24.327366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:24.327429] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:24.332044] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=0.28%) [2025-09-26T11:12:24.332423] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-09-26T11:12:24.332586] [INFO ] [sig ] NGVC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:24.490479] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NGVC.txt [2025-09-26T11:12:24.491019] [INFO ] [sig ] [1241/2043] Completed NGVC in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:24.491115] [INFO ] [sig ] [1242/2043] Forecasting NGVT... [2025-09-26T11:12:24.491189] [INFO ] [sig ] Generating forecast for: NGVT [2025-09-26T11:12:24.491278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'. [2025-09-26T11:12:24.505268] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NGVT'. [2025-09-26T11:12:24.505700] [INFO ] [FORECASTER] Starting predict_future for NGVT [2025-09-26T11:12:24.533061] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:24.533930] [DEBUG] [LOCAL ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt [2025-09-26T11:12:24.534013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:24.534087] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:24.534160] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:24.534259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:24.552848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:24.553540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:24.553683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:24.553759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:24.592552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:24.592728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:24.592795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:24.592862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:24.596358] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: UP (p=96.45%) [2025-09-26T11:12:24.596672] [INFO ] [FORECASTER] Completed predict_future for NGVT [2025-09-26T11:12:24.596866] [INFO ] [sig ] NGVT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:24.747969] [INFO ] [LOCAL ] Saved forecast: NGVT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NGVT.txt [2025-09-26T11:12:24.748228] [INFO ] [sig ] [1242/2043] Completed NGVT in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:24.748307] [INFO ] [sig ] [1243/2043] Forecasting NHI... [2025-09-26T11:12:24.748386] [INFO ] [sig ] Generating forecast for: NHI [2025-09-26T11:12:24.748459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-09-26T11:12:24.759342] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NHI'. [2025-09-26T11:12:24.759746] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-09-26T11:12:24.786428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:24.787365] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-09-26T11:12:24.787445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:24.787523] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:24.787604] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:24.787734] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:24.806370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:24.807073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:24.807181] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:24.807257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:24.844167] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:24.844404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:24.844472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:24.844509] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:24.848344] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=99.69%) [2025-09-26T11:12:24.848679] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-09-26T11:12:24.848855] [INFO ] [sig ] NHI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:24.998686] [INFO ] [LOCAL ] Saved forecast: NHI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NHI.txt [2025-09-26T11:12:24.999047] [INFO ] [sig ] [1243/2043] Completed NHI in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:24.999130] [INFO ] [sig ] [1244/2043] Forecasting NIC... [2025-09-26T11:12:24.999201] [INFO ] [sig ] Generating forecast for: NIC [2025-09-26T11:12:24.999275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-09-26T11:12:25.010182] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIC'. [2025-09-26T11:12:25.010511] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-09-26T11:12:25.036503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:25.037395] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-09-26T11:12:25.037477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:25.037558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:25.037626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:25.037745] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:25.056465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:25.057125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:25.057232] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:25.057303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:25.095182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:25.095305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:25.095361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:25.095402] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:25.098977] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=71.75%) [2025-09-26T11:12:25.099296] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-09-26T11:12:25.099454] [INFO ] [sig ] NIC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:25.251722] [INFO ] [LOCAL ] Saved forecast: NIC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NIC.txt [2025-09-26T11:12:25.252018] [INFO ] [sig ] [1244/2043] Completed NIC in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:25.252097] [INFO ] [sig ] [1245/2043] Forecasting NIE... [2025-09-26T11:12:25.252166] [INFO ] [sig ] Generating forecast for: NIE [2025-09-26T11:12:25.252237] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-09-26T11:12:25.271922] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIE'. [2025-09-26T11:12:25.272441] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-09-26T11:12:25.301151] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:25.302172] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-09-26T11:12:25.302254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:25.302330] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:25.302401] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:25.302501] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:25.322443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:25.323241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:25.323356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:25.323427] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:25.362776] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:25.362993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:25.363083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:25.363150] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:25.367120] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=95.79%) [2025-09-26T11:12:25.367428] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-09-26T11:12:25.367591] [INFO ] [sig ] NIE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:25.529722] [INFO ] [LOCAL ] Saved forecast: NIE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NIE.txt [2025-09-26T11:12:25.530180] [INFO ] [sig ] [1245/2043] Completed NIE in 0.3s | 3.74 sym/s | Total: 5.5m | ETA: 3.6m [2025-09-26T11:12:25.530262] [INFO ] [sig ] [1246/2043] Forecasting NIM... [2025-09-26T11:12:25.530334] [INFO ] [sig ] Generating forecast for: NIM [2025-09-26T11:12:25.530416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-09-26T11:12:25.543173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIM'. [2025-09-26T11:12:25.543587] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-09-26T11:12:25.571429] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:25.572339] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-09-26T11:12:25.572421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:25.572516] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:25.572611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:25.572787] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:25.591257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:25.591942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:25.592084] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:25.592174] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:25.632447] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:25.632583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:25.632628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:25.632709] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:25.636553] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=17.62%) [2025-09-26T11:12:25.636972] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-09-26T11:12:25.637148] [INFO ] [sig ] NIM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:25.784532] [INFO ] [LOCAL ] Saved forecast: NIM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NIM.txt [2025-09-26T11:12:25.784897] [INFO ] [sig ] [1246/2043] Completed NIM in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.6m [2025-09-26T11:12:25.785029] [INFO ] [sig ] [1247/2043] Forecasting NINE... [2025-09-26T11:12:25.785077] [INFO ] [sig ] Generating forecast for: NINE [2025-09-26T11:12:25.785118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'. [2025-09-26T11:12:25.797024] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NINE'. [2025-09-26T11:12:25.797369] [INFO ] [FORECASTER] Starting predict_future for NINE [2025-09-26T11:12:25.823910] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:25.824763] [DEBUG] [LOCAL ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt [2025-09-26T11:12:25.824843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:25.824928] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:25.825004] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:25.825109] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:25.844043] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:25.845088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:25.845203] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:25.845275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:25.882163] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:25.882272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:25.882316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:25.882349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:25.885571] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: DOWN (p=21.87%) [2025-09-26T11:12:25.885895] [INFO ] [FORECASTER] Completed predict_future for NINE [2025-09-26T11:12:25.886055] [INFO ] [sig ] NINE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:26.042606] [INFO ] [LOCAL ] Saved forecast: NINE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NINE.txt [2025-09-26T11:12:26.042999] [INFO ] [sig ] [1247/2043] Completed NINE in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:26.043097] [INFO ] [sig ] [1248/2043] Forecasting NIO... [2025-09-26T11:12:26.043184] [INFO ] [sig ] Generating forecast for: NIO [2025-09-26T11:12:26.043272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-09-26T11:12:26.055140] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NIO'. [2025-09-26T11:12:26.055575] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-09-26T11:12:26.082149] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:26.083107] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-09-26T11:12:26.083187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:26.083259] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:26.083329] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:26.083432] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:26.101762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:26.102432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:26.102542] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:26.102610] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:26.134716] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:26.134853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:26.134895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:26.134928] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:26.138280] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=91.76%) [2025-09-26T11:12:26.138568] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-09-26T11:12:26.138741] [INFO ] [sig ] NIO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:26.284495] [INFO ] [LOCAL ] Saved forecast: NIO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NIO.txt [2025-09-26T11:12:26.284831] [INFO ] [sig ] [1248/2043] Completed NIO in 0.2s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:26.284915] [INFO ] [sig ] [1249/2043] Forecasting NJR... [2025-09-26T11:12:26.284985] [INFO ] [sig ] Generating forecast for: NJR [2025-09-26T11:12:26.285056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'. [2025-09-26T11:12:26.296153] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NJR'. [2025-09-26T11:12:26.296563] [INFO ] [FORECASTER] Starting predict_future for NJR [2025-09-26T11:12:26.323744] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:26.324638] [DEBUG] [LOCAL ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt [2025-09-26T11:12:26.324741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:26.324814] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:26.324891] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:26.325002] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:26.342871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:26.343473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:26.343581] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:26.343683] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:26.382715] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:26.382828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:26.382870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:26.382903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:26.386152] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-09-26T11:12:26.386446] [INFO ] [FORECASTER] Completed predict_future for NJR [2025-09-26T11:12:26.386600] [INFO ] [sig ] NJR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:26.534489] [INFO ] [LOCAL ] Saved forecast: NJR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NJR.txt [2025-09-26T11:12:26.534804] [INFO ] [sig ] [1249/2043] Completed NJR in 0.2s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:26.534898] [INFO ] [sig ] [1250/2043] Forecasting NKX... [2025-09-26T11:12:26.534980] [INFO ] [sig ] Generating forecast for: NKX [2025-09-26T11:12:26.535057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-09-26T11:12:26.547093] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NKX'. [2025-09-26T11:12:26.547600] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-09-26T11:12:26.574779] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:26.575707] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-09-26T11:12:26.575803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:26.575895] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:26.575982] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:26.576105] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:26.594505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:26.595242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:26.595371] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:26.595460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:26.636871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:26.637079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:26.637160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:26.637223] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:26.642067] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=88.11%) [2025-09-26T11:12:26.642432] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-09-26T11:12:26.642673] [INFO ] [sig ] NKX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:26.795398] [INFO ] [LOCAL ] Saved forecast: NKX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NKX.txt [2025-09-26T11:12:26.795851] [INFO ] [sig ] [1250/2043] Completed NKX in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:26.795957] [INFO ] [sig ] [1251/2043] Forecasting NLOP... [2025-09-26T11:12:26.796043] [INFO ] [sig ] Generating forecast for: NLOP [2025-09-26T11:12:26.796132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-09-26T11:12:26.808309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NLOP'. [2025-09-26T11:12:26.808740] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-09-26T11:12:26.836885] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:26.837867] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-09-26T11:12:26.837965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:26.838058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:26.838146] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:26.838275] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:26.857379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:26.858186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:26.858318] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:26.858409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:26.891317] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:26.891506] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:26.891556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:26.891593] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:26.896099] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-09-26T11:12:26.896453] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-09-26T11:12:26.896615] [INFO ] [sig ] NLOP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:27.049793] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NLOP.txt [2025-09-26T11:12:27.050124] [INFO ] [sig ] [1251/2043] Completed NLOP in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:27.050206] [INFO ] [sig ] [1252/2043] Forecasting NLY... [2025-09-26T11:12:27.050290] [INFO ] [sig ] Generating forecast for: NLY [2025-09-26T11:12:27.050373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-09-26T11:12:27.062494] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NLY'. [2025-09-26T11:12:27.062983] [INFO ] [FORECASTER] Starting predict_future for NLY [2025-09-26T11:12:27.090342] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:27.091272] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-09-26T11:12:27.091353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:27.091426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:27.091493] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:27.091666] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:27.110614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:27.111301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:27.111409] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:27.111479] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:27.152847] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:27.153040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:27.153091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:27.153129] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:27.157501] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=27.32%) [2025-09-26T11:12:27.157877] [INFO ] [FORECASTER] Completed predict_future for NLY [2025-09-26T11:12:27.158048] [INFO ] [sig ] NLY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:27.320249] [INFO ] [LOCAL ] Saved forecast: NLY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NLY.txt [2025-09-26T11:12:27.320533] [INFO ] [sig ] [1252/2043] Completed NLY in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:27.320613] [INFO ] [sig ] [1253/2043] Forecasting NMAI... [2025-09-26T11:12:27.320714] [INFO ] [sig ] Generating forecast for: NMAI [2025-09-26T11:12:27.320789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-09-26T11:12:27.331660] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMAI'. [2025-09-26T11:12:27.332029] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-09-26T11:12:27.358485] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:27.359393] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-09-26T11:12:27.359476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:27.359564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:27.359670] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:27.359797] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:27.378800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:27.379534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:27.379682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:27.379768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:27.412179] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:27.412403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:27.412475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:27.412542] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:27.416460] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=81.57%) [2025-09-26T11:12:27.416834] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-09-26T11:12:27.417014] [INFO ] [sig ] NMAI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:27.572414] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NMAI.txt [2025-09-26T11:12:27.572735] [INFO ] [sig ] [1253/2043] Completed NMAI in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:27.572895] [INFO ] [sig ] [1254/2043] Forecasting NMCO... [2025-09-26T11:12:27.572969] [INFO ] [sig ] Generating forecast for: NMCO [2025-09-26T11:12:27.573070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-09-26T11:12:27.584167] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMCO'. [2025-09-26T11:12:27.584623] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-09-26T11:12:27.611593] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:27.612497] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-09-26T11:12:27.612580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:27.612678] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:27.612760] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:27.612861] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:27.631133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:27.632021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:27.632141] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:27.632225] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:27.667396] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:27.667553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:27.667599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:27.667635] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:27.671478] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: UP (p=69.99%) [2025-09-26T11:12:27.671833] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-09-26T11:12:27.671994] [INFO ] [sig ] NMCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:27.829085] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NMCO.txt [2025-09-26T11:12:27.829415] [INFO ] [sig ] [1254/2043] Completed NMCO in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:27.829498] [INFO ] [sig ] [1255/2043] Forecasting NMG... [2025-09-26T11:12:27.829573] [INFO ] [sig ] Generating forecast for: NMG [2025-09-26T11:12:27.829676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-09-26T11:12:27.841728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMG'. [2025-09-26T11:12:27.842232] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-09-26T11:12:27.869996] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:27.870922] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-09-26T11:12:27.871018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:27.871092] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:27.871162] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:27.871263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:27.890824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:27.891724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:27.891840] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:27.891910] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:27.938834] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:27.939142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:27.939197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:27.939231] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:27.943712] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=7.52%) [2025-09-26T11:12:27.944078] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-09-26T11:12:27.944251] [INFO ] [sig ] NMG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:28.111810] [INFO ] [LOCAL ] Saved forecast: NMG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NMG.txt [2025-09-26T11:12:28.112205] [INFO ] [sig ] [1255/2043] Completed NMG in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:28.112288] [INFO ] [sig ] [1256/2043] Forecasting NMI... [2025-09-26T11:12:28.112358] [INFO ] [sig ] Generating forecast for: NMI [2025-09-26T11:12:28.112431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-09-26T11:12:28.123765] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMI'. [2025-09-26T11:12:28.124210] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-09-26T11:12:28.151405] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:28.152275] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-09-26T11:12:28.152354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:28.152427] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:28.152495] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:28.152595] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:28.170538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:28.171306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:28.171428] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:28.171501] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:28.208604] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:28.208788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:28.208839] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:28.208874] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:28.212481] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=48.77%) [2025-09-26T11:12:28.212816] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-09-26T11:12:28.212983] [INFO ] [sig ] NMI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:28.359846] [INFO ] [LOCAL ] Saved forecast: NMI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NMI.txt [2025-09-26T11:12:28.360190] [INFO ] [sig ] [1256/2043] Completed NMI in 0.2s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:28.360271] [INFO ] [sig ] [1257/2043] Forecasting NMM... [2025-09-26T11:12:28.360352] [INFO ] [sig ] Generating forecast for: NMM [2025-09-26T11:12:28.360434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-09-26T11:12:28.372173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMM'. [2025-09-26T11:12:28.372543] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-09-26T11:12:28.399678] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:28.400615] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-09-26T11:12:28.400767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:28.400844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:28.400915] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:28.401027] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:28.421526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:28.422557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:28.422715] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:28.422790] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:28.464728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:28.464945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:28.464995] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:28.465032] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:28.469352] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=4.88%) [2025-09-26T11:12:28.469795] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-09-26T11:12:28.469975] [INFO ] [sig ] NMM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:28.651396] [INFO ] [LOCAL ] Saved forecast: NMM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NMM.txt [2025-09-26T11:12:28.651760] [INFO ] [sig ] [1257/2043] Completed NMM in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:28.651848] [INFO ] [sig ] [1258/2043] Forecasting NMR... [2025-09-26T11:12:28.651922] [INFO ] [sig ] Generating forecast for: NMR [2025-09-26T11:12:28.651997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'. [2025-09-26T11:12:28.663553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMR'. [2025-09-26T11:12:28.664018] [INFO ] [FORECASTER] Starting predict_future for NMR [2025-09-26T11:12:28.691227] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:28.692150] [DEBUG] [LOCAL ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt [2025-09-26T11:12:28.692231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:28.692306] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:28.692376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:28.692493] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:28.712057] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:28.712865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:28.713003] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:28.713074] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:28.752206] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:28.752450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:28.752582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:28.752718] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:28.756591] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: DOWN (p=41.42%) [2025-09-26T11:12:28.756994] [INFO ] [FORECASTER] Completed predict_future for NMR [2025-09-26T11:12:28.757170] [INFO ] [sig ] NMR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:28.918695] [INFO ] [LOCAL ] Saved forecast: NMR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NMR.txt [2025-09-26T11:12:28.918991] [INFO ] [sig ] [1258/2043] Completed NMR in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:28.919071] [INFO ] [sig ] [1259/2043] Forecasting NMS... [2025-09-26T11:12:28.919143] [INFO ] [sig ] Generating forecast for: NMS [2025-09-26T11:12:28.919217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'. [2025-09-26T11:12:28.929993] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'NMS'. [2025-09-26T11:12:28.930404] [INFO ] [FORECASTER] Starting predict_future for NMS [2025-09-26T11:12:28.957959] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:28.958876] [DEBUG] [LOCAL ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt [2025-09-26T11:12:28.958956] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:28.959031] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:28.959101] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:28.959202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:28.978286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:28.979177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:28.979290] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:28.979360] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:29.018584] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:29.018793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:29.018852] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:29.018888] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:29.022527] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=26.96%) [2025-09-26T11:12:29.022858] [INFO ] [FORECASTER] Completed predict_future for NMS [2025-09-26T11:12:29.023021] [INFO ] [sig ] NMS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:29.182534] [INFO ] [LOCAL ] Saved forecast: NMS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NMS.txt [2025-09-26T11:12:29.182909] [INFO ] [sig ] [1259/2043] Completed NMS in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:29.183003] [INFO ] [sig ] [1260/2043] Forecasting NMT... [2025-09-26T11:12:29.183074] [INFO ] [sig ] Generating forecast for: NMT [2025-09-26T11:12:29.183148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'. [2025-09-26T11:12:29.195287] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMT'. [2025-09-26T11:12:29.195708] [INFO ] [FORECASTER] Starting predict_future for NMT [2025-09-26T11:12:29.223462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:29.224376] [DEBUG] [LOCAL ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt [2025-09-26T11:12:29.224459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:29.224533] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:29.224603] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:29.224728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:29.243067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:29.243784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:29.243908] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:29.243979] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:29.285316] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:29.285503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:29.285551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:29.285586] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:29.289468] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: UP (p=98.03%) [2025-09-26T11:12:29.289806] [INFO ] [FORECASTER] Completed predict_future for NMT [2025-09-26T11:12:29.289965] [INFO ] [sig ] NMT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:29.446582] [INFO ] [LOCAL ] Saved forecast: NMT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NMT.txt [2025-09-26T11:12:29.446960] [INFO ] [sig ] [1260/2043] Completed NMT in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:29.447044] [INFO ] [sig ] [1261/2043] Forecasting NMZ... [2025-09-26T11:12:29.447112] [INFO ] [sig ] Generating forecast for: NMZ [2025-09-26T11:12:29.447185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'. [2025-09-26T11:12:29.459840] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NMZ'. [2025-09-26T11:12:29.460374] [INFO ] [FORECASTER] Starting predict_future for NMZ [2025-09-26T11:12:29.487120] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:29.488051] [DEBUG] [LOCAL ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt [2025-09-26T11:12:29.488132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:29.488208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:29.488278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:29.488377] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:29.507322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:29.508308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:29.508432] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:29.508504] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:29.547706] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:29.547916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:29.547967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:29.548003] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:29.551936] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: DOWN (p=15.53%) [2025-09-26T11:12:29.552285] [INFO ] [FORECASTER] Completed predict_future for NMZ [2025-09-26T11:12:29.552442] [INFO ] [sig ] NMZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:29.713449] [INFO ] [LOCAL ] Saved forecast: NMZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NMZ.txt [2025-09-26T11:12:29.713778] [INFO ] [sig ] [1261/2043] Completed NMZ in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:29.713865] [INFO ] [sig ] [1262/2043] Forecasting NNI... [2025-09-26T11:12:29.713938] [INFO ] [sig ] Generating forecast for: NNI [2025-09-26T11:12:29.714010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-09-26T11:12:29.726940] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NNI'. [2025-09-26T11:12:29.727597] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-09-26T11:12:29.756791] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:29.757842] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-09-26T11:12:29.757941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:29.758029] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:29.758124] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:29.758254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:29.777273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:29.778277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:29.778397] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:29.778467] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:29.821885] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:29.822082] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:29.822164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:29.822231] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:29.826587] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=36.57%) [2025-09-26T11:12:29.826998] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-09-26T11:12:29.827168] [INFO ] [sig ] NNI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:29.983181] [INFO ] [LOCAL ] Saved forecast: NNI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NNI.txt [2025-09-26T11:12:29.983486] [INFO ] [sig ] [1262/2043] Completed NNI in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:29.983566] [INFO ] [sig ] [1263/2043] Forecasting NNN... [2025-09-26T11:12:29.983637] [INFO ] [sig ] Generating forecast for: NNN [2025-09-26T11:12:29.983735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-09-26T11:12:29.995363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NNN'. [2025-09-26T11:12:29.995798] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-09-26T11:12:30.025758] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:30.026970] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-09-26T11:12:30.027053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:30.027132] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:30.027204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:30.027307] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:30.045209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:30.046252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:30.046380] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:30.046451] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:30.094931] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:30.095221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:30.095275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:30.095309] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:30.099951] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=62.78%) [2025-09-26T11:12:30.100303] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-09-26T11:12:30.100468] [INFO ] [sig ] NNN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:30.248961] [INFO ] [LOCAL ] Saved forecast: NNN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NNN.txt [2025-09-26T11:12:30.249363] [INFO ] [sig ] [1263/2043] Completed NNN in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:30.249447] [INFO ] [sig ] [1264/2043] Forecasting NNY... [2025-09-26T11:12:30.249521] [INFO ] [sig ] Generating forecast for: NNY [2025-09-26T11:12:30.249605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-09-26T11:12:30.261614] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NNY'. [2025-09-26T11:12:30.262176] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-09-26T11:12:30.289299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:30.290358] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-09-26T11:12:30.290442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:30.290518] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:30.290721] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:30.290828] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:30.309453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:30.310865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:30.311036] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:30.311112] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:30.353803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:30.354110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:30.354165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:30.354199] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:30.358502] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=69.38%) [2025-09-26T11:12:30.358908] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-09-26T11:12:30.359110] [INFO ] [sig ] NNY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:30.504809] [INFO ] [LOCAL ] Saved forecast: NNY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NNY.txt [2025-09-26T11:12:30.505209] [INFO ] [sig ] [1264/2043] Completed NNY in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:30.505296] [INFO ] [sig ] [1265/2043] Forecasting NOA... [2025-09-26T11:12:30.505369] [INFO ] [sig ] Generating forecast for: NOA [2025-09-26T11:12:30.505445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-09-26T11:12:30.518344] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOA'. [2025-09-26T11:12:30.518873] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-09-26T11:12:30.546330] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:30.547331] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-09-26T11:12:30.547416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:30.547494] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:30.547567] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:30.547692] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:30.566525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:30.567436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:30.567563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:30.567634] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:30.610757] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:30.610979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:30.611030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:30.611066] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:30.615123] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=87.90%) [2025-09-26T11:12:30.615492] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-09-26T11:12:30.615709] [INFO ] [sig ] NOA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:30.768327] [INFO ] [LOCAL ] Saved forecast: NOA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NOA.txt [2025-09-26T11:12:30.768690] [INFO ] [sig ] [1265/2043] Completed NOA in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:30.768775] [INFO ] [sig ] [1266/2043] Forecasting NOAH... [2025-09-26T11:12:30.768847] [INFO ] [sig ] Generating forecast for: NOAH [2025-09-26T11:12:30.768921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-09-26T11:12:30.780675] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOAH'. [2025-09-26T11:12:30.781089] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-09-26T11:12:30.807901] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:30.808859] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-09-26T11:12:30.808941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:30.809017] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:30.809087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:30.809190] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:30.827920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:30.828790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:30.828911] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:30.828983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:30.873825] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:30.874077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:30.874142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:30.874180] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:30.878591] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=98.85%) [2025-09-26T11:12:30.878958] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-09-26T11:12:30.879155] [INFO ] [sig ] NOAH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:31.030021] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NOAH.txt [2025-09-26T11:12:31.030338] [INFO ] [sig ] [1266/2043] Completed NOAH in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:31.030418] [INFO ] [sig ] [1267/2043] Forecasting NOC... [2025-09-26T11:12:31.030486] [INFO ] [sig ] Generating forecast for: NOC [2025-09-26T11:12:31.030558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'. [2025-09-26T11:12:31.042684] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOC'. [2025-09-26T11:12:31.043230] [INFO ] [FORECASTER] Starting predict_future for NOC [2025-09-26T11:12:31.072041] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:31.073247] [DEBUG] [LOCAL ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt [2025-09-26T11:12:31.073334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:31.073409] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:31.073479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:31.073587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:31.093945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:31.094815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:31.094929] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:31.095019] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:31.136021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:31.136228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:31.136278] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:31.136314] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:31.140625] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: UP (p=78.45%) [2025-09-26T11:12:31.140959] [INFO ] [FORECASTER] Completed predict_future for NOC [2025-09-26T11:12:31.141117] [INFO ] [sig ] NOC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:31.333569] [INFO ] [LOCAL ] Saved forecast: NOC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NOC.txt [2025-09-26T11:12:31.333929] [INFO ] [sig ] [1267/2043] Completed NOC in 0.3s | 3.74 sym/s | Total: 5.6m | ETA: 3.5m [2025-09-26T11:12:31.334023] [INFO ] [sig ] [1268/2043] Forecasting NOG... [2025-09-26T11:12:31.334104] [INFO ] [sig ] Generating forecast for: NOG [2025-09-26T11:12:31.334179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-09-26T11:12:31.345848] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOG'. [2025-09-26T11:12:31.346283] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-09-26T11:12:31.376011] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:31.377213] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-09-26T11:12:31.377303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:31.377377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:31.377449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:31.377549] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:31.398089] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:31.399085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:31.399219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:31.399292] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:31.439869] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:31.440086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:31.440136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:31.440170] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:31.444043] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=95.43%) [2025-09-26T11:12:31.444462] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-09-26T11:12:31.444664] [INFO ] [sig ] NOG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:31.616137] [INFO ] [LOCAL ] Saved forecast: NOG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NOG.txt [2025-09-26T11:12:31.616441] [INFO ] [sig ] [1268/2043] Completed NOG in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.5m [2025-09-26T11:12:31.616532] [INFO ] [sig ] [1269/2043] Forecasting NOK... [2025-09-26T11:12:31.616619] [INFO ] [sig ] Generating forecast for: NOK [2025-09-26T11:12:31.616764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'. [2025-09-26T11:12:31.629237] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOK'. [2025-09-26T11:12:31.629832] [INFO ] [FORECASTER] Starting predict_future for NOK [2025-09-26T11:12:31.660274] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:31.661587] [DEBUG] [LOCAL ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt [2025-09-26T11:12:31.661702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:31.661799] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:31.661872] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:31.661991] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:31.682907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:31.684035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:31.684166] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:31.684239] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:31.729063] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:31.729311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:31.729383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:31.729424] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:31.733777] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: UP (p=86.44%) [2025-09-26T11:12:31.734150] [INFO ] [FORECASTER] Completed predict_future for NOK [2025-09-26T11:12:31.734316] [INFO ] [sig ] NOK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:31.898795] [INFO ] [LOCAL ] Saved forecast: NOK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NOK.txt [2025-09-26T11:12:31.899113] [INFO ] [sig ] [1269/2043] Completed NOK in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:31.899196] [INFO ] [sig ] [1270/2043] Forecasting NOMD... [2025-09-26T11:12:31.899247] [INFO ] [sig ] Generating forecast for: NOMD [2025-09-26T11:12:31.899316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-09-26T11:12:31.911829] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOMD'. [2025-09-26T11:12:31.912349] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-09-26T11:12:31.939275] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:31.940266] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-09-26T11:12:31.940349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:31.940426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:31.940512] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:31.940738] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:31.964270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:31.965426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:31.965562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:31.965678] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:32.012637] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:32.012957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:32.013012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:32.013048] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:32.017422] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: UP (p=82.95%) [2025-09-26T11:12:32.017791] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-09-26T11:12:32.017971] [INFO ] [sig ] NOMD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:32.170113] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NOMD.txt [2025-09-26T11:12:32.170592] [INFO ] [sig ] [1270/2043] Completed NOMD in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:32.170704] [INFO ] [sig ] [1271/2043] Forecasting NOTE... [2025-09-26T11:12:32.170779] [INFO ] [sig ] Generating forecast for: NOTE [2025-09-26T11:12:32.170871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-09-26T11:12:32.182577] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOTE'. [2025-09-26T11:12:32.183049] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-09-26T11:12:32.209445] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:32.210482] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-09-26T11:12:32.210572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:32.210697] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:32.210786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:32.210919] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:32.229523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:32.230956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:32.231102] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:32.231195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:32.277552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:32.278033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:32.278128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:32.278203] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:32.283151] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=39.26%) [2025-09-26T11:12:32.283625] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-09-26T11:12:32.283891] [INFO ] [sig ] NOTE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:32.449558] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NOTE.txt [2025-09-26T11:12:32.450028] [INFO ] [sig ] [1271/2043] Completed NOTE in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:32.450116] [INFO ] [sig ] [1272/2043] Forecasting NOV... [2025-09-26T11:12:32.450203] [INFO ] [sig ] Generating forecast for: NOV [2025-09-26T11:12:32.450293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'. [2025-09-26T11:12:32.464325] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NOV'. [2025-09-26T11:12:32.464947] [INFO ] [FORECASTER] Starting predict_future for NOV [2025-09-26T11:12:32.492213] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:32.493265] [DEBUG] [LOCAL ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt [2025-09-26T11:12:32.493350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:32.493426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:32.493502] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:32.493614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:32.513021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:32.514058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:32.514207] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:32.514285] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:32.555034] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:32.555243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:32.555294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:32.555331] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:32.559245] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: DOWN (p=29.06%) [2025-09-26T11:12:32.559566] [INFO ] [FORECASTER] Completed predict_future for NOV [2025-09-26T11:12:32.559778] [INFO ] [sig ] NOV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:32.713692] [INFO ] [LOCAL ] Saved forecast: NOV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NOV.txt [2025-09-26T11:12:32.714018] [INFO ] [sig ] [1272/2043] Completed NOV in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:32.714106] [INFO ] [sig ] [1273/2043] Forecasting NPCT... [2025-09-26T11:12:32.714184] [INFO ] [sig ] Generating forecast for: NPCT [2025-09-26T11:12:32.714265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'. [2025-09-26T11:12:32.725521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPCT'. [2025-09-26T11:12:32.725999] [INFO ] [FORECASTER] Starting predict_future for NPCT [2025-09-26T11:12:32.752550] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:32.753486] [DEBUG] [LOCAL ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt [2025-09-26T11:12:32.753569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:32.753675] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:32.753758] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:32.753872] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:32.773128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:32.774047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:32.774175] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:32.774299] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:32.813981] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:32.814219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:32.814316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:32.814371] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:32.818249] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: UP (p=82.58%) [2025-09-26T11:12:32.818575] [INFO ] [FORECASTER] Completed predict_future for NPCT [2025-09-26T11:12:32.818777] [INFO ] [sig ] NPCT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:32.972920] [INFO ] [LOCAL ] Saved forecast: NPCT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NPCT.txt [2025-09-26T11:12:32.973254] [INFO ] [sig ] [1273/2043] Completed NPCT in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:32.973337] [INFO ] [sig ] [1274/2043] Forecasting NPFD... [2025-09-26T11:12:32.973409] [INFO ] [sig ] Generating forecast for: NPFD [2025-09-26T11:12:32.973488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-09-26T11:12:32.990292] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPFD'. [2025-09-26T11:12:32.990988] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-09-26T11:12:33.020217] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:33.021218] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-09-26T11:12:33.021303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:33.021382] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:33.021454] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:33.021559] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:33.039940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:33.040674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:33.040802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:33.040904] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:33.086112] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:33.086380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:33.086434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:33.086467] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:33.090612] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=59.66%) [2025-09-26T11:12:33.090979] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-09-26T11:12:33.091163] [INFO ] [sig ] NPFD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:33.247618] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NPFD.txt [2025-09-26T11:12:33.248040] [INFO ] [sig ] [1274/2043] Completed NPFD in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:33.248133] [INFO ] [sig ] [1275/2043] Forecasting NPK... [2025-09-26T11:12:33.248205] [INFO ] [sig ] Generating forecast for: NPK [2025-09-26T11:12:33.248284] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-09-26T11:12:33.259151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPK'. [2025-09-26T11:12:33.259573] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-09-26T11:12:33.286980] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:33.287935] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-09-26T11:12:33.288019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:33.288095] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:33.288166] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:33.288269] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:33.307759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:33.308451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:33.308569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:33.308661] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:33.348109] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:33.348295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:33.348369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:33.348411] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:33.352092] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=76.58%) [2025-09-26T11:12:33.352393] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-09-26T11:12:33.352554] [INFO ] [sig ] NPK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:33.507830] [INFO ] [LOCAL ] Saved forecast: NPK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NPK.txt [2025-09-26T11:12:33.508231] [INFO ] [sig ] [1275/2043] Completed NPK in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:33.508319] [INFO ] [sig ] [1276/2043] Forecasting NPO... [2025-09-26T11:12:33.508391] [INFO ] [sig ] Generating forecast for: NPO [2025-09-26T11:12:33.508466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-09-26T11:12:33.520552] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPO'. [2025-09-26T11:12:33.520996] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-09-26T11:12:33.548248] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:33.549172] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-09-26T11:12:33.549253] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:33.549355] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:33.549438] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:33.549570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:33.568050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:33.568811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:33.568924] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:33.569010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:33.611329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:33.611531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:33.611591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:33.611670] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:33.615509] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=62.42%) [2025-09-26T11:12:33.615889] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-09-26T11:12:33.616064] [INFO ] [sig ] NPO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:33.776204] [INFO ] [LOCAL ] Saved forecast: NPO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NPO.txt [2025-09-26T11:12:33.776584] [INFO ] [sig ] [1276/2043] Completed NPO in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:33.776730] [INFO ] [sig ] [1277/2043] Forecasting NPV... [2025-09-26T11:12:33.776849] [INFO ] [sig ] Generating forecast for: NPV [2025-09-26T11:12:33.776947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'. [2025-09-26T11:12:33.789334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPV'. [2025-09-26T11:12:33.789783] [INFO ] [FORECASTER] Starting predict_future for NPV [2025-09-26T11:12:33.817305] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:33.818284] [DEBUG] [LOCAL ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt [2025-09-26T11:12:33.818366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:33.818440] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:33.818510] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:33.818626] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:33.838033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:33.838866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:33.838979] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:33.839053] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:33.879050] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:33.879232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:33.879280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:33.879313] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:33.883071] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: DOWN (p=12.86%) [2025-09-26T11:12:33.883362] [INFO ] [FORECASTER] Completed predict_future for NPV [2025-09-26T11:12:33.883513] [INFO ] [sig ] NPV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:34.034787] [INFO ] [LOCAL ] Saved forecast: NPV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NPV.txt [2025-09-26T11:12:34.035194] [INFO ] [sig ] [1277/2043] Completed NPV in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:34.035275] [INFO ] [sig ] [1278/2043] Forecasting NPWR... [2025-09-26T11:12:34.035346] [INFO ] [sig ] Generating forecast for: NPWR [2025-09-26T11:12:34.035422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'. [2025-09-26T11:12:34.047406] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NPWR'. [2025-09-26T11:12:34.047944] [INFO ] [FORECASTER] Starting predict_future for NPWR [2025-09-26T11:12:34.077637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:34.078784] [DEBUG] [LOCAL ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt [2025-09-26T11:12:34.078878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:34.078970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:34.079072] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:34.079230] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:34.099915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:34.101107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:34.101244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:34.101332] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:34.142163] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:34.142355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:34.142404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:34.142440] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:34.147785] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: DOWN (p=43.70%) [2025-09-26T11:12:34.148452] [INFO ] [FORECASTER] Completed predict_future for NPWR [2025-09-26T11:12:34.148710] [INFO ] [sig ] NPWR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:34.300280] [INFO ] [LOCAL ] Saved forecast: NPWR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NPWR.txt [2025-09-26T11:12:34.300556] [INFO ] [sig ] [1278/2043] Completed NPWR in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:34.300636] [INFO ] [sig ] [1279/2043] Forecasting NQP... [2025-09-26T11:12:34.300734] [INFO ] [sig ] Generating forecast for: NQP [2025-09-26T11:12:34.300807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-09-26T11:12:34.312673] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NQP'. [2025-09-26T11:12:34.313323] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-09-26T11:12:34.343260] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:34.344269] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-09-26T11:12:34.344348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:34.344405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:34.344439] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:34.344533] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:34.363717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:34.364368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:34.364479] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:34.364548] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:34.402835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:34.403047] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:34.403110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:34.403147] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:34.407132] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=92.34%) [2025-09-26T11:12:34.407488] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-09-26T11:12:34.407705] [INFO ] [sig ] NQP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:34.564051] [INFO ] [LOCAL ] Saved forecast: NQP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NQP.txt [2025-09-26T11:12:34.564342] [INFO ] [sig ] [1279/2043] Completed NQP in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:34.564421] [INFO ] [sig ] [1280/2043] Forecasting NRDY... [2025-09-26T11:12:34.564489] [INFO ] [sig ] Generating forecast for: NRDY [2025-09-26T11:12:34.564561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'. [2025-09-26T11:12:34.577147] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRDY'. [2025-09-26T11:12:34.577676] [INFO ] [FORECASTER] Starting predict_future for NRDY [2025-09-26T11:12:34.605583] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:34.606534] [DEBUG] [LOCAL ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt [2025-09-26T11:12:34.606615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:34.606744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:34.606839] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:34.606961] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:34.626786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:34.627983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:34.628119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:34.628255] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:34.672362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:34.672576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:34.672633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:34.672711] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:34.676853] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=98.95%) [2025-09-26T11:12:34.677190] [INFO ] [FORECASTER] Completed predict_future for NRDY [2025-09-26T11:12:34.677348] [INFO ] [sig ] NRDY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:34.847174] [INFO ] [LOCAL ] Saved forecast: NRDY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NRDY.txt [2025-09-26T11:12:34.847986] [INFO ] [sig ] [1280/2043] Completed NRDY in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:34.848074] [INFO ] [sig ] [1281/2043] Forecasting NREF... [2025-09-26T11:12:34.848148] [INFO ] [sig ] Generating forecast for: NREF [2025-09-26T11:12:34.848251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-09-26T11:12:34.860831] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NREF'. [2025-09-26T11:12:34.861324] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-09-26T11:12:34.888385] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:34.889466] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-09-26T11:12:34.889545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:34.889618] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:34.889710] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:34.889811] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:34.907979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:34.908801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:34.908915] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:34.908985] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:34.945956] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:34.946158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:34.946209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:34.946244] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:34.950067] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=88.24%) [2025-09-26T11:12:34.950370] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-09-26T11:12:34.950522] [INFO ] [sig ] NREF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:35.124745] [INFO ] [LOCAL ] Saved forecast: NREF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NREF.txt [2025-09-26T11:12:35.125058] [INFO ] [sig ] [1281/2043] Completed NREF in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:35.125141] [INFO ] [sig ] [1282/2043] Forecasting NRGV... [2025-09-26T11:12:35.125213] [INFO ] [sig ] Generating forecast for: NRGV [2025-09-26T11:12:35.125287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'. [2025-09-26T11:12:35.138331] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRGV'. [2025-09-26T11:12:35.138790] [INFO ] [FORECASTER] Starting predict_future for NRGV [2025-09-26T11:12:35.172804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:35.174080] [DEBUG] [LOCAL ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt [2025-09-26T11:12:35.174167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:35.174242] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:35.174310] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:35.174409] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:35.198060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:35.199066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:35.199182] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:35.199250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:35.245075] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:35.245318] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:35.245419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:35.245506] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:35.250704] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=94.95%) [2025-09-26T11:12:35.251034] [INFO ] [FORECASTER] Completed predict_future for NRGV [2025-09-26T11:12:35.251188] [INFO ] [sig ] NRGV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:35.460888] [INFO ] [LOCAL ] Saved forecast: NRGV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NRGV.txt [2025-09-26T11:12:35.461202] [INFO ] [sig ] [1282/2043] Completed NRGV in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:35.461282] [INFO ] [sig ] [1283/2043] Forecasting NRK... [2025-09-26T11:12:35.461356] [INFO ] [sig ] Generating forecast for: NRK [2025-09-26T11:12:35.461426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-09-26T11:12:35.471955] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRK'. [2025-09-26T11:12:35.472329] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-09-26T11:12:35.499167] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:35.500253] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-09-26T11:12:35.500332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:35.500431] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:35.500501] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:35.500637] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:35.519372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:35.520073] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:35.520181] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:35.520265] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:35.555360] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:35.555514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:35.555557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:35.555591] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:35.559146] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: UP (p=90.44%) [2025-09-26T11:12:35.559437] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-09-26T11:12:35.559575] [INFO ] [sig ] NRK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:35.710550] [INFO ] [LOCAL ] Saved forecast: NRK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NRK.txt [2025-09-26T11:12:35.711270] [INFO ] [sig ] [1283/2043] Completed NRK in 0.2s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:35.711357] [INFO ] [sig ] [1284/2043] Forecasting NRP... [2025-09-26T11:12:35.711428] [INFO ] [sig ] Generating forecast for: NRP [2025-09-26T11:12:35.711499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-09-26T11:12:35.721996] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRP'. [2025-09-26T11:12:35.722380] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-09-26T11:12:35.749367] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:35.750298] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-09-26T11:12:35.750378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:35.750451] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:35.750519] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:35.750616] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:35.769574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:35.770498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:35.770619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:35.770730] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:35.808831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:35.809022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:35.809072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:35.809106] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:35.812834] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=6.00%) [2025-09-26T11:12:35.813135] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-09-26T11:12:35.813289] [INFO ] [sig ] NRP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:35.965226] [INFO ] [LOCAL ] Saved forecast: NRP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NRP.txt [2025-09-26T11:12:35.965548] [INFO ] [sig ] [1284/2043] Completed NRP in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:35.965632] [INFO ] [sig ] [1285/2043] Forecasting NRT... [2025-09-26T11:12:35.965748] [INFO ] [sig ] Generating forecast for: NRT [2025-09-26T11:12:35.965823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'. [2025-09-26T11:12:35.977207] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRT'. [2025-09-26T11:12:35.977727] [INFO ] [FORECASTER] Starting predict_future for NRT [2025-09-26T11:12:36.004548] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:36.005562] [DEBUG] [LOCAL ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt [2025-09-26T11:12:36.005668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:36.005754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:36.005825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:36.005925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:36.025920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:36.026609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:36.026739] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:36.026836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:36.063620] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:36.063840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:36.063891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:36.063927] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:36.067681] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=22.13%) [2025-09-26T11:12:36.067996] [INFO ] [FORECASTER] Completed predict_future for NRT [2025-09-26T11:12:36.068151] [INFO ] [sig ] NRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:36.233395] [INFO ] [LOCAL ] Saved forecast: NRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NRT.txt [2025-09-26T11:12:36.234002] [INFO ] [sig ] [1285/2043] Completed NRT in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:36.234115] [INFO ] [sig ] [1286/2043] Forecasting NRUC... [2025-09-26T11:12:36.234186] [INFO ] [sig ] Generating forecast for: NRUC [2025-09-26T11:12:36.234259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'. [2025-09-26T11:12:36.245483] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NRUC'. [2025-09-26T11:12:36.246005] [INFO ] [FORECASTER] Starting predict_future for NRUC [2025-09-26T11:12:36.273568] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:36.274518] [DEBUG] [LOCAL ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt [2025-09-26T11:12:36.274598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:36.274694] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:36.274763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:36.274865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:36.294145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:36.295158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:36.295461] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:36.295551] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:36.332058] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:36.332264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:36.332322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:36.332357] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:36.336278] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: DOWN (p=1.92%) [2025-09-26T11:12:36.336578] [INFO ] [FORECASTER] Completed predict_future for NRUC [2025-09-26T11:12:36.336776] [INFO ] [sig ] NRUC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:36.487629] [INFO ] [LOCAL ] Saved forecast: NRUC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NRUC.txt [2025-09-26T11:12:36.487952] [INFO ] [sig ] [1286/2043] Completed NRUC in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:36.488033] [INFO ] [sig ] [1287/2043] Forecasting NSA... [2025-09-26T11:12:36.488106] [INFO ] [sig ] Generating forecast for: NSA [2025-09-26T11:12:36.488179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'. [2025-09-26T11:12:36.499844] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NSA'. [2025-09-26T11:12:36.500220] [INFO ] [FORECASTER] Starting predict_future for NSA [2025-09-26T11:12:36.526751] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:36.527733] [DEBUG] [LOCAL ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt [2025-09-26T11:12:36.527815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:36.527888] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:36.527957] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:36.528057] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:36.546432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:36.547332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:36.547459] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:36.547529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:36.576144] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:36.576304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:36.576348] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:36.576383] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:36.580047] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: UP (p=67.39%) [2025-09-26T11:12:36.580343] [INFO ] [FORECASTER] Completed predict_future for NSA [2025-09-26T11:12:36.580481] [INFO ] [sig ] NSA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:36.729165] [INFO ] [LOCAL ] Saved forecast: NSA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NSA.txt [2025-09-26T11:12:36.729419] [INFO ] [sig ] [1287/2043] Completed NSA in 0.2s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:36.729497] [INFO ] [sig ] [1288/2043] Forecasting NSP... [2025-09-26T11:12:36.729567] [INFO ] [sig ] Generating forecast for: NSP [2025-09-26T11:12:36.729636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-09-26T11:12:36.740349] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NSP'. [2025-09-26T11:12:36.740792] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-09-26T11:12:36.767956] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:36.768980] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-09-26T11:12:36.769059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:36.769146] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:36.769227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:36.769343] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:36.788188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:36.788901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:36.789008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:36.789092] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:36.817974] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:36.818117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:36.818161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:36.818196] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:36.821841] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=76.09%) [2025-09-26T11:12:36.822140] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-09-26T11:12:36.822278] [INFO ] [sig ] NSP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:36.976399] [INFO ] [LOCAL ] Saved forecast: NSP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NSP.txt [2025-09-26T11:12:36.976782] [INFO ] [sig ] [1288/2043] Completed NSP in 0.2s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:36.976918] [INFO ] [sig ] [1289/2043] Forecasting NTB... [2025-09-26T11:12:36.977000] [INFO ] [sig ] Generating forecast for: NTB [2025-09-26T11:12:36.977083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-09-26T11:12:36.988057] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NTB'. [2025-09-26T11:12:36.988515] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-09-26T11:12:37.015862] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:37.016833] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-09-26T11:12:37.016919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:37.016990] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:37.017035] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:37.017129] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:37.036281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:37.037316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:37.037440] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:37.037512] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:37.065286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:37.065468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:37.065524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:37.065560] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:37.069870] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=32.32%) [2025-09-26T11:12:37.070188] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-09-26T11:12:37.070332] [INFO ] [sig ] NTB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:37.225957] [INFO ] [LOCAL ] Saved forecast: NTB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NTB.txt [2025-09-26T11:12:37.226257] [INFO ] [sig ] [1289/2043] Completed NTB in 0.2s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:37.226338] [INFO ] [sig ] [1290/2043] Forecasting NTR... [2025-09-26T11:12:37.226413] [INFO ] [sig ] Generating forecast for: NTR [2025-09-26T11:12:37.226492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'. [2025-09-26T11:12:37.237257] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NTR'. [2025-09-26T11:12:37.237668] [INFO ] [FORECASTER] Starting predict_future for NTR [2025-09-26T11:12:37.264477] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:37.265419] [DEBUG] [LOCAL ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt [2025-09-26T11:12:37.265500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:37.265593] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:37.265698] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:37.265810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:37.284835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:37.285502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:37.285615] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:37.285718] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:37.316036] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:37.316210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:37.316257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:37.316293] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:37.320349] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: DOWN (p=42.48%) [2025-09-26T11:12:37.320692] [INFO ] [FORECASTER] Completed predict_future for NTR [2025-09-26T11:12:37.320854] [INFO ] [sig ] NTR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:37.481488] [INFO ] [LOCAL ] Saved forecast: NTR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NTR.txt [2025-09-26T11:12:37.481812] [INFO ] [sig ] [1290/2043] Completed NTR in 0.3s | 3.74 sym/s | Total: 5.7m | ETA: 3.4m [2025-09-26T11:12:37.481893] [INFO ] [sig ] [1291/2043] Forecasting NTST... [2025-09-26T11:12:37.481973] [INFO ] [sig ] Generating forecast for: NTST [2025-09-26T11:12:37.482055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'. [2025-09-26T11:12:37.492441] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NTST'. [2025-09-26T11:12:37.492850] [INFO ] [FORECASTER] Starting predict_future for NTST [2025-09-26T11:12:37.523098] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:37.524121] [DEBUG] [LOCAL ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt [2025-09-26T11:12:37.524203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:37.524286] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:37.524367] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:37.524490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:37.543042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:37.544040] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:37.544168] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:37.544250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:37.577286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:37.577486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:37.577535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:37.577570] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:37.581770] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: UP (p=70.13%) [2025-09-26T11:12:37.582155] [INFO ] [FORECASTER] Completed predict_future for NTST [2025-09-26T11:12:37.582311] [INFO ] [sig ] NTST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:37.739503] [INFO ] [LOCAL ] Saved forecast: NTST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NTST.txt [2025-09-26T11:12:37.739812] [INFO ] [sig ] [1291/2043] Completed NTST in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.4m [2025-09-26T11:12:37.739910] [INFO ] [sig ] [1292/2043] Forecasting NU... [2025-09-26T11:12:37.739991] [INFO ] [sig ] Generating forecast for: NU [2025-09-26T11:12:37.740075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'. [2025-09-26T11:12:37.751186] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NU'. [2025-09-26T11:12:37.751609] [INFO ] [FORECASTER] Starting predict_future for NU [2025-09-26T11:12:37.778154] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:37.779111] [DEBUG] [LOCAL ] No optimal features file found for NU: ./output/feature-sets/NU.txt [2025-09-26T11:12:37.779190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:37.779275] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:37.779357] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:37.779477] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:37.797772] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:37.798513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:37.798623] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:37.798728] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:37.837463] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:37.837673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:37.837749] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:37.837788] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:37.841510] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: UP (p=58.44%) [2025-09-26T11:12:37.841971] [INFO ] [FORECASTER] Completed predict_future for NU [2025-09-26T11:12:37.842192] [INFO ] [sig ] NU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:37.999588] [INFO ] [LOCAL ] Saved forecast: NU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NU.txt [2025-09-26T11:12:37.999952] [INFO ] [sig ] [1292/2043] Completed NU in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:38.000035] [INFO ] [sig ] [1293/2043] Forecasting NUS... [2025-09-26T11:12:38.000144] [INFO ] [sig ] Generating forecast for: NUS [2025-09-26T11:12:38.000220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-09-26T11:12:38.013245] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUS'. [2025-09-26T11:12:38.013760] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-09-26T11:12:38.040152] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:38.041152] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-09-26T11:12:38.041240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:38.041346] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:38.041446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:38.041601] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:38.059624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:38.060465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:38.060599] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:38.060714] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:38.099410] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:38.099588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:38.099636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:38.099720] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:38.103554] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=2.42%) [2025-09-26T11:12:38.103965] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-09-26T11:12:38.104131] [INFO ] [sig ] NUS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:38.256062] [INFO ] [LOCAL ] Saved forecast: NUS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NUS.txt [2025-09-26T11:12:38.256449] [INFO ] [sig ] [1293/2043] Completed NUS in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:38.256545] [INFO ] [sig ] [1294/2043] Forecasting NUV... [2025-09-26T11:12:38.256614] [INFO ] [sig ] Generating forecast for: NUV [2025-09-26T11:12:38.256705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'. [2025-09-26T11:12:38.268383] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUV'. [2025-09-26T11:12:38.268827] [INFO ] [FORECASTER] Starting predict_future for NUV [2025-09-26T11:12:38.295355] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:38.296268] [DEBUG] [LOCAL ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt [2025-09-26T11:12:38.296348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:38.296421] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:38.296489] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:38.296587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:38.314382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:38.315023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:38.315223] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:38.315297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:38.352709] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:38.352863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:38.352908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:38.352946] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:38.356601] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=53.97%) [2025-09-26T11:12:38.356982] [INFO ] [FORECASTER] Completed predict_future for NUV [2025-09-26T11:12:38.357147] [INFO ] [sig ] NUV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:38.513241] [INFO ] [LOCAL ] Saved forecast: NUV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NUV.txt [2025-09-26T11:12:38.513517] [INFO ] [sig ] [1294/2043] Completed NUV in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:38.513596] [INFO ] [sig ] [1295/2043] Forecasting NUVB... [2025-09-26T11:12:38.513690] [INFO ] [sig ] Generating forecast for: NUVB [2025-09-26T11:12:38.513763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-09-26T11:12:38.524713] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUVB'. [2025-09-26T11:12:38.525096] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-09-26T11:12:38.552097] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:38.553030] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-09-26T11:12:38.553110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:38.553183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:38.553251] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:38.553352] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:38.572878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:38.573550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:38.573725] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:38.573801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:38.612872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:38.613030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:38.613075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:38.613108] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:38.616780] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=77.89%) [2025-09-26T11:12:38.617208] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-09-26T11:12:38.617358] [INFO ] [sig ] NUVB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:38.769750] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NUVB.txt [2025-09-26T11:12:38.770059] [INFO ] [sig ] [1295/2043] Completed NUVB in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:38.770141] [INFO ] [sig ] [1296/2043] Forecasting NUW... [2025-09-26T11:12:38.770212] [INFO ] [sig ] Generating forecast for: NUW [2025-09-26T11:12:38.770286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'. [2025-09-26T11:12:38.780892] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NUW'. [2025-09-26T11:12:38.781263] [INFO ] [FORECASTER] Starting predict_future for NUW [2025-09-26T11:12:38.807995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:38.808965] [DEBUG] [LOCAL ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt [2025-09-26T11:12:38.809047] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:38.809121] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:38.809191] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:38.809290] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:38.828383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:38.829344] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:38.829465] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:38.829536] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:38.869743] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:38.869942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:38.869993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:38.870051] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:38.873870] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: UP (p=85.24%) [2025-09-26T11:12:38.874172] [INFO ] [FORECASTER] Completed predict_future for NUW [2025-09-26T11:12:38.874324] [INFO ] [sig ] NUW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:39.038734] [INFO ] [LOCAL ] Saved forecast: NUW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NUW.txt [2025-09-26T11:12:39.039037] [INFO ] [sig ] [1296/2043] Completed NUW in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:39.039207] [INFO ] [sig ] [1297/2043] Forecasting NVG... [2025-09-26T11:12:39.039287] [INFO ] [sig ] Generating forecast for: NVG [2025-09-26T11:12:39.039392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-09-26T11:12:39.051457] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NVG'. [2025-09-26T11:12:39.051959] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-09-26T11:12:39.080219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:39.081211] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-09-26T11:12:39.081299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:39.081397] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:39.081471] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:39.081591] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:39.101497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:39.102576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:39.102749] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:39.102836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:39.141635] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:39.141973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:39.142064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:39.142127] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:39.147834] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=59.52%) [2025-09-26T11:12:39.148233] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-09-26T11:12:39.148426] [INFO ] [sig ] NVG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:39.305682] [INFO ] [LOCAL ] Saved forecast: NVG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NVG.txt [2025-09-26T11:12:39.306003] [INFO ] [sig ] [1297/2043] Completed NVG in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:39.306107] [INFO ] [sig ] [1298/2043] Forecasting NVGS... [2025-09-26T11:12:39.306205] [INFO ] [sig ] Generating forecast for: NVGS [2025-09-26T11:12:39.306304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-09-26T11:12:39.320720] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'NVGS'. [2025-09-26T11:12:39.321191] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-09-26T11:12:39.349326] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:39.350254] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-09-26T11:12:39.350334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:39.350405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:39.350486] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:39.350691] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:39.369229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:39.369996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:39.370107] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:39.370191] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:39.417422] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:39.417631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:39.417737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:39.417790] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:39.422117] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=10.83%) [2025-09-26T11:12:39.422483] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-09-26T11:12:39.422718] [INFO ] [sig ] NVGS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:39.577410] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NVGS.txt [2025-09-26T11:12:39.577743] [INFO ] [sig ] [1298/2043] Completed NVGS in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:39.577846] [INFO ] [sig ] [1299/2043] Forecasting NVO... [2025-09-26T11:12:39.577929] [INFO ] [sig ] Generating forecast for: NVO [2025-09-26T11:12:39.578015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-09-26T11:12:39.589781] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NVO'. [2025-09-26T11:12:39.590285] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-09-26T11:12:39.618400] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:39.619402] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-09-26T11:12:39.619488] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:39.619562] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:39.619632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:39.619756] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:39.639425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:39.640323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:39.640444] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:39.640517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:39.679957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:39.680119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:39.680164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:39.680197] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:39.683730] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: DOWN (p=38.94%) [2025-09-26T11:12:39.684023] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-09-26T11:12:39.684166] [INFO ] [sig ] NVO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:39.838256] [INFO ] [LOCAL ] Saved forecast: NVO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NVO.txt [2025-09-26T11:12:39.838575] [INFO ] [sig ] [1299/2043] Completed NVO in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:39.838683] [INFO ] [sig ] [1300/2043] Forecasting NVR... [2025-09-26T11:12:39.838756] [INFO ] [sig ] Generating forecast for: NVR [2025-09-26T11:12:39.838828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'. [2025-09-26T11:12:39.849835] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'NVR'. [2025-09-26T11:12:39.850323] [INFO ] [FORECASTER] Starting predict_future for NVR [2025-09-26T11:12:39.878357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:39.879435] [DEBUG] [LOCAL ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt [2025-09-26T11:12:39.879520] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:39.879603] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:39.879707] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:39.879823] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:39.901115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:39.902177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:39.902336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:39.902429] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:39.940547] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:39.940739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:39.940799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:39.940835] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:39.944400] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: DOWN (p=25.95%) [2025-09-26T11:12:39.944744] [INFO ] [FORECASTER] Completed predict_future for NVR [2025-09-26T11:12:39.944906] [INFO ] [sig ] NVR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:40.096753] [INFO ] [LOCAL ] Saved forecast: NVR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NVR.txt [2025-09-26T11:12:40.097077] [INFO ] [sig ] [1300/2043] Completed NVR in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:40.097158] [INFO ] [sig ] [1301/2043] Forecasting NVRI... [2025-09-26T11:12:40.097229] [INFO ] [sig ] Generating forecast for: NVRI [2025-09-26T11:12:40.097302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-09-26T11:12:40.108118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NVRI'. [2025-09-26T11:12:40.108528] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-09-26T11:12:40.135747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:40.136616] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-09-26T11:12:40.136727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:40.136832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:40.136904] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:40.137025] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:40.155665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:40.156582] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:40.156737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:40.156848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:40.191724] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:40.191927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:40.191978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:40.192015] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:40.195948] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=99.61%) [2025-09-26T11:12:40.196273] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-09-26T11:12:40.196426] [INFO ] [sig ] NVRI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:40.355268] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NVRI.txt [2025-09-26T11:12:40.355586] [INFO ] [sig ] [1301/2043] Completed NVRI in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:40.355691] [INFO ] [sig ] [1302/2043] Forecasting NVS... [2025-09-26T11:12:40.355762] [INFO ] [sig ] Generating forecast for: NVS [2025-09-26T11:12:40.355838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-09-26T11:12:40.368170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NVS'. [2025-09-26T11:12:40.368761] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-09-26T11:12:40.396108] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:40.397134] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-09-26T11:12:40.397215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:40.397302] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:40.397383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:40.397508] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:40.416253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:40.417176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:40.417291] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:40.417372] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:40.456694] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:40.456975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:40.457035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:40.457070] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:40.460848] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=93.05%) [2025-09-26T11:12:40.461176] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-09-26T11:12:40.461338] [INFO ] [sig ] NVS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:40.622336] [INFO ] [LOCAL ] Saved forecast: NVS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NVS.txt [2025-09-26T11:12:40.622705] [INFO ] [sig ] [1302/2043] Completed NVS in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:40.622794] [INFO ] [sig ] [1303/2043] Forecasting NVST... [2025-09-26T11:12:40.622941] [INFO ] [sig ] Generating forecast for: NVST [2025-09-26T11:12:40.623013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'. [2025-09-26T11:12:40.635240] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NVST'. [2025-09-26T11:12:40.635761] [INFO ] [FORECASTER] Starting predict_future for NVST [2025-09-26T11:12:40.665841] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:40.667016] [DEBUG] [LOCAL ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt [2025-09-26T11:12:40.667117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:40.667207] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:40.667294] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:40.667423] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:40.686426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:40.687587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:40.687748] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:40.687838] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:40.721114] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:40.721330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:40.721382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:40.721420] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:40.725811] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=76.74%) [2025-09-26T11:12:40.726184] [INFO ] [FORECASTER] Completed predict_future for NVST [2025-09-26T11:12:40.726343] [INFO ] [sig ] NVST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:40.888199] [INFO ] [LOCAL ] Saved forecast: NVST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NVST.txt [2025-09-26T11:12:40.888503] [INFO ] [sig ] [1303/2043] Completed NVST in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:40.888582] [INFO ] [sig ] [1304/2043] Forecasting NVT... [2025-09-26T11:12:40.888679] [INFO ] [sig ] Generating forecast for: NVT [2025-09-26T11:12:40.888750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'. [2025-09-26T11:12:40.899196] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NVT'. [2025-09-26T11:12:40.899760] [INFO ] [FORECASTER] Starting predict_future for NVT [2025-09-26T11:12:40.926741] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:40.927625] [DEBUG] [LOCAL ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt [2025-09-26T11:12:40.927738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:40.927811] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:40.927893] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:40.927992] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:40.947291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:40.948209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:40.948324] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:40.948393] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:40.979027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:40.979222] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:40.979271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:40.979308] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:40.983435] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: DOWN (p=32.14%) [2025-09-26T11:12:40.983873] [INFO ] [FORECASTER] Completed predict_future for NVT [2025-09-26T11:12:40.984040] [INFO ] [sig ] NVT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:41.143225] [INFO ] [LOCAL ] Saved forecast: NVT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NVT.txt [2025-09-26T11:12:41.143523] [INFO ] [sig ] [1304/2043] Completed NVT in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:41.143603] [INFO ] [sig ] [1305/2043] Forecasting NWG... [2025-09-26T11:12:41.143696] [INFO ] [sig ] Generating forecast for: NWG [2025-09-26T11:12:41.143769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-09-26T11:12:41.154879] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NWG'. [2025-09-26T11:12:41.155388] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-09-26T11:12:41.183173] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:41.184176] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-09-26T11:12:41.184273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:41.184367] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:41.184459] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:41.184596] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:41.203578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:41.204550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:41.204714] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:41.204804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:41.242437] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:41.242678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:41.242760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:41.242802] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:41.247227] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=36.39%) [2025-09-26T11:12:41.247602] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-09-26T11:12:41.247826] [INFO ] [sig ] NWG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:41.407316] [INFO ] [LOCAL ] Saved forecast: NWG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NWG.txt [2025-09-26T11:12:41.407663] [INFO ] [sig ] [1305/2043] Completed NWG in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:41.407763] [INFO ] [sig ] [1306/2043] Forecasting NWN... [2025-09-26T11:12:41.407855] [INFO ] [sig ] Generating forecast for: NWN [2025-09-26T11:12:41.407941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'. [2025-09-26T11:12:41.421561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NWN'. [2025-09-26T11:12:41.422098] [INFO ] [FORECASTER] Starting predict_future for NWN [2025-09-26T11:12:41.450544] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:41.451414] [DEBUG] [LOCAL ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt [2025-09-26T11:12:41.451494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:41.451566] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:41.451635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:41.451762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:41.471981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:41.472871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:41.472987] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:41.473058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:41.510115] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:41.510294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:41.510342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:41.510377] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:41.514303] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: UP (p=97.62%) [2025-09-26T11:12:41.514614] [INFO ] [FORECASTER] Completed predict_future for NWN [2025-09-26T11:12:41.514804] [INFO ] [sig ] NWN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:41.678841] [INFO ] [LOCAL ] Saved forecast: NWN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NWN.txt [2025-09-26T11:12:41.679174] [INFO ] [sig ] [1306/2043] Completed NWN in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:41.679253] [INFO ] [sig ] [1307/2043] Forecasting NX... [2025-09-26T11:12:41.679323] [INFO ] [sig ] Generating forecast for: NX [2025-09-26T11:12:41.679394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-09-26T11:12:41.690802] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NX'. [2025-09-26T11:12:41.691230] [INFO ] [FORECASTER] Starting predict_future for NX [2025-09-26T11:12:41.718631] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:41.719561] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-09-26T11:12:41.719666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:41.719742] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:41.719811] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:41.719908] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:41.738749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:41.739583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:41.739725] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:41.739796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:41.775812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:41.776007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:41.776054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:41.776089] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:41.779812] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: DOWN (p=32.70%) [2025-09-26T11:12:41.780103] [INFO ] [FORECASTER] Completed predict_future for NX [2025-09-26T11:12:41.780247] [INFO ] [sig ] NX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:41.933838] [INFO ] [LOCAL ] Saved forecast: NX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NX.txt [2025-09-26T11:12:41.934127] [INFO ] [sig ] [1307/2043] Completed NX in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:41.934208] [INFO ] [sig ] [1308/2043] Forecasting NXC... [2025-09-26T11:12:41.934279] [INFO ] [sig ] Generating forecast for: NXC [2025-09-26T11:12:41.934353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-09-26T11:12:41.945583] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXC'. [2025-09-26T11:12:41.946034] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-09-26T11:12:41.973291] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:41.974257] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-09-26T11:12:41.974353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:41.974459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:41.974559] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:41.974738] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:42.000365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:42.001135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:42.001251] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:42.001329] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:42.033130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:42.033294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:42.033339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:42.033374] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:42.037139] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=8.25%) [2025-09-26T11:12:42.037436] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-09-26T11:12:42.037581] [INFO ] [sig ] NXC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:42.184766] [INFO ] [LOCAL ] Saved forecast: NXC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NXC.txt [2025-09-26T11:12:42.185149] [INFO ] [sig ] [1308/2043] Completed NXC in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:42.185232] [INFO ] [sig ] [1309/2043] Forecasting NXDT... [2025-09-26T11:12:42.185301] [INFO ] [sig ] Generating forecast for: NXDT [2025-09-26T11:12:42.185370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'. [2025-09-26T11:12:42.196167] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXDT'. [2025-09-26T11:12:42.196664] [INFO ] [FORECASTER] Starting predict_future for NXDT [2025-09-26T11:12:42.223900] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:42.224844] [DEBUG] [LOCAL ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt [2025-09-26T11:12:42.224925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:42.224999] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:42.225070] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:42.225177] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:42.243480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:42.244384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:42.244498] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:42.244565] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:42.275948] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:42.276128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:42.276192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:42.276229] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:42.279849] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=3.74%) [2025-09-26T11:12:42.280138] [INFO ] [FORECASTER] Completed predict_future for NXDT [2025-09-26T11:12:42.280278] [INFO ] [sig ] NXDT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:42.427097] [INFO ] [LOCAL ] Saved forecast: NXDT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NXDT.txt [2025-09-26T11:12:42.427383] [INFO ] [sig ] [1309/2043] Completed NXDT in 0.2s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:42.427459] [INFO ] [sig ] [1310/2043] Forecasting NXE... [2025-09-26T11:12:42.427528] [INFO ] [sig ] Generating forecast for: NXE [2025-09-26T11:12:42.427597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-09-26T11:12:42.437533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXE'. [2025-09-26T11:12:42.437887] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-09-26T11:12:42.463592] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:42.464445] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-09-26T11:12:42.464524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:42.464594] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:42.464685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:42.464782] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:42.482219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:42.482833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:42.482938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:42.483004] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:42.514922] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:42.515051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:42.515093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:42.515126] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:42.518558] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=74.90%) [2025-09-26T11:12:42.518903] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-09-26T11:12:42.519063] [INFO ] [sig ] NXE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:42.676276] [INFO ] [LOCAL ] Saved forecast: NXE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NXE.txt [2025-09-26T11:12:42.676585] [INFO ] [sig ] [1310/2043] Completed NXE in 0.2s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:42.676689] [INFO ] [sig ] [1311/2043] Forecasting NXG... [2025-09-26T11:12:42.676759] [INFO ] [sig ] Generating forecast for: NXG [2025-09-26T11:12:42.676859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-09-26T11:12:42.687536] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXG'. [2025-09-26T11:12:42.687938] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-09-26T11:12:42.715049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:42.716208] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-09-26T11:12:42.716297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:42.716374] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:42.716458] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:42.716556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:42.735919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:42.736748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:42.736903] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:42.736975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:42.767021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:42.767216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:42.767267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:42.767302] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:42.771038] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=4.64%) [2025-09-26T11:12:42.771333] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-09-26T11:12:42.771472] [INFO ] [sig ] NXG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:42.929255] [INFO ] [LOCAL ] Saved forecast: NXG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NXG.txt [2025-09-26T11:12:42.929577] [INFO ] [sig ] [1311/2043] Completed NXG in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:42.929680] [INFO ] [sig ] [1312/2043] Forecasting NXJ... [2025-09-26T11:12:42.929749] [INFO ] [sig ] Generating forecast for: NXJ [2025-09-26T11:12:42.929817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'. [2025-09-26T11:12:42.940413] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXJ'. [2025-09-26T11:12:42.940852] [INFO ] [FORECASTER] Starting predict_future for NXJ [2025-09-26T11:12:42.968887] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:42.970000] [DEBUG] [LOCAL ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt [2025-09-26T11:12:42.970083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:42.970155] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:42.970224] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:42.970321] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:42.988705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:42.989454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:42.989569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:42.989635] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:43.023015] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:43.023211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:43.023279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:43.023340] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:43.027240] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: DOWN (p=40.75%) [2025-09-26T11:12:43.027532] [INFO ] [FORECASTER] Completed predict_future for NXJ [2025-09-26T11:12:43.027701] [INFO ] [sig ] NXJ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:43.189848] [INFO ] [LOCAL ] Saved forecast: NXJ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NXJ.txt [2025-09-26T11:12:43.190137] [INFO ] [sig ] [1312/2043] Completed NXJ in 0.3s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:43.190214] [INFO ] [sig ] [1313/2043] Forecasting NXN... [2025-09-26T11:12:43.190284] [INFO ] [sig ] Generating forecast for: NXN [2025-09-26T11:12:43.190364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'. [2025-09-26T11:12:43.199942] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXN'. [2025-09-26T11:12:43.200351] [INFO ] [FORECASTER] Starting predict_future for NXN [2025-09-26T11:12:43.228339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:43.229276] [DEBUG] [LOCAL ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt [2025-09-26T11:12:43.229356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:43.229430] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:43.229500] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:43.229597] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:43.248045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:43.249153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:43.249273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:43.249340] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:43.278020] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:43.278192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:43.278238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:43.278273] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:43.282136] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: DOWN (p=30.08%) [2025-09-26T11:12:43.282441] [INFO ] [FORECASTER] Completed predict_future for NXN [2025-09-26T11:12:43.282584] [INFO ] [sig ] NXN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:43.434826] [INFO ] [LOCAL ] Saved forecast: NXN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NXN.txt [2025-09-26T11:12:43.435107] [INFO ] [sig ] [1313/2043] Completed NXN in 0.2s | 3.74 sym/s | Total: 5.8m | ETA: 3.3m [2025-09-26T11:12:43.435184] [INFO ] [sig ] [1314/2043] Forecasting NXP... [2025-09-26T11:12:43.435255] [INFO ] [sig ] Generating forecast for: NXP [2025-09-26T11:12:43.435323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-09-26T11:12:43.445776] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXP'. [2025-09-26T11:12:43.446134] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-09-26T11:12:43.472528] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:43.473414] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-09-26T11:12:43.473494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:43.473570] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:43.473670] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:43.473779] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:43.491917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:43.492509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:43.492617] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:43.492735] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:43.520910] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:43.521101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:43.521151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:43.521186] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:43.525159] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=72.29%) [2025-09-26T11:12:43.525458] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-09-26T11:12:43.525604] [INFO ] [sig ] NXP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:43.677996] [INFO ] [LOCAL ] Saved forecast: NXP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NXP.txt [2025-09-26T11:12:43.678305] [INFO ] [sig ] [1314/2043] Completed NXP in 0.2s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:43.678388] [INFO ] [sig ] [1315/2043] Forecasting NXRT... [2025-09-26T11:12:43.678458] [INFO ] [sig ] Generating forecast for: NXRT [2025-09-26T11:12:43.678529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'. [2025-09-26T11:12:43.690721] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NXRT'. [2025-09-26T11:12:43.691201] [INFO ] [FORECASTER] Starting predict_future for NXRT [2025-09-26T11:12:43.719628] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:43.720581] [DEBUG] [LOCAL ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt [2025-09-26T11:12:43.720687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:43.720774] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:43.720857] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:43.720971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:43.741291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:43.742209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:43.742330] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:43.742416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:43.779291] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:43.779531] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:43.779615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:43.779705] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:43.784368] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: UP (p=94.40%) [2025-09-26T11:12:43.784728] [INFO ] [FORECASTER] Completed predict_future for NXRT [2025-09-26T11:12:43.784899] [INFO ] [sig ] NXRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:43.946522] [INFO ] [LOCAL ] Saved forecast: NXRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/NXRT.txt [2025-09-26T11:12:43.946930] [INFO ] [sig ] [1315/2043] Completed NXRT in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:43.947039] [INFO ] [sig ] [1316/2043] Forecasting NYT... [2025-09-26T11:12:43.947138] [INFO ] [sig ] Generating forecast for: NYT [2025-09-26T11:12:43.947242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'. [2025-09-26T11:12:43.959863] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NYT'. [2025-09-26T11:12:43.960325] [INFO ] [FORECASTER] Starting predict_future for NYT [2025-09-26T11:12:43.990772] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:43.991813] [DEBUG] [LOCAL ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt [2025-09-26T11:12:43.991895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:43.991970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:43.992054] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:43.992240] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:44.011493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:44.012353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:44.012466] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:44.012555] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:44.053270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:44.053476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:44.053573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:44.053631] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:44.057838] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: DOWN (p=31.56%) [2025-09-26T11:12:44.058191] [INFO ] [FORECASTER] Completed predict_future for NYT [2025-09-26T11:12:44.058354] [INFO ] [sig ] NYT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:44.215943] [INFO ] [LOCAL ] Saved forecast: NYT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NYT.txt [2025-09-26T11:12:44.216354] [INFO ] [sig ] [1316/2043] Completed NYT in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:44.216463] [INFO ] [sig ] [1317/2043] Forecasting NZF... [2025-09-26T11:12:44.216565] [INFO ] [sig ] Generating forecast for: NZF [2025-09-26T11:12:44.216693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-09-26T11:12:44.229345] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'NZF'. [2025-09-26T11:12:44.229846] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-09-26T11:12:44.257183] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:44.258199] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-09-26T11:12:44.258293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:44.258396] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:44.258488] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:44.258623] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:44.277307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:44.278258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:44.278393] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:44.278485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:44.317297] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:44.317503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:44.317569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:44.317621] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:44.321964] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=45.57%) [2025-09-26T11:12:44.322302] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-09-26T11:12:44.322466] [INFO ] [sig ] NZF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:44.477330] [INFO ] [LOCAL ] Saved forecast: NZF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/NZF.txt [2025-09-26T11:12:44.477667] [INFO ] [sig ] [1317/2043] Completed NZF in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:44.477758] [INFO ] [sig ] [1318/2043] Forecasting OBDC... [2025-09-26T11:12:44.477851] [INFO ] [sig ] Generating forecast for: OBDC [2025-09-26T11:12:44.477929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-09-26T11:12:44.490171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OBDC'. [2025-09-26T11:12:44.490607] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-09-26T11:12:44.518830] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:44.519926] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-09-26T11:12:44.520007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:44.520081] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:44.520150] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:44.520278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:44.540310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:44.541198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:44.541313] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:44.541387] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:44.573774] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:44.573911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:44.573960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:44.573993] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:44.577482] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=86.94%) [2025-09-26T11:12:44.577810] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-09-26T11:12:44.577960] [INFO ] [sig ] OBDC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:44.730167] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OBDC.txt [2025-09-26T11:12:44.730511] [INFO ] [sig ] [1318/2043] Completed OBDC in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:44.730593] [INFO ] [sig ] [1319/2043] Forecasting OBK... [2025-09-26T11:12:44.730694] [INFO ] [sig ] Generating forecast for: OBK [2025-09-26T11:12:44.730770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-09-26T11:12:44.741847] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OBK'. [2025-09-26T11:12:44.742272] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-09-26T11:12:44.769265] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:44.770361] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-09-26T11:12:44.770474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:44.770548] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:44.770617] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:44.770736] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:44.792546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:44.793469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:44.793594] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:44.793700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:44.836269] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:44.836459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:44.836507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:44.836540] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:44.840603] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: DOWN (p=22.58%) [2025-09-26T11:12:44.840937] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-09-26T11:12:44.841097] [INFO ] [sig ] OBK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:44.990497] [INFO ] [LOCAL ] Saved forecast: OBK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OBK.txt [2025-09-26T11:12:44.990805] [INFO ] [sig ] [1319/2043] Completed OBK in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:44.990886] [INFO ] [sig ] [1320/2043] Forecasting OC... [2025-09-26T11:12:44.990953] [INFO ] [sig ] Generating forecast for: OC [2025-09-26T11:12:44.991013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-09-26T11:12:45.001971] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OC'. [2025-09-26T11:12:45.002343] [INFO ] [FORECASTER] Starting predict_future for OC [2025-09-26T11:12:45.028512] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:45.029361] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-09-26T11:12:45.029440] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:45.029511] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:45.029578] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:45.029695] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:45.047516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:45.048180] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:45.048289] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:45.048355] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:45.083573] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:45.083778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:45.083838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:45.083873] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:45.087516] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=98.77%) [2025-09-26T11:12:45.087870] [INFO ] [FORECASTER] Completed predict_future for OC [2025-09-26T11:12:45.088025] [INFO ] [sig ] OC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:45.233280] [INFO ] [LOCAL ] Saved forecast: OC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OC.txt [2025-09-26T11:12:45.233604] [INFO ] [sig ] [1320/2043] Completed OC in 0.2s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:45.233703] [INFO ] [sig ] [1321/2043] Forecasting OCFT... [2025-09-26T11:12:45.233773] [INFO ] [sig ] Generating forecast for: OCFT [2025-09-26T11:12:45.233845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'. [2025-09-26T11:12:45.243919] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OCFT'. [2025-09-26T11:12:45.244317] [INFO ] [FORECASTER] Starting predict_future for OCFT [2025-09-26T11:12:45.272231] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:45.273244] [DEBUG] [LOCAL ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt [2025-09-26T11:12:45.273331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:45.273412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:45.273482] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:45.273580] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:45.292547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:45.293377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:45.293508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:45.293582] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:45.328870] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:45.329025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:45.329070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:45.329105] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:45.332713] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: UP (p=85.39%) [2025-09-26T11:12:45.333010] [INFO ] [FORECASTER] Completed predict_future for OCFT [2025-09-26T11:12:45.333153] [INFO ] [sig ] OCFT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:45.484472] [INFO ] [LOCAL ] Saved forecast: OCFT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OCFT.txt [2025-09-26T11:12:45.484811] [INFO ] [sig ] [1321/2043] Completed OCFT in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:45.484891] [INFO ] [sig ] [1322/2043] Forecasting ODC... [2025-09-26T11:12:45.484937] [INFO ] [sig ] Generating forecast for: ODC [2025-09-26T11:12:45.484983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-09-26T11:12:45.495900] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ODC'. [2025-09-26T11:12:45.496377] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-09-26T11:12:45.523997] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:45.524923] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-09-26T11:12:45.525004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:45.525080] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:45.525149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:45.525250] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:45.546436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:45.547506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:45.547634] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:45.547737] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:45.595464] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:45.595752] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:45.595828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:45.595867] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:45.599897] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: DOWN (p=11.27%) [2025-09-26T11:12:45.600252] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-09-26T11:12:45.600407] [INFO ] [sig ] ODC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:45.771445] [INFO ] [LOCAL ] Saved forecast: ODC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ODC.txt [2025-09-26T11:12:45.771805] [INFO ] [sig ] [1322/2043] Completed ODC in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:45.771886] [INFO ] [sig ] [1323/2043] Forecasting ODV... [2025-09-26T11:12:45.771956] [INFO ] [sig ] Generating forecast for: ODV [2025-09-26T11:12:45.772033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'. [2025-09-26T11:12:45.785143] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ODV'. [2025-09-26T11:12:45.785696] [INFO ] [FORECASTER] Starting predict_future for ODV [2025-09-26T11:12:45.813344] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:45.814355] [DEBUG] [LOCAL ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt [2025-09-26T11:12:45.814438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:45.814511] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:45.814579] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:45.814700] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:45.835437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:45.836371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:45.836491] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:45.836541] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:45.878581] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:45.878817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:45.878872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:45.878922] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:45.883231] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: DOWN (p=26.41%) [2025-09-26T11:12:45.883618] [INFO ] [FORECASTER] Completed predict_future for ODV [2025-09-26T11:12:45.883813] [INFO ] [sig ] ODV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:46.050322] [INFO ] [LOCAL ] Saved forecast: ODV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ODV.txt [2025-09-26T11:12:46.050620] [INFO ] [sig ] [1323/2043] Completed ODV in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:46.050725] [INFO ] [sig ] [1324/2043] Forecasting OEC... [2025-09-26T11:12:46.050795] [INFO ] [sig ] Generating forecast for: OEC [2025-09-26T11:12:46.050846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-09-26T11:12:46.062180] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OEC'. [2025-09-26T11:12:46.062672] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-09-26T11:12:46.090691] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:46.091569] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-09-26T11:12:46.091670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:46.091744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:46.091813] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:46.091912] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:46.110915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:46.111852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:46.111962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:46.112031] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:46.148972] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:46.149158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:46.149208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:46.149243] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:46.152943] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=2.58%) [2025-09-26T11:12:46.153234] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-09-26T11:12:46.153376] [INFO ] [sig ] OEC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:46.313456] [INFO ] [LOCAL ] Saved forecast: OEC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OEC.txt [2025-09-26T11:12:46.313780] [INFO ] [sig ] [1324/2043] Completed OEC in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:46.313860] [INFO ] [sig ] [1325/2043] Forecasting OFG... [2025-09-26T11:12:46.313931] [INFO ] [sig ] Generating forecast for: OFG [2025-09-26T11:12:46.314006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-09-26T11:12:46.327841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OFG'. [2025-09-26T11:12:46.328179] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-09-26T11:12:46.355019] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:46.356168] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-09-26T11:12:46.356249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:46.356509] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:46.356577] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:46.356728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:46.375059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:46.375798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:46.375906] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:46.375975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:46.415188] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:46.415381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:46.415432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:46.415500] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:46.419436] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=0.40%) [2025-09-26T11:12:46.419799] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-09-26T11:12:46.420013] [INFO ] [sig ] OFG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:46.586178] [INFO ] [LOCAL ] Saved forecast: OFG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OFG.txt [2025-09-26T11:12:46.586481] [INFO ] [sig ] [1325/2043] Completed OFG in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:46.586564] [INFO ] [sig ] [1326/2043] Forecasting OGE... [2025-09-26T11:12:46.586635] [INFO ] [sig ] Generating forecast for: OGE [2025-09-26T11:12:46.586751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-09-26T11:12:46.600204] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OGE'. [2025-09-26T11:12:46.600746] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-09-26T11:12:46.629344] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:46.630304] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-09-26T11:12:46.630387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:46.630461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:46.630532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:46.630632] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:46.652595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:46.653501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:46.653619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:46.653725] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:46.693957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:46.694172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:46.694224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:46.694259] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:46.698591] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=32.31%) [2025-09-26T11:12:46.698950] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-09-26T11:12:46.699221] [INFO ] [sig ] OGE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:46.857554] [INFO ] [LOCAL ] Saved forecast: OGE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OGE.txt [2025-09-26T11:12:46.857908] [INFO ] [sig ] [1326/2043] Completed OGE in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:46.857987] [INFO ] [sig ] [1327/2043] Forecasting OGN... [2025-09-26T11:12:46.858058] [INFO ] [sig ] Generating forecast for: OGN [2025-09-26T11:12:46.858131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-09-26T11:12:46.869935] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OGN'. [2025-09-26T11:12:46.870403] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-09-26T11:12:46.898514] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:46.899568] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-09-26T11:12:46.899680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:46.899756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:46.899826] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:46.899927] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:46.919758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:46.920701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:46.920820] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:46.920889] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:46.959083] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:46.959286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:46.959337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:46.959372] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:46.963157] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=17.51%) [2025-09-26T11:12:46.963471] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-09-26T11:12:46.963626] [INFO ] [sig ] OGN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:47.126088] [INFO ] [LOCAL ] Saved forecast: OGN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OGN.txt [2025-09-26T11:12:47.126473] [INFO ] [sig ] [1327/2043] Completed OGN in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:47.126559] [INFO ] [sig ] [1328/2043] Forecasting OGS... [2025-09-26T11:12:47.126630] [INFO ] [sig ] Generating forecast for: OGS [2025-09-26T11:12:47.126728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'. [2025-09-26T11:12:47.139982] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OGS'. [2025-09-26T11:12:47.140474] [INFO ] [FORECASTER] Starting predict_future for OGS [2025-09-26T11:12:47.169035] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:47.169999] [DEBUG] [LOCAL ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt [2025-09-26T11:12:47.170083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:47.170158] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:47.170227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:47.170326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:47.189186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:47.190271] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:47.190391] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:47.190462] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:47.228433] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:47.228613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:47.228695] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:47.228754] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:47.232547] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: UP (p=73.12%) [2025-09-26T11:12:47.232885] [INFO ] [FORECASTER] Completed predict_future for OGS [2025-09-26T11:12:47.233048] [INFO ] [sig ] OGS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:47.389024] [INFO ] [LOCAL ] Saved forecast: OGS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OGS.txt [2025-09-26T11:12:47.389313] [INFO ] [sig ] [1328/2043] Completed OGS in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:47.389399] [INFO ] [sig ] [1329/2043] Forecasting OHI... [2025-09-26T11:12:47.389477] [INFO ] [sig ] Generating forecast for: OHI [2025-09-26T11:12:47.389550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-09-26T11:12:47.400989] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OHI'. [2025-09-26T11:12:47.401370] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-09-26T11:12:47.427947] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:47.428875] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-09-26T11:12:47.428953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:47.429027] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:47.429097] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:47.429219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:47.450609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:47.451426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:47.451538] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:47.451609] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:47.491788] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:47.491981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:47.492035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:47.492072] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:47.495889] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: DOWN (p=2.56%) [2025-09-26T11:12:47.496223] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-09-26T11:12:47.496387] [INFO ] [sig ] OHI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:47.651294] [INFO ] [LOCAL ] Saved forecast: OHI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OHI.txt [2025-09-26T11:12:47.651585] [INFO ] [sig ] [1329/2043] Completed OHI in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:47.651688] [INFO ] [sig ] [1330/2043] Forecasting OI... [2025-09-26T11:12:47.651759] [INFO ] [sig ] Generating forecast for: OI [2025-09-26T11:12:47.651831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-09-26T11:12:47.663287] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OI'. [2025-09-26T11:12:47.663794] [INFO ] [FORECASTER] Starting predict_future for OI [2025-09-26T11:12:47.690883] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:47.691807] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-09-26T11:12:47.691896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:47.691970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:47.692041] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:47.692165] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:47.712279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:47.713154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:47.713279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:47.713353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:47.752633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:47.752864] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:47.752915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:47.752975] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:47.756772] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=76.31%) [2025-09-26T11:12:47.757239] [INFO ] [FORECASTER] Completed predict_future for OI [2025-09-26T11:12:47.757414] [INFO ] [sig ] OI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:47.917516] [INFO ] [LOCAL ] Saved forecast: OI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OI.txt [2025-09-26T11:12:47.917942] [INFO ] [sig ] [1330/2043] Completed OI in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:47.918029] [INFO ] [sig ] [1331/2043] Forecasting OIA... [2025-09-26T11:12:47.918101] [INFO ] [sig ] Generating forecast for: OIA [2025-09-26T11:12:47.918182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-09-26T11:12:47.932605] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OIA'. [2025-09-26T11:12:47.933119] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-09-26T11:12:47.965743] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:47.966804] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-09-26T11:12:47.966910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:47.966985] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:47.967098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:47.967203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:47.988671] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:47.989825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:47.989960] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:47.990046] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:48.036605] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:48.036853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:48.036923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:48.036962] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:48.040988] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=58.37%) [2025-09-26T11:12:48.041308] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-09-26T11:12:48.041471] [INFO ] [sig ] OIA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:48.193007] [INFO ] [LOCAL ] Saved forecast: OIA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OIA.txt [2025-09-26T11:12:48.193288] [INFO ] [sig ] [1331/2043] Completed OIA in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:48.193366] [INFO ] [sig ] [1332/2043] Forecasting OII... [2025-09-26T11:12:48.193435] [INFO ] [sig ] Generating forecast for: OII [2025-09-26T11:12:48.193508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-09-26T11:12:48.205052] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OII'. [2025-09-26T11:12:48.205407] [INFO ] [FORECASTER] Starting predict_future for OII [2025-09-26T11:12:48.231561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:48.232392] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-09-26T11:12:48.232470] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:48.232541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:48.232609] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:48.232734] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:48.251380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:48.252159] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:48.252274] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:48.252343] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:48.290153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:48.290332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:48.290378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:48.290412] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:48.293967] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=1.01%) [2025-09-26T11:12:48.294259] [INFO ] [FORECASTER] Completed predict_future for OII [2025-09-26T11:12:48.294408] [INFO ] [sig ] OII: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:48.451576] [INFO ] [LOCAL ] Saved forecast: OII 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OII.txt [2025-09-26T11:12:48.451907] [INFO ] [sig ] [1332/2043] Completed OII in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:48.451988] [INFO ] [sig ] [1333/2043] Forecasting OIS... [2025-09-26T11:12:48.452058] [INFO ] [sig ] Generating forecast for: OIS [2025-09-26T11:12:48.452131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-09-26T11:12:48.463815] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OIS'. [2025-09-26T11:12:48.464292] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-09-26T11:12:48.490956] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:48.491931] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-09-26T11:12:48.492012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:48.492085] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:48.492156] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:48.492267] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:48.511135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:48.512151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:48.512270] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:48.512343] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:48.551146] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:48.551349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:48.551396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:48.551431] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:48.555292] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=1.69%) [2025-09-26T11:12:48.555693] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-09-26T11:12:48.555884] [INFO ] [sig ] OIS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:48.718606] [INFO ] [LOCAL ] Saved forecast: OIS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OIS.txt [2025-09-26T11:12:48.719215] [INFO ] [sig ] [1333/2043] Completed OIS in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:48.719309] [INFO ] [sig ] [1334/2043] Forecasting OKE... [2025-09-26T11:12:48.719384] [INFO ] [sig ] Generating forecast for: OKE [2025-09-26T11:12:48.719457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-09-26T11:12:48.737796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OKE'. [2025-09-26T11:12:48.738358] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-09-26T11:12:48.766258] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:48.767351] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-09-26T11:12:48.767441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:48.767517] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:48.767589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:48.767716] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:48.786693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:48.787542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:48.787707] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:48.787781] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:48.828094] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:48.828271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:48.828319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:48.828355] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:48.832119] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=99.70%) [2025-09-26T11:12:48.832466] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-09-26T11:12:48.832630] [INFO ] [sig ] OKE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:48.983679] [INFO ] [LOCAL ] Saved forecast: OKE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OKE.txt [2025-09-26T11:12:48.983972] [INFO ] [sig ] [1334/2043] Completed OKE in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:48.984050] [INFO ] [sig ] [1335/2043] Forecasting OLN... [2025-09-26T11:12:48.984120] [INFO ] [sig ] Generating forecast for: OLN [2025-09-26T11:12:48.984190] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-09-26T11:12:48.995676] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OLN'. [2025-09-26T11:12:48.996089] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-09-26T11:12:49.022394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:49.023309] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-09-26T11:12:49.023391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:49.023492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:49.023562] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:49.023685] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:49.042232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:49.042940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:49.043054] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:49.043128] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:49.084803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:49.084970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:49.085018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:49.085053] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:49.089006] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=90.80%) [2025-09-26T11:12:49.089298] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-09-26T11:12:49.089473] [INFO ] [sig ] OLN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:49.236313] [INFO ] [LOCAL ] Saved forecast: OLN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OLN.txt [2025-09-26T11:12:49.236604] [INFO ] [sig ] [1335/2043] Completed OLN in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.2m [2025-09-26T11:12:49.236716] [INFO ] [sig ] [1336/2043] Forecasting OLP... [2025-09-26T11:12:49.236787] [INFO ] [sig ] Generating forecast for: OLP [2025-09-26T11:12:49.236929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-09-26T11:12:49.249149] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OLP'. [2025-09-26T11:12:49.249568] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-09-26T11:12:49.276190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:49.277186] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-09-26T11:12:49.277269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:49.277348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:49.277418] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:49.277518] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:49.296003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:49.296878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:49.296995] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:49.297072] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:49.336639] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:49.336869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:49.336931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:49.336968] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:49.340669] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=91.20%) [2025-09-26T11:12:49.340988] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-09-26T11:12:49.341142] [INFO ] [sig ] OLP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:49.496547] [INFO ] [LOCAL ] Saved forecast: OLP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OLP.txt [2025-09-26T11:12:49.496986] [INFO ] [sig ] [1336/2043] Completed OLP in 0.3s | 3.74 sym/s | Total: 5.9m | ETA: 3.1m [2025-09-26T11:12:49.497087] [INFO ] [sig ] [1337/2043] Forecasting OMC... [2025-09-26T11:12:49.497169] [INFO ] [sig ] Generating forecast for: OMC [2025-09-26T11:12:49.497248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-09-26T11:12:49.512908] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OMC'. [2025-09-26T11:12:49.513420] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-09-26T11:12:49.540295] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:49.541245] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-09-26T11:12:49.541325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:49.541398] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:49.541480] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:49.541587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:49.559618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:49.560275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:49.560385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:49.560458] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:49.598909] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:49.599049] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:49.599092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:49.599125] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:49.602601] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=35.38%) [2025-09-26T11:12:49.602926] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-09-26T11:12:49.603093] [INFO ] [sig ] OMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:49.756450] [INFO ] [LOCAL ] Saved forecast: OMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OMC.txt [2025-09-26T11:12:49.756801] [INFO ] [sig ] [1337/2043] Completed OMC in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:49.756900] [INFO ] [sig ] [1338/2043] Forecasting OMF... [2025-09-26T11:12:49.756972] [INFO ] [sig ] Generating forecast for: OMF [2025-09-26T11:12:49.757043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-09-26T11:12:49.768262] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OMF'. [2025-09-26T11:12:49.768800] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-09-26T11:12:49.795190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:49.796132] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-09-26T11:12:49.796213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:49.796285] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:49.796353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:49.796455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:49.815048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:49.815724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:49.815836] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:49.815908] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:49.853220] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:49.853379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:49.853425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:49.853459] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:49.857138] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=42.94%) [2025-09-26T11:12:49.857465] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-09-26T11:12:49.857617] [INFO ] [sig ] OMF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:50.007224] [INFO ] [LOCAL ] Saved forecast: OMF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OMF.txt [2025-09-26T11:12:50.007506] [INFO ] [sig ] [1338/2043] Completed OMF in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:50.007588] [INFO ] [sig ] [1339/2043] Forecasting OMI... [2025-09-26T11:12:50.007663] [INFO ] [sig ] Generating forecast for: OMI [2025-09-26T11:12:50.007738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-09-26T11:12:50.021143] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OMI'. [2025-09-26T11:12:50.021668] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-09-26T11:12:50.048376] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:50.049344] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-09-26T11:12:50.049425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:50.049499] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:50.049568] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:50.049688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:50.068121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:50.069016] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:50.069133] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:50.069205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:50.112229] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:50.112447] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:50.112506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:50.112550] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:50.116479] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=74.65%) [2025-09-26T11:12:50.116959] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-09-26T11:12:50.117170] [INFO ] [sig ] OMI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:50.274162] [INFO ] [LOCAL ] Saved forecast: OMI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OMI.txt [2025-09-26T11:12:50.274468] [INFO ] [sig ] [1339/2043] Completed OMI in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:50.274585] [INFO ] [sig ] [1340/2043] Forecasting ONIT... [2025-09-26T11:12:50.274695] [INFO ] [sig ] Generating forecast for: ONIT [2025-09-26T11:12:50.274783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'. [2025-09-26T11:12:50.286118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONIT'. [2025-09-26T11:12:50.286690] [INFO ] [FORECASTER] Starting predict_future for ONIT [2025-09-26T11:12:50.314305] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:50.315221] [DEBUG] [LOCAL ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt [2025-09-26T11:12:50.315307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:50.315382] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:50.315451] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:50.315550] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:50.334176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:50.335371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:50.335498] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:50.335569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:50.374940] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:50.375149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:50.375199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:50.375236] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:50.379348] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: DOWN (p=26.76%) [2025-09-26T11:12:50.379829] [INFO ] [FORECASTER] Completed predict_future for ONIT [2025-09-26T11:12:50.380013] [INFO ] [sig ] ONIT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:50.542966] [INFO ] [LOCAL ] Saved forecast: ONIT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ONIT.txt [2025-09-26T11:12:50.543309] [INFO ] [sig ] [1340/2043] Completed ONIT in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:50.543389] [INFO ] [sig ] [1341/2043] Forecasting ONL... [2025-09-26T11:12:50.543460] [INFO ] [sig ] Generating forecast for: ONL [2025-09-26T11:12:50.543532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-09-26T11:12:50.554728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONL'. [2025-09-26T11:12:50.555240] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-09-26T11:12:50.582552] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:50.583497] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-09-26T11:12:50.583579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:50.583679] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:50.583763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:50.583863] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:50.602222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:50.603046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:50.603158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:50.603228] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:50.643580] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:50.643809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:50.643876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:50.643914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:50.647686] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=97.26%) [2025-09-26T11:12:50.647989] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-09-26T11:12:50.648142] [INFO ] [sig ] ONL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:50.940515] [INFO ] [LOCAL ] Saved forecast: ONL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ONL.txt [2025-09-26T11:12:50.940819] [INFO ] [sig ] [1341/2043] Completed ONL in 0.4s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:50.940901] [INFO ] [sig ] [1342/2043] Forecasting ONON... [2025-09-26T11:12:50.940993] [INFO ] [sig ] Generating forecast for: ONON [2025-09-26T11:12:50.941068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-09-26T11:12:50.952680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONON'. [2025-09-26T11:12:50.953186] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-09-26T11:12:50.980363] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:50.981392] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-09-26T11:12:50.981471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:50.981543] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:50.981618] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:50.981766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:51.000426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:51.001426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:51.001549] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:51.001635] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:51.040609] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:51.040812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:51.040866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:51.040903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:51.044531] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=34.40%) [2025-09-26T11:12:51.044860] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-09-26T11:12:51.045021] [INFO ] [sig ] ONON: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:51.196032] [INFO ] [LOCAL ] Saved forecast: ONON 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ONON.txt [2025-09-26T11:12:51.196329] [INFO ] [sig ] [1342/2043] Completed ONON in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:51.196434] [INFO ] [sig ] [1343/2043] Forecasting ONTF... [2025-09-26T11:12:51.196534] [INFO ] [sig ] Generating forecast for: ONTF [2025-09-26T11:12:51.196625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-09-26T11:12:51.208416] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONTF'. [2025-09-26T11:12:51.208881] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-09-26T11:12:51.237705] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:51.238561] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-09-26T11:12:51.238665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:51.238742] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:51.238817] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:51.238922] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:51.258589] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:51.259637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:51.259779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:51.259852] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:51.299961] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:51.300155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:51.300212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:51.300248] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:51.304298] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=76.61%) [2025-09-26T11:12:51.304611] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-09-26T11:12:51.304808] [INFO ] [sig ] ONTF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:51.464571] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ONTF.txt [2025-09-26T11:12:51.464892] [INFO ] [sig ] [1343/2043] Completed ONTF in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:51.464974] [INFO ] [sig ] [1344/2043] Forecasting ONTO... [2025-09-26T11:12:51.465048] [INFO ] [sig ] Generating forecast for: ONTO [2025-09-26T11:12:51.465124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-09-26T11:12:51.477363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ONTO'. [2025-09-26T11:12:51.477877] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-09-26T11:12:51.506344] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:51.507435] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-09-26T11:12:51.507521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:51.507616] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:51.507720] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:51.507898] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:51.527329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:51.528328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:51.528460] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:51.528539] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:51.577485] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:51.577731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:51.577806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:51.577846] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:51.582462] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=5.78%) [2025-09-26T11:12:51.582853] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-09-26T11:12:51.583038] [INFO ] [sig ] ONTO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:51.733499] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ONTO.txt [2025-09-26T11:12:51.733814] [INFO ] [sig ] [1344/2043] Completed ONTO in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:51.733895] [INFO ] [sig ] [1345/2043] Forecasting OOMA... [2025-09-26T11:12:51.733966] [INFO ] [sig ] Generating forecast for: OOMA [2025-09-26T11:12:51.734039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-09-26T11:12:51.745620] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OOMA'. [2025-09-26T11:12:51.746167] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-09-26T11:12:51.774448] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:51.775349] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-09-26T11:12:51.775428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:51.775500] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:51.775568] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:51.775688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:51.793701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:51.794612] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:51.794751] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:51.794821] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:51.830813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:51.831012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:51.831059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:51.831095] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:51.834923] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=44.88%) [2025-09-26T11:12:51.835273] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-09-26T11:12:51.835428] [INFO ] [sig ] OOMA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:51.988619] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OOMA.txt [2025-09-26T11:12:51.988948] [INFO ] [sig ] [1345/2043] Completed OOMA in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:51.989028] [INFO ] [sig ] [1346/2043] Forecasting OPAD... [2025-09-26T11:12:51.989099] [INFO ] [sig ] Generating forecast for: OPAD [2025-09-26T11:12:51.989170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-09-26T11:12:52.000256] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OPAD'. [2025-09-26T11:12:52.000719] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-09-26T11:12:52.028284] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:52.029271] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-09-26T11:12:52.029355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:52.029429] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:52.029500] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:52.029580] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:52.048720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:52.049554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:52.049688] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:52.049762] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:52.091031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:52.091225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:52.091274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:52.091310] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:52.095190] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=90.29%) [2025-09-26T11:12:52.095504] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-09-26T11:12:52.095712] [INFO ] [sig ] OPAD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:52.249391] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OPAD.txt [2025-09-26T11:12:52.249709] [INFO ] [sig ] [1346/2043] Completed OPAD in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:52.249792] [INFO ] [sig ] [1347/2043] Forecasting OPFI... [2025-09-26T11:12:52.249859] [INFO ] [sig ] Generating forecast for: OPFI [2025-09-26T11:12:52.249932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-09-26T11:12:52.260566] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OPFI'. [2025-09-26T11:12:52.260950] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-09-26T11:12:52.288867] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:52.289799] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-09-26T11:12:52.289883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:52.289958] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:52.290004] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:52.290073] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:52.308785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:52.309465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:52.309577] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:52.309672] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:52.347904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:52.348095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:52.348144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:52.348179] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:52.351842] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=12.65%) [2025-09-26T11:12:52.352139] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-09-26T11:12:52.352283] [INFO ] [sig ] OPFI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:52.510678] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OPFI.txt [2025-09-26T11:12:52.510970] [INFO ] [sig ] [1347/2043] Completed OPFI in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:52.511058] [INFO ] [sig ] [1348/2043] Forecasting OPP... [2025-09-26T11:12:52.511128] [INFO ] [sig ] Generating forecast for: OPP [2025-09-26T11:12:52.511201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-09-26T11:12:52.521392] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OPP'. [2025-09-26T11:12:52.521786] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-09-26T11:12:52.549211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:52.550227] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-09-26T11:12:52.550310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:52.550386] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:52.550455] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:52.550555] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:52.569588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:52.570270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:52.570379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:52.570449] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:52.610918] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:52.611098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:52.611145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:52.611180] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:52.614838] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=99.33%) [2025-09-26T11:12:52.615135] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-09-26T11:12:52.615283] [INFO ] [sig ] OPP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:52.763922] [INFO ] [LOCAL ] Saved forecast: OPP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OPP.txt [2025-09-26T11:12:52.764202] [INFO ] [sig ] [1348/2043] Completed OPP in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:52.764284] [INFO ] [sig ] [1349/2043] Forecasting OR... [2025-09-26T11:12:52.764354] [INFO ] [sig ] Generating forecast for: OR [2025-09-26T11:12:52.764409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'. [2025-09-26T11:12:52.775675] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OR'. [2025-09-26T11:12:52.776083] [INFO ] [FORECASTER] Starting predict_future for OR [2025-09-26T11:12:52.802849] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:52.803781] [DEBUG] [LOCAL ] No optimal features file found for OR: ./output/feature-sets/OR.txt [2025-09-26T11:12:52.803863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:52.803939] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:52.804010] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:52.804111] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:52.822493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:52.823150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:52.823260] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:52.823330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:52.863298] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:52.863482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:52.863535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:52.863591] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:52.867575] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: UP (p=78.90%) [2025-09-26T11:12:52.867955] [INFO ] [FORECASTER] Completed predict_future for OR [2025-09-26T11:12:52.868121] [INFO ] [sig ] OR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:53.019770] [INFO ] [LOCAL ] Saved forecast: OR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OR.txt [2025-09-26T11:12:53.020090] [INFO ] [sig ] [1349/2043] Completed OR in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:53.020174] [INFO ] [sig ] [1350/2043] Forecasting ORA... [2025-09-26T11:12:53.020268] [INFO ] [sig ] Generating forecast for: ORA [2025-09-26T11:12:53.020369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-09-26T11:12:53.031635] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ORA'. [2025-09-26T11:12:53.032181] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-09-26T11:12:53.059242] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:53.060318] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-09-26T11:12:53.060401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:53.060475] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:53.060544] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:53.060676] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:53.079465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:53.080310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:53.080422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:53.080492] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:53.118469] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:53.118670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:53.118745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:53.118783] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:53.122481] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=44.43%) [2025-09-26T11:12:53.122884] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-09-26T11:12:53.123066] [INFO ] [sig ] ORA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:53.275209] [INFO ] [LOCAL ] Saved forecast: ORA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ORA.txt [2025-09-26T11:12:53.275498] [INFO ] [sig ] [1350/2043] Completed ORA in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:53.275577] [INFO ] [sig ] [1351/2043] Forecasting ORC... [2025-09-26T11:12:53.275668] [INFO ] [sig ] Generating forecast for: ORC [2025-09-26T11:12:53.275743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-09-26T11:12:53.286424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ORC'. [2025-09-26T11:12:53.286923] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-09-26T11:12:53.313639] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:53.314541] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-09-26T11:12:53.314682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:53.314790] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:53.314889] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:53.315045] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:53.333860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:53.334583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:53.334715] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:53.334784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:53.373541] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:53.373733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:53.373796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:53.373831] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:53.377457] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=67.69%) [2025-09-26T11:12:53.377813] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-09-26T11:12:53.377977] [INFO ] [sig ] ORC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:53.529484] [INFO ] [LOCAL ] Saved forecast: ORC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ORC.txt [2025-09-26T11:12:53.529824] [INFO ] [sig ] [1351/2043] Completed ORC in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:53.529915] [INFO ] [sig ] [1352/2043] Forecasting ORN... [2025-09-26T11:12:53.529983] [INFO ] [sig ] Generating forecast for: ORN [2025-09-26T11:12:53.530054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-09-26T11:12:53.540783] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ORN'. [2025-09-26T11:12:53.541191] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-09-26T11:12:53.569363] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:53.570348] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-09-26T11:12:53.570432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:53.570506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:53.570576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:53.570723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:53.590393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:53.591228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:53.591347] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:53.591416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:53.631025] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:53.631208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:53.631256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:53.631291] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:53.635734] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: UP (p=56.70%) [2025-09-26T11:12:53.636068] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-09-26T11:12:53.636231] [INFO ] [sig ] ORN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:53.790001] [INFO ] [LOCAL ] Saved forecast: ORN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ORN.txt [2025-09-26T11:12:53.790275] [INFO ] [sig ] [1352/2043] Completed ORN in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:53.790353] [INFO ] [sig ] [1353/2043] Forecasting OSCR... [2025-09-26T11:12:53.790422] [INFO ] [sig ] Generating forecast for: OSCR [2025-09-26T11:12:53.790494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'. [2025-09-26T11:12:53.801780] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OSCR'. [2025-09-26T11:12:53.802157] [INFO ] [FORECASTER] Starting predict_future for OSCR [2025-09-26T11:12:53.829157] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:53.830089] [DEBUG] [LOCAL ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt [2025-09-26T11:12:53.830174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:53.830248] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:53.830317] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:53.830417] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:53.849194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:53.849907] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:53.850032] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:53.850103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:53.886384] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:53.886594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:53.886689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:53.886752] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:53.890760] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: DOWN (p=3.90%) [2025-09-26T11:12:53.891091] [INFO ] [FORECASTER] Completed predict_future for OSCR [2025-09-26T11:12:53.891258] [INFO ] [sig ] OSCR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:54.042967] [INFO ] [LOCAL ] Saved forecast: OSCR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OSCR.txt [2025-09-26T11:12:54.043270] [INFO ] [sig ] [1353/2043] Completed OSCR in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:54.043351] [INFO ] [sig ] [1354/2043] Forecasting OTIS... [2025-09-26T11:12:54.043421] [INFO ] [sig ] Generating forecast for: OTIS [2025-09-26T11:12:54.043492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-09-26T11:12:54.054607] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OTIS'. [2025-09-26T11:12:54.055110] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-09-26T11:12:54.082783] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:54.083768] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-09-26T11:12:54.083855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:54.083931] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:54.084003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:54.084106] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:54.102559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:54.103482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:54.103601] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:54.103696] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:54.145981] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:54.146187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:54.146238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:54.146273] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:54.150127] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=88.29%) [2025-09-26T11:12:54.150434] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-09-26T11:12:54.150581] [INFO ] [sig ] OTIS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:54.308432] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OTIS.txt [2025-09-26T11:12:54.308748] [INFO ] [sig ] [1354/2043] Completed OTIS in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:54.308830] [INFO ] [sig ] [1355/2043] Forecasting OUT... [2025-09-26T11:12:54.308907] [INFO ] [sig ] Generating forecast for: OUT [2025-09-26T11:12:54.308979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'. [2025-09-26T11:12:54.320516] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OUT'. [2025-09-26T11:12:54.321103] [INFO ] [FORECASTER] Starting predict_future for OUT [2025-09-26T11:12:54.349219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:54.350225] [DEBUG] [LOCAL ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt [2025-09-26T11:12:54.350305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:54.350378] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:54.350446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:54.350544] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:54.369228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:54.370212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:54.370330] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:54.370400] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:54.408513] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:54.408741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:54.408808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:54.408844] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:54.412543] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: DOWN (p=30.44%) [2025-09-26T11:12:54.412891] [INFO ] [FORECASTER] Completed predict_future for OUT [2025-09-26T11:12:54.413051] [INFO ] [sig ] OUT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:54.564015] [INFO ] [LOCAL ] Saved forecast: OUT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OUT.txt [2025-09-26T11:12:54.564326] [INFO ] [sig ] [1355/2043] Completed OUT in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:54.564411] [INFO ] [sig ] [1356/2043] Forecasting OVV... [2025-09-26T11:12:54.564488] [INFO ] [sig ] Generating forecast for: OVV [2025-09-26T11:12:54.564565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'. [2025-09-26T11:12:54.577279] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OVV'. [2025-09-26T11:12:54.577822] [INFO ] [FORECASTER] Starting predict_future for OVV [2025-09-26T11:12:54.605142] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:54.606121] [DEBUG] [LOCAL ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt [2025-09-26T11:12:54.606209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:54.606297] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:54.606377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:54.606480] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:54.625878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:54.626833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:54.626953] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:54.627025] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:54.667062] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:54.667246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:54.667294] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:54.667328] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:54.671279] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: DOWN (p=46.49%) [2025-09-26T11:12:54.671583] [INFO ] [FORECASTER] Completed predict_future for OVV [2025-09-26T11:12:54.671766] [INFO ] [sig ] OVV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:54.824263] [INFO ] [LOCAL ] Saved forecast: OVV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OVV.txt [2025-09-26T11:12:54.824551] [INFO ] [sig ] [1356/2043] Completed OVV in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:54.824636] [INFO ] [sig ] [1357/2043] Forecasting OWL... [2025-09-26T11:12:54.824730] [INFO ] [sig ] Generating forecast for: OWL [2025-09-26T11:12:54.824806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-09-26T11:12:54.835500] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OWL'. [2025-09-26T11:12:54.835973] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-09-26T11:12:54.863694] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:54.864600] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-09-26T11:12:54.864706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:54.864782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:54.864851] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:54.864952] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:54.883482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:54.884275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:54.884391] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:54.884464] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:54.922097] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:54.922312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:54.922368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:54.922418] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:54.926238] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=80.21%) [2025-09-26T11:12:54.926569] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-09-26T11:12:54.926782] [INFO ] [sig ] OWL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:55.081066] [INFO ] [LOCAL ] Saved forecast: OWL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/OWL.txt [2025-09-26T11:12:55.081379] [INFO ] [sig ] [1357/2043] Completed OWL in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.1m [2025-09-26T11:12:55.081460] [INFO ] [sig ] [1358/2043] Forecasting OWLT... [2025-09-26T11:12:55.081535] [INFO ] [sig ] Generating forecast for: OWLT [2025-09-26T11:12:55.081610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'. [2025-09-26T11:12:55.092515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'OWLT'. [2025-09-26T11:12:55.092926] [INFO ] [FORECASTER] Starting predict_future for OWLT [2025-09-26T11:12:55.119471] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:55.120363] [DEBUG] [LOCAL ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt [2025-09-26T11:12:55.120447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:55.120521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:55.120592] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:55.120728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:55.141189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:55.141917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:55.142026] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:55.142097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:55.182900] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:55.183087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:55.183135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:55.183170] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:55.187142] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=10.77%) [2025-09-26T11:12:55.187507] [INFO ] [FORECASTER] Completed predict_future for OWLT [2025-09-26T11:12:55.187698] [INFO ] [sig ] OWLT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:55.339786] [INFO ] [LOCAL ] Saved forecast: OWLT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/OWLT.txt [2025-09-26T11:12:55.340085] [INFO ] [sig ] [1358/2043] Completed OWLT in 0.3s | 3.74 sym/s | Total: 6.0m | ETA: 3.0m [2025-09-26T11:12:55.340177] [INFO ] [sig ] [1359/2043] Forecasting PAAS... [2025-09-26T11:12:55.340246] [INFO ] [sig ] Generating forecast for: PAAS [2025-09-26T11:12:55.340322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-09-26T11:12:55.351626] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAAS'. [2025-09-26T11:12:55.352105] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-09-26T11:12:55.378950] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:55.379919] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-09-26T11:12:55.380000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:55.380075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:55.380159] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:55.380298] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:55.399108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:55.400055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:55.400169] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:55.400252] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:55.441529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:55.441859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:55.441936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:55.441975] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:55.445750] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=99.67%) [2025-09-26T11:12:55.446072] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-09-26T11:12:55.446224] [INFO ] [sig ] PAAS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:55.611767] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAAS.txt [2025-09-26T11:12:55.612158] [INFO ] [sig ] [1359/2043] Completed PAAS in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:55.612284] [INFO ] [sig ] [1360/2043] Forecasting PAC... [2025-09-26T11:12:55.612386] [INFO ] [sig ] Generating forecast for: PAC [2025-09-26T11:12:55.612490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-09-26T11:12:55.625877] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAC'. [2025-09-26T11:12:55.626439] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-09-26T11:12:55.653796] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:55.654817] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-09-26T11:12:55.654909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:55.654998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:55.655083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:55.655210] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:55.674762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:55.675756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:55.675984] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:55.676063] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:55.715815] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:55.716006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:55.716059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:55.716096] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:55.720195] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=58.85%) [2025-09-26T11:12:55.720504] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-09-26T11:12:55.720683] [INFO ] [sig ] PAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:55.876914] [INFO ] [LOCAL ] Saved forecast: PAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAC.txt [2025-09-26T11:12:55.877253] [INFO ] [sig ] [1360/2043] Completed PAC in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:55.877349] [INFO ] [sig ] [1361/2043] Forecasting PACK... [2025-09-26T11:12:55.877438] [INFO ] [sig ] Generating forecast for: PACK [2025-09-26T11:12:55.877524] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-09-26T11:12:55.888722] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PACK'. [2025-09-26T11:12:55.889174] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-09-26T11:12:55.919716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:55.920815] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-09-26T11:12:55.920921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:55.921012] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:55.921098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:55.921226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:55.942187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:55.943168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:55.943298] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:55.943413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:55.982637] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:55.982876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:55.982927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:55.982964] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:55.987257] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=0.59%) [2025-09-26T11:12:55.987698] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-09-26T11:12:55.987917] [INFO ] [sig ] PACK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:56.154638] [INFO ] [LOCAL ] Saved forecast: PACK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PACK.txt [2025-09-26T11:12:56.155006] [INFO ] [sig ] [1361/2043] Completed PACK in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:56.155114] [INFO ] [sig ] [1362/2043] Forecasting PACS... [2025-09-26T11:12:56.155212] [INFO ] [sig ] Generating forecast for: PACS [2025-09-26T11:12:56.155301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACS' from 'https://tdm.silogroup.org/data/derivative_storage/PACS.csv'. [2025-09-26T11:12:56.166883] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PACS'. [2025-09-26T11:12:56.167353] [INFO ] [FORECASTER] Starting predict_future for PACS [2025-09-26T11:12:56.195997] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:56.197143] [DEBUG] [LOCAL ] No optimal features file found for PACS: ./output/feature-sets/PACS.txt [2025-09-26T11:12:56.197247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:56.197332] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:56.197413] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:56.197524] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:56.217791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:56.218569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:56.218737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:56.218814] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:56.254533] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:56.254747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:56.254811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:56.254848] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:56.258760] [DEBUG] [FORECASTER] PACS: Forecast T+1@11:T+2@11: UP (p=77.03%) [2025-09-26T11:12:56.259082] [INFO ] [FORECASTER] Completed predict_future for PACS [2025-09-26T11:12:56.259230] [INFO ] [sig ] PACS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:56.416869] [INFO ] [LOCAL ] Saved forecast: PACS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PACS.txt [2025-09-26T11:12:56.417165] [INFO ] [sig ] [1362/2043] Completed PACS in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:56.417265] [INFO ] [sig ] [1363/2043] Forecasting PAG... [2025-09-26T11:12:56.417343] [INFO ] [sig ] Generating forecast for: PAG [2025-09-26T11:12:56.417426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'. [2025-09-26T11:12:56.430169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAG'. [2025-09-26T11:12:56.430599] [INFO ] [FORECASTER] Starting predict_future for PAG [2025-09-26T11:12:56.457730] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:56.458595] [DEBUG] [LOCAL ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt [2025-09-26T11:12:56.458699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:56.458781] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:56.458860] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:56.458970] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:56.480559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:56.481399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:56.481516] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:56.481603] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:56.511567] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:56.511766] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:56.511816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:56.511850] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:56.515564] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=78.97%) [2025-09-26T11:12:56.515881] [INFO ] [FORECASTER] Completed predict_future for PAG [2025-09-26T11:12:56.516047] [INFO ] [sig ] PAG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:56.667853] [INFO ] [LOCAL ] Saved forecast: PAG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAG.txt [2025-09-26T11:12:56.668140] [INFO ] [sig ] [1363/2043] Completed PAG in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:56.668219] [INFO ] [sig ] [1364/2043] Forecasting PAGS... [2025-09-26T11:12:56.668366] [INFO ] [sig ] Generating forecast for: PAGS [2025-09-26T11:12:56.668508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-09-26T11:12:56.680193] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAGS'. [2025-09-26T11:12:56.680737] [INFO ] [FORECASTER] Starting predict_future for PAGS [2025-09-26T11:12:56.710751] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:56.711965] [DEBUG] [LOCAL ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt [2025-09-26T11:12:56.712052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:56.712125] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:56.712200] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:56.712317] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:56.732898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:56.733971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:56.734086] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:56.734161] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:56.772786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:56.772991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:56.773044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:56.773081] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:56.777065] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=21.19%) [2025-09-26T11:12:56.777396] [INFO ] [FORECASTER] Completed predict_future for PAGS [2025-09-26T11:12:56.777592] [INFO ] [sig ] PAGS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:56.936519] [INFO ] [LOCAL ] Saved forecast: PAGS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PAGS.txt [2025-09-26T11:12:56.936999] [INFO ] [sig ] [1364/2043] Completed PAGS in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:56.937091] [INFO ] [sig ] [1365/2043] Forecasting PAI... [2025-09-26T11:12:56.937171] [INFO ] [sig ] Generating forecast for: PAI [2025-09-26T11:12:56.937248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'. [2025-09-26T11:12:56.946632] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAI'. [2025-09-26T11:12:56.947033] [INFO ] [FORECASTER] Starting predict_future for PAI [2025-09-26T11:12:56.972584] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:56.973412] [DEBUG] [LOCAL ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt [2025-09-26T11:12:56.973491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:56.973570] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:56.973667] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:56.973781] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:56.991464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:56.992091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:56.992196] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:56.992275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:57.026302] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:57.026474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:57.026521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:57.026555] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:57.030147] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: UP (p=92.28%) [2025-09-26T11:12:57.030458] [INFO ] [FORECASTER] Completed predict_future for PAI [2025-09-26T11:12:57.030603] [INFO ] [sig ] PAI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:57.177561] [INFO ] [LOCAL ] Saved forecast: PAI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAI.txt [2025-09-26T11:12:57.177842] [INFO ] [sig ] [1365/2043] Completed PAI in 0.2s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:57.177921] [INFO ] [sig ] [1366/2043] Forecasting PAM... [2025-09-26T11:12:57.177989] [INFO ] [sig ] Generating forecast for: PAM [2025-09-26T11:12:57.178060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-09-26T11:12:57.189389] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAM'. [2025-09-26T11:12:57.189920] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-09-26T11:12:57.217164] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:57.218215] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-09-26T11:12:57.218299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:57.218384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:57.218462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:57.218582] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:57.237492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:57.238456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:57.238585] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:57.238684] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:57.274383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:57.274617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:57.274731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:57.274815] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:57.278921] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=71.31%) [2025-09-26T11:12:57.279298] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-09-26T11:12:57.279458] [INFO ] [sig ] PAM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:57.433194] [INFO ] [LOCAL ] Saved forecast: PAM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAM.txt [2025-09-26T11:12:57.433503] [INFO ] [sig ] [1366/2043] Completed PAM in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:57.433588] [INFO ] [sig ] [1367/2043] Forecasting PAR... [2025-09-26T11:12:57.433704] [INFO ] [sig ] Generating forecast for: PAR [2025-09-26T11:12:57.433795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'. [2025-09-26T11:12:57.445151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAR'. [2025-09-26T11:12:57.445603] [INFO ] [FORECASTER] Starting predict_future for PAR [2025-09-26T11:12:57.473995] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:57.474952] [DEBUG] [LOCAL ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt [2025-09-26T11:12:57.475032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:57.475108] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:57.475178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:57.475280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:57.495297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:57.496134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:57.496264] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:57.496334] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:57.533698] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:57.533878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:57.533926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:57.533961] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:57.537966] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: DOWN (p=4.66%) [2025-09-26T11:12:57.538267] [INFO ] [FORECASTER] Completed predict_future for PAR [2025-09-26T11:12:57.538421] [INFO ] [sig ] PAR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:57.736046] [INFO ] [LOCAL ] Saved forecast: PAR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PAR.txt [2025-09-26T11:12:57.736402] [INFO ] [sig ] [1367/2043] Completed PAR in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:57.736509] [INFO ] [sig ] [1368/2043] Forecasting PARR... [2025-09-26T11:12:57.736607] [INFO ] [sig ] Generating forecast for: PARR [2025-09-26T11:12:57.736704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'. [2025-09-26T11:12:57.747608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PARR'. [2025-09-26T11:12:57.748063] [INFO ] [FORECASTER] Starting predict_future for PARR [2025-09-26T11:12:57.776423] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:57.777362] [DEBUG] [LOCAL ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt [2025-09-26T11:12:57.777444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:57.777517] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:57.777586] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:57.777718] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:57.796351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:57.797157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:57.797269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:57.797337] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:57.828586] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:57.828773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:57.828832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:57.828867] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:57.832622] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: DOWN (p=43.34%) [2025-09-26T11:12:57.832947] [INFO ] [FORECASTER] Completed predict_future for PARR [2025-09-26T11:12:57.833089] [INFO ] [sig ] PARR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:57.989253] [INFO ] [LOCAL ] Saved forecast: PARR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PARR.txt [2025-09-26T11:12:57.989568] [INFO ] [sig ] [1368/2043] Completed PARR in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:57.989667] [INFO ] [sig ] [1369/2043] Forecasting PATH... [2025-09-26T11:12:57.989742] [INFO ] [sig ] Generating forecast for: PATH [2025-09-26T11:12:57.989812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-09-26T11:12:58.000485] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PATH'. [2025-09-26T11:12:58.000923] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-09-26T11:12:58.026798] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:58.027752] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-09-26T11:12:58.027848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:58.027921] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:58.027989] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:58.028088] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:58.045834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:58.046604] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:58.046739] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:58.046808] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:58.084593] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:58.084797] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:58.084851] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:58.084885] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:58.088612] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=5.39%) [2025-09-26T11:12:58.088957] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-09-26T11:12:58.089112] [INFO ] [sig ] PATH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:58.236166] [INFO ] [LOCAL ] Saved forecast: PATH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PATH.txt [2025-09-26T11:12:58.236493] [INFO ] [sig ] [1369/2043] Completed PATH in 0.2s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:58.236574] [INFO ] [sig ] [1370/2043] Forecasting PAXS... [2025-09-26T11:12:58.236666] [INFO ] [sig ] Generating forecast for: PAXS [2025-09-26T11:12:58.236742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-09-26T11:12:58.248137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAXS'. [2025-09-26T11:12:58.248673] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-09-26T11:12:58.274930] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:58.275845] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-09-26T11:12:58.275926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:58.275998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:58.276066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:58.276163] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:58.293865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:58.294725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:58.294837] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:58.294907] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:58.330293] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:58.330490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:58.330538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:58.330574] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:58.334429] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-09-26T11:12:58.334863] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-09-26T11:12:58.335042] [INFO ] [sig ] PAXS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:58.485338] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAXS.txt [2025-09-26T11:12:58.485678] [INFO ] [sig ] [1370/2043] Completed PAXS in 0.2s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:58.485762] [INFO ] [sig ] [1371/2043] Forecasting PAY... [2025-09-26T11:12:58.485838] [INFO ] [sig ] Generating forecast for: PAY [2025-09-26T11:12:58.485909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-09-26T11:12:58.497430] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAY'. [2025-09-26T11:12:58.497974] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-09-26T11:12:58.525222] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:58.526089] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-09-26T11:12:58.526168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:58.526240] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:58.526307] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:58.526404] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:58.544315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:58.544948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:58.545054] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:58.545119] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:58.576012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:58.576153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:58.576196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:58.576229] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:58.579724] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=23.54%) [2025-09-26T11:12:58.580007] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-09-26T11:12:58.580142] [INFO ] [sig ] PAY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:58.730681] [INFO ] [LOCAL ] Saved forecast: PAY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PAY.txt [2025-09-26T11:12:58.730962] [INFO ] [sig ] [1371/2043] Completed PAY in 0.2s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:58.731041] [INFO ] [sig ] [1372/2043] Forecasting PAYC... [2025-09-26T11:12:58.731110] [INFO ] [sig ] Generating forecast for: PAYC [2025-09-26T11:12:58.731182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-09-26T11:12:58.742112] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PAYC'. [2025-09-26T11:12:58.742535] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-09-26T11:12:58.770348] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:58.771334] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-09-26T11:12:58.771419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:58.771494] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:58.771564] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:58.771702] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:58.790859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:58.791533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:58.791667] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:58.791742] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:58.831293] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:58.831453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:58.831497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:58.831531] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:58.835027] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=54.99%) [2025-09-26T11:12:58.835338] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-09-26T11:12:58.835481] [INFO ] [sig ] PAYC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:58.985173] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PAYC.txt [2025-09-26T11:12:58.985452] [INFO ] [sig ] [1372/2043] Completed PAYC in 0.3s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:58.985532] [INFO ] [sig ] [1373/2043] Forecasting PB... [2025-09-26T11:12:58.985601] [INFO ] [sig ] Generating forecast for: PB [2025-09-26T11:12:58.985696] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-09-26T11:12:58.996858] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PB'. [2025-09-26T11:12:58.997264] [INFO ] [FORECASTER] Starting predict_future for PB [2025-09-26T11:12:59.023820] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:59.024708] [DEBUG] [LOCAL ] No optimal features file found for PB: ./output/feature-sets/PB.txt [2025-09-26T11:12:59.024788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:59.024862] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:59.024932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:59.025034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:59.043382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:59.044108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:59.044218] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:59.044287] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:59.080881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:59.081067] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:59.081115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:59.081152] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:59.084960] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: UP (p=90.38%) [2025-09-26T11:12:59.085257] [INFO ] [FORECASTER] Completed predict_future for PB [2025-09-26T11:12:59.085405] [INFO ] [sig ] PB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:59.235238] [INFO ] [LOCAL ] Saved forecast: PB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PB.txt [2025-09-26T11:12:59.235529] [INFO ] [sig ] [1373/2043] Completed PB in 0.2s | 3.74 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:59.235607] [INFO ] [sig ] [1374/2043] Forecasting PBA... [2025-09-26T11:12:59.235690] [INFO ] [sig ] Generating forecast for: PBA [2025-09-26T11:12:59.235767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-09-26T11:12:59.246334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PBA'. [2025-09-26T11:12:59.246788] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-09-26T11:12:59.273495] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:59.274385] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-09-26T11:12:59.274468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:59.274541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:59.274610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:59.274734] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:59.293470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:59.294227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:59.294358] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:59.294429] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:59.329477] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:59.329729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:59.329804] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:59.329842] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:59.334112] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=67.30%) [2025-09-26T11:12:59.334442] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-09-26T11:12:59.334606] [INFO ] [sig ] PBA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:12:59.487672] [INFO ] [LOCAL ] Saved forecast: PBA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PBA.txt [2025-09-26T11:12:59.488236] [INFO ] [sig ] [1374/2043] Completed PBA in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:59.488323] [INFO ] [sig ] [1375/2043] Forecasting PBF... [2025-09-26T11:12:59.488376] [INFO ] [sig ] Generating forecast for: PBF [2025-09-26T11:12:59.488421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-09-26T11:12:59.500482] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PBF'. [2025-09-26T11:12:59.501034] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-09-26T11:12:59.528856] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:59.529805] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-09-26T11:12:59.529886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:59.529959] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:59.530014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:59.530081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:59.548922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:59.549848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:59.549970] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:59.550056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:59.588419] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:59.588590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:59.588639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:59.588730] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:59.592364] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=16.61%) [2025-09-26T11:12:59.592684] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-09-26T11:12:59.592888] [INFO ] [sig ] PBF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:12:59.745533] [INFO ] [LOCAL ] Saved forecast: PBF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PBF.txt [2025-09-26T11:12:59.745864] [INFO ] [sig ] [1375/2043] Completed PBF in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:12:59.745948] [INFO ] [sig ] [1376/2043] Forecasting PBH... [2025-09-26T11:12:59.746019] [INFO ] [sig ] Generating forecast for: PBH [2025-09-26T11:12:59.746093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-09-26T11:12:59.757201] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PBH'. [2025-09-26T11:12:59.757667] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-09-26T11:12:59.786065] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:12:59.787046] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-09-26T11:12:59.787143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:12:59.787217] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:12:59.787289] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:12:59.787390] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:12:59.806314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:12:59.807306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:12:59.807421] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:12:59.807492] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:12:59.845069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:12:59.845217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:12:59.845261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:12:59.845294] [INFO ] [FORECASTER] Training complete [2025-09-26T11:12:59.849034] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=6.20%) [2025-09-26T11:12:59.849326] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-09-26T11:12:59.849469] [INFO ] [sig ] PBH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:00.002352] [INFO ] [LOCAL ] Saved forecast: PBH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PBH.txt [2025-09-26T11:13:00.002679] [INFO ] [sig ] [1376/2043] Completed PBH in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:13:00.002759] [INFO ] [sig ] [1377/2043] Forecasting PBI... [2025-09-26T11:13:00.002828] [INFO ] [sig ] Generating forecast for: PBI [2025-09-26T11:13:00.002874] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-09-26T11:13:00.013680] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PBI'. [2025-09-26T11:13:00.014077] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-09-26T11:13:00.042088] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:00.042996] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-09-26T11:13:00.043076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:00.043150] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:00.043219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:00.043330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:00.062096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:00.062780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:00.062906] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:00.062979] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:00.104383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:00.104503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:00.104547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:00.104582] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:00.108240] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=54.37%) [2025-09-26T11:13:00.108538] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-09-26T11:13:00.108711] [INFO ] [sig ] PBI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:00.277025] [INFO ] [LOCAL ] Saved forecast: PBI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PBI.txt [2025-09-26T11:13:00.277317] [INFO ] [sig ] [1377/2043] Completed PBI in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:13:00.277398] [INFO ] [sig ] [1378/2043] Forecasting PBR... [2025-09-26T11:13:00.277467] [INFO ] [sig ] Generating forecast for: PBR [2025-09-26T11:13:00.277546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'. [2025-09-26T11:13:00.288852] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PBR'. [2025-09-26T11:13:00.289240] [INFO ] [FORECASTER] Starting predict_future for PBR [2025-09-26T11:13:00.315350] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:00.316224] [DEBUG] [LOCAL ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt [2025-09-26T11:13:00.316305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:00.316379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:00.316446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:00.316541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:00.336292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:00.336993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:00.337103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:00.337168] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:00.373088] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:00.373224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:00.373265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:00.373298] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:00.376746] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: DOWN (p=5.42%) [2025-09-26T11:13:00.377072] [INFO ] [FORECASTER] Completed predict_future for PBR [2025-09-26T11:13:00.377214] [INFO ] [sig ] PBR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:00.531943] [INFO ] [LOCAL ] Saved forecast: PBR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PBR.txt [2025-09-26T11:13:00.532264] [INFO ] [sig ] [1378/2043] Completed PBR in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:13:00.532347] [INFO ] [sig ] [1379/2043] Forecasting PBT... [2025-09-26T11:13:00.532418] [INFO ] [sig ] Generating forecast for: PBT [2025-09-26T11:13:00.532497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'. [2025-09-26T11:13:00.544252] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PBT'. [2025-09-26T11:13:00.544586] [INFO ] [FORECASTER] Starting predict_future for PBT [2025-09-26T11:13:00.571405] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:00.572299] [DEBUG] [LOCAL ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt [2025-09-26T11:13:00.572377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:00.572449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:00.572530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:00.572712] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:00.591344] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:00.592080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:00.592188] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:00.592269] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:00.633320] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:00.633499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:00.633556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:00.633603] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:00.637517] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=18.64%) [2025-09-26T11:13:00.637871] [INFO ] [FORECASTER] Completed predict_future for PBT [2025-09-26T11:13:00.638035] [INFO ] [sig ] PBT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:00.792530] [INFO ] [LOCAL ] Saved forecast: PBT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PBT.txt [2025-09-26T11:13:00.792832] [INFO ] [sig ] [1379/2043] Completed PBT in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:13:00.792930] [INFO ] [sig ] [1380/2043] Forecasting PCF... [2025-09-26T11:13:00.793011] [INFO ] [sig ] Generating forecast for: PCF [2025-09-26T11:13:00.793083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-09-26T11:13:00.803301] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCF'. [2025-09-26T11:13:00.803744] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-09-26T11:13:00.830396] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:00.831280] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-09-26T11:13:00.831359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:00.831431] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:00.831544] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:00.831713] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:00.850319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:00.851072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:00.851180] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:00.851259] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:00.888787] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:00.888955] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:00.889003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:00.889037] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:00.893779] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=42.53%) [2025-09-26T11:13:00.894204] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-09-26T11:13:00.894425] [INFO ] [sig ] PCF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:01.052507] [INFO ] [LOCAL ] Saved forecast: PCF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PCF.txt [2025-09-26T11:13:01.052850] [INFO ] [sig ] [1380/2043] Completed PCF in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 3.0m [2025-09-26T11:13:01.052937] [INFO ] [sig ] [1381/2043] Forecasting PCM... [2025-09-26T11:13:01.053021] [INFO ] [sig ] Generating forecast for: PCM [2025-09-26T11:13:01.053105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-09-26T11:13:01.062957] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCM'. [2025-09-26T11:13:01.063329] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-09-26T11:13:01.089596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:01.090487] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-09-26T11:13:01.090568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:01.090661] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:01.090737] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:01.090900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:01.109597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:01.110276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:01.110388] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:01.110490] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:01.149270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:01.149417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:01.149460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:01.149493] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:01.153016] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: DOWN (p=18.03%) [2025-09-26T11:13:01.153341] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-09-26T11:13:01.153491] [INFO ] [sig ] PCM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:01.308381] [INFO ] [LOCAL ] Saved forecast: PCM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PCM.txt [2025-09-26T11:13:01.308685] [INFO ] [sig ] [1381/2043] Completed PCM in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 2.9m [2025-09-26T11:13:01.308789] [INFO ] [sig ] [1382/2043] Forecasting PCN... [2025-09-26T11:13:01.308872] [INFO ] [sig ] Generating forecast for: PCN [2025-09-26T11:13:01.308960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-09-26T11:13:01.320193] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCN'. [2025-09-26T11:13:01.320568] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-09-26T11:13:01.348369] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:01.349316] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-09-26T11:13:01.349423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:01.349497] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:01.349565] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:01.349685] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:01.368447] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:01.369114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:01.369247] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:01.369318] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:01.406015] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:01.406153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:01.406198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:01.406235] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:01.409989] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=94.45%) [2025-09-26T11:13:01.410280] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-09-26T11:13:01.410428] [INFO ] [sig ] PCN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:01.566575] [INFO ] [LOCAL ] Saved forecast: PCN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PCN.txt [2025-09-26T11:13:01.566968] [INFO ] [sig ] [1382/2043] Completed PCN in 0.3s | 3.75 sym/s | Total: 6.1m | ETA: 2.9m [2025-09-26T11:13:01.567052] [INFO ] [sig ] [1383/2043] Forecasting PCOR... [2025-09-26T11:13:01.567123] [INFO ] [sig ] Generating forecast for: PCOR [2025-09-26T11:13:01.567197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'. [2025-09-26T11:13:01.578224] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCOR'. [2025-09-26T11:13:01.578573] [INFO ] [FORECASTER] Starting predict_future for PCOR [2025-09-26T11:13:01.606262] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:01.607206] [DEBUG] [LOCAL ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt [2025-09-26T11:13:01.607302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:01.607376] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:01.607443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:01.607541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:01.626613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:01.627408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:01.627522] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:01.627590] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:01.665088] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:01.665264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:01.665310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:01.665343] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:01.669050] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: UP (p=55.81%) [2025-09-26T11:13:01.669337] [INFO ] [FORECASTER] Completed predict_future for PCOR [2025-09-26T11:13:01.669481] [INFO ] [sig ] PCOR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:01.829944] [INFO ] [LOCAL ] Saved forecast: PCOR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PCOR.txt [2025-09-26T11:13:01.830237] [INFO ] [sig ] [1383/2043] Completed PCOR in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:01.830317] [INFO ] [sig ] [1384/2043] Forecasting PCQ... [2025-09-26T11:13:01.830366] [INFO ] [sig ] Generating forecast for: PCQ [2025-09-26T11:13:01.830431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-09-26T11:13:01.840713] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PCQ'. [2025-09-26T11:13:01.841160] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-09-26T11:13:01.871685] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:01.872876] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-09-26T11:13:01.872976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:01.873052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:01.873121] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:01.873222] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:01.892770] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:01.893945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:01.894084] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:01.894155] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:01.932133] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:01.932338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:01.932389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:01.932425] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:01.936270] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=84.86%) [2025-09-26T11:13:01.936620] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-09-26T11:13:01.936866] [INFO ] [sig ] PCQ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:02.095325] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PCQ.txt [2025-09-26T11:13:02.095620] [INFO ] [sig ] [1384/2043] Completed PCQ in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:02.095723] [INFO ] [sig ] [1385/2043] Forecasting PD... [2025-09-26T11:13:02.095795] [INFO ] [sig ] Generating forecast for: PD [2025-09-26T11:13:02.095869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-09-26T11:13:02.107221] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PD'. [2025-09-26T11:13:02.107587] [INFO ] [FORECASTER] Starting predict_future for PD [2025-09-26T11:13:02.135767] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:02.136633] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-09-26T11:13:02.136902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:02.136975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:02.137019] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:02.137114] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:02.156126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:02.156867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:02.156980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:02.157051] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:02.198139] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:02.198325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:02.198374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:02.198409] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:02.202246] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=4.87%) [2025-09-26T11:13:02.202547] [INFO ] [FORECASTER] Completed predict_future for PD [2025-09-26T11:13:02.202731] [INFO ] [sig ] PD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:02.353222] [INFO ] [LOCAL ] Saved forecast: PD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PD.txt [2025-09-26T11:13:02.353500] [INFO ] [sig ] [1385/2043] Completed PD in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:02.353579] [INFO ] [sig ] [1386/2043] Forecasting PDI... [2025-09-26T11:13:02.353672] [INFO ] [sig ] Generating forecast for: PDI [2025-09-26T11:13:02.353748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-09-26T11:13:02.365790] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDI'. [2025-09-26T11:13:02.366224] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-09-26T11:13:02.393815] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:02.394741] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-09-26T11:13:02.394830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:02.394913] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:02.394984] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:02.395086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:02.413404] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:02.414336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:02.414452] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:02.414524] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:02.452308] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:02.452515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:02.452573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:02.452610] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:02.456865] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=30.40%) [2025-09-26T11:13:02.457311] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-09-26T11:13:02.457503] [INFO ] [sig ] PDI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:02.615486] [INFO ] [LOCAL ] Saved forecast: PDI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PDI.txt [2025-09-26T11:13:02.615868] [INFO ] [sig ] [1386/2043] Completed PDI in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:02.615966] [INFO ] [sig ] [1387/2043] Forecasting PDM... [2025-09-26T11:13:02.616045] [INFO ] [sig ] Generating forecast for: PDM [2025-09-26T11:13:02.616124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-09-26T11:13:02.628309] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDM'. [2025-09-26T11:13:02.628822] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-09-26T11:13:02.655988] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:02.657063] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-09-26T11:13:02.657162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:02.657258] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:02.657352] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:02.657493] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:02.675926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:02.676808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:02.676971] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:02.677063] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:02.714951] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:02.715160] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:02.715213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:02.715252] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:02.719772] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=46.27%) [2025-09-26T11:13:02.720141] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-09-26T11:13:02.720304] [INFO ] [sig ] PDM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:02.876368] [INFO ] [LOCAL ] Saved forecast: PDM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PDM.txt [2025-09-26T11:13:02.876714] [INFO ] [sig ] [1387/2043] Completed PDM in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:02.876838] [INFO ] [sig ] [1388/2043] Forecasting PDO... [2025-09-26T11:13:02.876930] [INFO ] [sig ] Generating forecast for: PDO [2025-09-26T11:13:02.877022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-09-26T11:13:02.890269] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDO'. [2025-09-26T11:13:02.890912] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-09-26T11:13:02.919419] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:02.920410] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-09-26T11:13:02.920492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:02.920567] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:02.920638] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:02.920778] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:02.945391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:02.946255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:02.946497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:02.946632] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:02.989584] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:02.989823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:02.989897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:02.989979] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:02.993961] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=99.03%) [2025-09-26T11:13:02.994256] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-09-26T11:13:02.994403] [INFO ] [sig ] PDO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:03.149943] [INFO ] [LOCAL ] Saved forecast: PDO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PDO.txt [2025-09-26T11:13:03.150239] [INFO ] [sig ] [1388/2043] Completed PDO in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:03.150318] [INFO ] [sig ] [1389/2043] Forecasting PDS... [2025-09-26T11:13:03.150388] [INFO ] [sig ] Generating forecast for: PDS [2025-09-26T11:13:03.150460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-09-26T11:13:03.161268] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDS'. [2025-09-26T11:13:03.161712] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-09-26T11:13:03.187802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:03.188633] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-09-26T11:13:03.188734] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:03.188805] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:03.188874] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:03.188971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:03.207032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:03.207823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:03.207937] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:03.208008] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:03.245763] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:03.245941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:03.245990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:03.246030] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:03.249704] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=54.78%) [2025-09-26T11:13:03.249997] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-09-26T11:13:03.250141] [INFO ] [sig ] PDS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:03.405787] [INFO ] [LOCAL ] Saved forecast: PDS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PDS.txt [2025-09-26T11:13:03.406097] [INFO ] [sig ] [1389/2043] Completed PDS in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:03.406193] [INFO ] [sig ] [1390/2043] Forecasting PDT... [2025-09-26T11:13:03.406268] [INFO ] [sig ] Generating forecast for: PDT [2025-09-26T11:13:03.406346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-09-26T11:13:03.417317] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDT'. [2025-09-26T11:13:03.417745] [INFO ] [FORECASTER] Starting predict_future for PDT [2025-09-26T11:13:03.444225] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:03.445206] [DEBUG] [LOCAL ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt [2025-09-26T11:13:03.445296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:03.445389] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:03.445464] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:03.445567] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:03.464371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:03.465132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:03.465245] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:03.465316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:03.505548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:03.505775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:03.505843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:03.505881] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:03.509991] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=46.27%) [2025-09-26T11:13:03.510318] [INFO ] [FORECASTER] Completed predict_future for PDT [2025-09-26T11:13:03.510550] [INFO ] [sig ] PDT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:03.679627] [INFO ] [LOCAL ] Saved forecast: PDT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PDT.txt [2025-09-26T11:13:03.679947] [INFO ] [sig ] [1390/2043] Completed PDT in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:03.680028] [INFO ] [sig ] [1391/2043] Forecasting PDX... [2025-09-26T11:13:03.680099] [INFO ] [sig ] Generating forecast for: PDX [2025-09-26T11:13:03.680172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-09-26T11:13:03.691438] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PDX'. [2025-09-26T11:13:03.691937] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-09-26T11:13:03.719804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:03.720845] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-09-26T11:13:03.720945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:03.721018] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:03.721087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:03.721184] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:03.739798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:03.740732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:03.740845] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:03.740914] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:03.779207] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:03.779396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:03.779473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:03.779520] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:03.783024] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=3.21%) [2025-09-26T11:13:03.783310] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-09-26T11:13:03.783450] [INFO ] [sig ] PDX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:03.931570] [INFO ] [LOCAL ] Saved forecast: PDX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PDX.txt [2025-09-26T11:13:03.931876] [INFO ] [sig ] [1391/2043] Completed PDX in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:03.931954] [INFO ] [sig ] [1392/2043] Forecasting PEB... [2025-09-26T11:13:03.932024] [INFO ] [sig ] Generating forecast for: PEB [2025-09-26T11:13:03.932096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-09-26T11:13:03.942559] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PEB'. [2025-09-26T11:13:03.942905] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-09-26T11:13:03.968514] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:03.969344] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-09-26T11:13:03.969423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:03.969495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:03.969563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:03.969694] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:03.987380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:03.988011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:03.988115] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:03.988183] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:04.026071] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:04.026263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:04.026310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:04.026345] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:04.030065] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=46.39%) [2025-09-26T11:13:04.030354] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-09-26T11:13:04.030497] [INFO ] [sig ] PEB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:04.175380] [INFO ] [LOCAL ] Saved forecast: PEB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PEB.txt [2025-09-26T11:13:04.175679] [INFO ] [sig ] [1392/2043] Completed PEB in 0.2s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:04.175760] [INFO ] [sig ] [1393/2043] Forecasting PEN... [2025-09-26T11:13:04.175830] [INFO ] [sig ] Generating forecast for: PEN [2025-09-26T11:13:04.175902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-09-26T11:13:04.186431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PEN'. [2025-09-26T11:13:04.186804] [INFO ] [FORECASTER] Starting predict_future for PEN [2025-09-26T11:13:04.212397] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:04.213315] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-09-26T11:13:04.213396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:04.213469] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:04.213538] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:04.213637] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:04.232666] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:04.233266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:04.233373] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:04.233441] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:04.273405] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:04.273546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:04.273677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:04.273740] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:04.277138] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=87.12%) [2025-09-26T11:13:04.277418] [INFO ] [FORECASTER] Completed predict_future for PEN [2025-09-26T11:13:04.277571] [INFO ] [sig ] PEN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:04.429947] [INFO ] [LOCAL ] Saved forecast: PEN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PEN.txt [2025-09-26T11:13:04.430234] [INFO ] [sig ] [1393/2043] Completed PEN in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:04.430314] [INFO ] [sig ] [1394/2043] Forecasting PEO... [2025-09-26T11:13:04.430385] [INFO ] [sig ] Generating forecast for: PEO [2025-09-26T11:13:04.430459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-09-26T11:13:04.446245] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PEO'. [2025-09-26T11:13:04.446977] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-09-26T11:13:04.490283] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:04.491416] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-09-26T11:13:04.491503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:04.491579] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:04.491674] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:04.491810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:04.510971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:04.511975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:04.512097] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:04.512169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:04.556531] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:04.556776] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:04.556879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:04.556928] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:04.561303] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=48.45%) [2025-09-26T11:13:04.561828] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-09-26T11:13:04.562019] [INFO ] [sig ] PEO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:04.745539] [INFO ] [LOCAL ] Saved forecast: PEO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PEO.txt [2025-09-26T11:13:04.745936] [INFO ] [sig ] [1394/2043] Completed PEO in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:04.746040] [INFO ] [sig ] [1395/2043] Forecasting PERF... [2025-09-26T11:13:04.746124] [INFO ] [sig ] Generating forecast for: PERF [2025-09-26T11:13:04.746209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-09-26T11:13:04.759294] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PERF'. [2025-09-26T11:13:04.759784] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-09-26T11:13:04.786440] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:04.787413] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-09-26T11:13:04.787494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:04.787567] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:04.787633] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:04.787757] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:04.806476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:04.807245] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:04.807358] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:04.807428] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:04.841781] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:04.841944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:04.841991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:04.842026] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:04.845485] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=38.72%) [2025-09-26T11:13:04.845830] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-09-26T11:13:04.845989] [INFO ] [sig ] PERF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:04.994615] [INFO ] [LOCAL ] Saved forecast: PERF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PERF.txt [2025-09-26T11:13:04.994920] [INFO ] [sig ] [1395/2043] Completed PERF in 0.2s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:04.995000] [INFO ] [sig ] [1396/2043] Forecasting PFD... [2025-09-26T11:13:04.995071] [INFO ] [sig ] Generating forecast for: PFD [2025-09-26T11:13:04.995141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-09-26T11:13:05.005861] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFD'. [2025-09-26T11:13:05.006241] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-09-26T11:13:05.035196] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:05.036188] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-09-26T11:13:05.036268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:05.036364] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:05.036448] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:05.036588] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:05.056320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:05.057055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:05.057166] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:05.057234] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:05.093148] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:05.093297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:05.093341] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:05.093374] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:05.096941] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=69.41%) [2025-09-26T11:13:05.097234] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-09-26T11:13:05.097374] [INFO ] [sig ] PFD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:05.248858] [INFO ] [LOCAL ] Saved forecast: PFD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PFD.txt [2025-09-26T11:13:05.249167] [INFO ] [sig ] [1396/2043] Completed PFD in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:05.249244] [INFO ] [sig ] [1397/2043] Forecasting PFGC... [2025-09-26T11:13:05.249313] [INFO ] [sig ] Generating forecast for: PFGC [2025-09-26T11:13:05.249383] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-09-26T11:13:05.260721] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFGC'. [2025-09-26T11:13:05.261136] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-09-26T11:13:05.289591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:05.290497] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-09-26T11:13:05.290579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:05.290691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:05.290763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:05.290862] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:05.309972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:05.310639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:05.310773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:05.310845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:05.347858] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:05.348027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:05.348072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:05.348106] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:05.351574] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=18.06%) [2025-09-26T11:13:05.351893] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-09-26T11:13:05.352046] [INFO ] [sig ] PFGC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:05.501007] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PFGC.txt [2025-09-26T11:13:05.501319] [INFO ] [sig ] [1397/2043] Completed PFGC in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:05.501400] [INFO ] [sig ] [1398/2043] Forecasting PFH... [2025-09-26T11:13:05.501471] [INFO ] [sig ] Generating forecast for: PFH [2025-09-26T11:13:05.501542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-09-26T11:13:05.513482] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFH'. [2025-09-26T11:13:05.513975] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-09-26T11:13:05.541951] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:05.543025] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-09-26T11:13:05.543108] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:05.543182] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:05.543252] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:05.543354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:05.562668] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:05.563369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:05.563485] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:05.563555] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:05.601944] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:05.602089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:05.602136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:05.602201] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:05.605843] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=16.49%) [2025-09-26T11:13:05.606138] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-09-26T11:13:05.606285] [INFO ] [sig ] PFH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:05.762349] [INFO ] [LOCAL ] Saved forecast: PFH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PFH.txt [2025-09-26T11:13:05.762620] [INFO ] [sig ] [1398/2043] Completed PFH in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:05.762723] [INFO ] [sig ] [1399/2043] Forecasting PFL... [2025-09-26T11:13:05.762793] [INFO ] [sig ] Generating forecast for: PFL [2025-09-26T11:13:05.762864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-09-26T11:13:05.774101] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFL'. [2025-09-26T11:13:05.774624] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-09-26T11:13:05.802730] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:05.803911] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-09-26T11:13:05.804006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:05.804083] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:05.804154] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:05.804255] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:05.824088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:05.825102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:05.825224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:05.825300] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:05.865067] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:05.865279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:05.865329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:05.865365] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:05.869221] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=16.21%) [2025-09-26T11:13:05.869529] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-09-26T11:13:05.869716] [INFO ] [sig ] PFL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:06.029088] [INFO ] [LOCAL ] Saved forecast: PFL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PFL.txt [2025-09-26T11:13:06.029378] [INFO ] [sig ] [1399/2043] Completed PFL in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:06.029463] [INFO ] [sig ] [1400/2043] Forecasting PFLT... [2025-09-26T11:13:06.029534] [INFO ] [sig ] Generating forecast for: PFLT [2025-09-26T11:13:06.029581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'. [2025-09-26T11:13:06.040531] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFLT'. [2025-09-26T11:13:06.040958] [INFO ] [FORECASTER] Starting predict_future for PFLT [2025-09-26T11:13:06.068323] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:06.069261] [DEBUG] [LOCAL ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt [2025-09-26T11:13:06.069353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:06.069442] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:06.069522] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:06.069673] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:06.088531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:06.089240] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:06.089357] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:06.089430] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:06.126321] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:06.126508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:06.126557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:06.126592] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:06.130549] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: DOWN (p=4.93%) [2025-09-26T11:13:06.130891] [INFO ] [FORECASTER] Completed predict_future for PFLT [2025-09-26T11:13:06.131063] [INFO ] [sig ] PFLT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:06.288441] [INFO ] [LOCAL ] Saved forecast: PFLT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PFLT.txt [2025-09-26T11:13:06.288790] [INFO ] [sig ] [1400/2043] Completed PFLT in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:06.288873] [INFO ] [sig ] [1401/2043] Forecasting PFN... [2025-09-26T11:13:06.288942] [INFO ] [sig ] Generating forecast for: PFN [2025-09-26T11:13:06.289017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-09-26T11:13:06.300099] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFN'. [2025-09-26T11:13:06.300538] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-09-26T11:13:06.327340] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:06.328274] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-09-26T11:13:06.328354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:06.328428] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:06.328498] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:06.328608] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:06.347825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:06.348821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:06.348950] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:06.349022] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:06.386502] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:06.386726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:06.386794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:06.386884] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:06.390603] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=89.51%) [2025-09-26T11:13:06.390924] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-09-26T11:13:06.391089] [INFO ] [sig ] PFN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:06.550029] [INFO ] [LOCAL ] Saved forecast: PFN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PFN.txt [2025-09-26T11:13:06.550329] [INFO ] [sig ] [1401/2043] Completed PFN in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:06.550409] [INFO ] [sig ] [1402/2043] Forecasting PFO... [2025-09-26T11:13:06.550479] [INFO ] [sig ] Generating forecast for: PFO [2025-09-26T11:13:06.550552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-09-26T11:13:06.560904] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFO'. [2025-09-26T11:13:06.561313] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-09-26T11:13:06.588443] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:06.589406] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-09-26T11:13:06.589489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:06.589561] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:06.589629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:06.589755] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:06.608595] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:06.609388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:06.609511] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:06.609582] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:06.648250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:06.648391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:06.648434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:06.648468] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:06.651802] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-09-26T11:13:06.652112] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-09-26T11:13:06.652293] [INFO ] [sig ] PFO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:06.810932] [INFO ] [LOCAL ] Saved forecast: PFO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PFO.txt [2025-09-26T11:13:06.811246] [INFO ] [sig ] [1402/2043] Completed PFO in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.9m [2025-09-26T11:13:06.811328] [INFO ] [sig ] [1403/2043] Forecasting PFS... [2025-09-26T11:13:06.811402] [INFO ] [sig ] Generating forecast for: PFS [2025-09-26T11:13:06.811475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-09-26T11:13:06.824050] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFS'. [2025-09-26T11:13:06.824628] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-09-26T11:13:06.864807] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:06.866075] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-09-26T11:13:06.866186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:06.866277] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:06.866364] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:06.866500] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:06.885169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:06.886039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:06.886152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:06.886221] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:06.925160] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:06.925346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:06.925394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:06.925437] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:06.929258] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=66.53%) [2025-09-26T11:13:06.929579] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-09-26T11:13:06.929767] [INFO ] [sig ] PFS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:07.085336] [INFO ] [LOCAL ] Saved forecast: PFS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PFS.txt [2025-09-26T11:13:07.085670] [INFO ] [sig ] [1403/2043] Completed PFS in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.8m [2025-09-26T11:13:07.085756] [INFO ] [sig ] [1404/2043] Forecasting PFSI... [2025-09-26T11:13:07.085831] [INFO ] [sig ] Generating forecast for: PFSI [2025-09-26T11:13:07.085945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-09-26T11:13:07.097547] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PFSI'. [2025-09-26T11:13:07.098000] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-09-26T11:13:07.124905] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:07.125820] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-09-26T11:13:07.125897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:07.125994] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:07.126066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:07.126167] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:07.144541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:07.145412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:07.145526] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:07.145598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:07.178542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:07.178749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:07.178823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:07.178893] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:07.183303] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=30.33%) [2025-09-26T11:13:07.183670] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-09-26T11:13:07.183869] [INFO ] [sig ] PFSI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:07.347174] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PFSI.txt [2025-09-26T11:13:07.347445] [INFO ] [sig ] [1404/2043] Completed PFSI in 0.3s | 3.75 sym/s | Total: 6.2m | ETA: 2.8m [2025-09-26T11:13:07.347524] [INFO ] [sig ] [1405/2043] Forecasting PGP... [2025-09-26T11:13:07.347595] [INFO ] [sig ] Generating forecast for: PGP [2025-09-26T11:13:07.347691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-09-26T11:13:07.357380] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PGP'. [2025-09-26T11:13:07.357719] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-09-26T11:13:07.383981] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:07.384876] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-09-26T11:13:07.384958] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:07.385031] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:07.385102] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:07.385203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:07.404099] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:07.404760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:07.404872] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:07.404943] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:07.440781] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:07.440897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:07.440949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:07.440985] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:07.444298] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: DOWN (p=26.66%) [2025-09-26T11:13:07.444588] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-09-26T11:13:07.444767] [INFO ] [sig ] PGP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:07.627967] [INFO ] [LOCAL ] Saved forecast: PGP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PGP.txt [2025-09-26T11:13:07.628379] [INFO ] [sig ] [1405/2043] Completed PGP in 0.3s | 3.75 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:07.628488] [INFO ] [sig ] [1406/2043] Forecasting PGRE... [2025-09-26T11:13:07.628578] [INFO ] [sig ] Generating forecast for: PGRE [2025-09-26T11:13:07.628698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-09-26T11:13:07.644177] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PGRE'. [2025-09-26T11:13:07.644793] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-09-26T11:13:07.690287] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:07.691784] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-09-26T11:13:07.691912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:07.692010] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:07.692093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:07.692229] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:07.725779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:07.727312] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:07.727447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:07.727538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:07.763449] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:07.763695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:07.763772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:07.763814] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:07.768737] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: UP (p=85.82%) [2025-09-26T11:13:07.769279] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-09-26T11:13:07.769468] [INFO ] [sig ] PGRE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:07.929632] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PGRE.txt [2025-09-26T11:13:07.930150] [INFO ] [sig ] [1406/2043] Completed PGRE in 0.3s | 3.75 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:07.930256] [INFO ] [sig ] [1407/2043] Forecasting PGZ... [2025-09-26T11:13:07.930342] [INFO ] [sig ] Generating forecast for: PGZ [2025-09-26T11:13:07.930427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-09-26T11:13:07.941397] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PGZ'. [2025-09-26T11:13:07.941972] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-09-26T11:13:07.972078] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:07.973378] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-09-26T11:13:07.973491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:07.973566] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:07.973635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:07.973798] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:07.994303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:07.995361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:07.995508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:07.995602] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:08.027910] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:08.028095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:08.028144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:08.028181] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:08.032369] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=40.27%) [2025-09-26T11:13:08.032741] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-09-26T11:13:08.032901] [INFO ] [sig ] PGZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:08.198136] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PGZ.txt [2025-09-26T11:13:08.198535] [INFO ] [sig ] [1407/2043] Completed PGZ in 0.3s | 3.75 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:08.198663] [INFO ] [sig ] [1408/2043] Forecasting PH... [2025-09-26T11:13:08.198775] [INFO ] [sig ] Generating forecast for: PH [2025-09-26T11:13:08.198877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-09-26T11:13:08.211435] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PH'. [2025-09-26T11:13:08.212025] [INFO ] [FORECASTER] Starting predict_future for PH [2025-09-26T11:13:08.245807] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:08.247251] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-09-26T11:13:08.247397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:08.247494] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:08.247580] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:08.247718] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:08.278055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:08.279328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:08.279501] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:08.279579] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:08.325030] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:08.325253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:08.325313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:08.325350] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:08.330338] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=90.99%) [2025-09-26T11:13:08.330834] [INFO ] [FORECASTER] Completed predict_future for PH [2025-09-26T11:13:08.331016] [INFO ] [sig ] PH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:08.574557] [INFO ] [LOCAL ] Saved forecast: PH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PH.txt [2025-09-26T11:13:08.575009] [INFO ] [sig ] [1408/2043] Completed PH in 0.4s | 3.75 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:08.575116] [INFO ] [sig ] [1409/2043] Forecasting PHD... [2025-09-26T11:13:08.575214] [INFO ] [sig ] Generating forecast for: PHD [2025-09-26T11:13:08.575307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHD' from 'https://tdm.silogroup.org/data/derivative_storage/PHD.csv'. [2025-09-26T11:13:08.591111] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHD'. [2025-09-26T11:13:08.596464] [INFO ] [FORECASTER] Starting predict_future for PHD [2025-09-26T11:13:08.648621] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:08.649783] [DEBUG] [LOCAL ] No optimal features file found for PHD: ./output/feature-sets/PHD.txt [2025-09-26T11:13:08.649879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:08.649954] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:08.650023] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:08.650137] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:08.673543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:08.674800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:08.674979] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:08.675075] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:08.726192] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:08.726401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:08.726469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:08.726512] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:08.731045] [DEBUG] [FORECASTER] PHD: Forecast T+1@11:T+2@11: UP (p=51.08%) [2025-09-26T11:13:08.731557] [INFO ] [FORECASTER] Completed predict_future for PHD [2025-09-26T11:13:08.731838] [INFO ] [sig ] PHD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:08.952496] [INFO ] [LOCAL ] Saved forecast: PHD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PHD.txt [2025-09-26T11:13:08.952999] [INFO ] [sig ] [1409/2043] Completed PHD in 0.4s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:08.953097] [INFO ] [sig ] [1410/2043] Forecasting PHG... [2025-09-26T11:13:08.953189] [INFO ] [sig ] Generating forecast for: PHG [2025-09-26T11:13:08.953314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-09-26T11:13:08.967029] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHG'. [2025-09-26T11:13:08.967624] [INFO ] [FORECASTER] Starting predict_future for PHG [2025-09-26T11:13:08.999289] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:09.000353] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-09-26T11:13:09.000445] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:09.000528] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:09.000597] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:09.000721] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:09.019921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:09.020859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:09.020975] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:09.021047] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:09.058245] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:09.058443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:09.058492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:09.058527] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:09.062611] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=96.51%) [2025-09-26T11:13:09.063076] [INFO ] [FORECASTER] Completed predict_future for PHG [2025-09-26T11:13:09.063270] [INFO ] [sig ] PHG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:09.230217] [INFO ] [LOCAL ] Saved forecast: PHG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PHG.txt [2025-09-26T11:13:09.230528] [INFO ] [sig ] [1410/2043] Completed PHG in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:09.230609] [INFO ] [sig ] [1411/2043] Forecasting PHI... [2025-09-26T11:13:09.230702] [INFO ] [sig ] Generating forecast for: PHI [2025-09-26T11:13:09.230775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-09-26T11:13:09.242224] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHI'. [2025-09-26T11:13:09.242770] [INFO ] [FORECASTER] Starting predict_future for PHI [2025-09-26T11:13:09.276967] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:09.278012] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-09-26T11:13:09.278096] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:09.278181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:09.278309] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:09.278454] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:09.304143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:09.305186] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:09.305324] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:09.305432] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:09.343955] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:09.344168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:09.344221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:09.344259] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:09.348938] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=9.89%) [2025-09-26T11:13:09.349394] [INFO ] [FORECASTER] Completed predict_future for PHI [2025-09-26T11:13:09.349583] [INFO ] [sig ] PHI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:09.528116] [INFO ] [LOCAL ] Saved forecast: PHI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PHI.txt [2025-09-26T11:13:09.528401] [INFO ] [sig ] [1411/2043] Completed PHI in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:09.528503] [INFO ] [sig ] [1412/2043] Forecasting PHIN... [2025-09-26T11:13:09.528591] [INFO ] [sig ] Generating forecast for: PHIN [2025-09-26T11:13:09.528691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-09-26T11:13:09.540569] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHIN'. [2025-09-26T11:13:09.541242] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-09-26T11:13:09.573799] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:09.574819] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-09-26T11:13:09.574900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:09.574975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:09.575060] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:09.575171] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:09.595467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:09.596435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:09.596563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:09.596634] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:09.637814] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:09.638023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:09.638074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:09.638108] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:09.642007] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=72.68%) [2025-09-26T11:13:09.642407] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-09-26T11:13:09.642615] [INFO ] [sig ] PHIN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:09.805130] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PHIN.txt [2025-09-26T11:13:09.805426] [INFO ] [sig ] [1412/2043] Completed PHIN in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:09.805505] [INFO ] [sig ] [1413/2043] Forecasting PHK... [2025-09-26T11:13:09.805575] [INFO ] [sig ] Generating forecast for: PHK [2025-09-26T11:13:09.805668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-09-26T11:13:09.816748] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHK'. [2025-09-26T11:13:09.817246] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-09-26T11:13:09.843677] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:09.844678] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-09-26T11:13:09.844759] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:09.844831] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:09.844878] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:09.844970] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:09.862962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:09.863699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:09.863810] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:09.863880] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:09.898547] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:09.898762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:09.898829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:09.898865] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:09.902490] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=96.96%) [2025-09-26T11:13:09.902837] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-09-26T11:13:09.903004] [INFO ] [sig ] PHK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:10.060290] [INFO ] [LOCAL ] Saved forecast: PHK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PHK.txt [2025-09-26T11:13:10.060580] [INFO ] [sig ] [1413/2043] Completed PHK in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:10.060683] [INFO ] [sig ] [1414/2043] Forecasting PHR... [2025-09-26T11:13:10.060740] [INFO ] [sig ] Generating forecast for: PHR [2025-09-26T11:13:10.060806] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'. [2025-09-26T11:13:10.071985] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHR'. [2025-09-26T11:13:10.072430] [INFO ] [FORECASTER] Starting predict_future for PHR [2025-09-26T11:13:10.099329] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:10.100301] [DEBUG] [LOCAL ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt [2025-09-26T11:13:10.100381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:10.100455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:10.100525] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:10.100628] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:10.119111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:10.120081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:10.120211] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:10.120290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:10.157232] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:10.157401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:10.157448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:10.157481] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:10.161085] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=99.58%) [2025-09-26T11:13:10.161393] [INFO ] [FORECASTER] Completed predict_future for PHR [2025-09-26T11:13:10.161543] [INFO ] [sig ] PHR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:10.320335] [INFO ] [LOCAL ] Saved forecast: PHR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PHR.txt [2025-09-26T11:13:10.320674] [INFO ] [sig ] [1414/2043] Completed PHR in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:10.320760] [INFO ] [sig ] [1415/2043] Forecasting PHT... [2025-09-26T11:13:10.320833] [INFO ] [sig ] Generating forecast for: PHT [2025-09-26T11:13:10.320908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHT' from 'https://tdm.silogroup.org/data/derivative_storage/PHT.csv'. [2025-09-26T11:13:10.332267] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PHT'. [2025-09-26T11:13:10.332759] [INFO ] [FORECASTER] Starting predict_future for PHT [2025-09-26T11:13:10.361747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:10.362770] [DEBUG] [LOCAL ] No optimal features file found for PHT: ./output/feature-sets/PHT.txt [2025-09-26T11:13:10.362857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:10.362931] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:10.363004] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:10.363103] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:10.382607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:10.383396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:10.383519] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:10.383620] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:10.423448] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:10.423670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:10.423762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:10.423841] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:10.428438] [DEBUG] [FORECASTER] PHT: Forecast T+1@11:T+2@11: UP (p=96.17%) [2025-09-26T11:13:10.428828] [INFO ] [FORECASTER] Completed predict_future for PHT [2025-09-26T11:13:10.429003] [INFO ] [sig ] PHT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:10.585628] [INFO ] [LOCAL ] Saved forecast: PHT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PHT.txt [2025-09-26T11:13:10.585987] [INFO ] [sig ] [1415/2043] Completed PHT in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:10.586084] [INFO ] [sig ] [1416/2043] Forecasting PII... [2025-09-26T11:13:10.586179] [INFO ] [sig ] Generating forecast for: PII [2025-09-26T11:13:10.586274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-09-26T11:13:10.597120] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PII'. [2025-09-26T11:13:10.597515] [INFO ] [FORECASTER] Starting predict_future for PII [2025-09-26T11:13:10.624830] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:10.625828] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-09-26T11:13:10.625919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:10.626018] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:10.626113] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:10.626254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:10.645330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:10.646231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:10.646365] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:10.646455] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:10.685573] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:10.685803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:10.685889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:10.685930] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:10.690258] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: UP (p=78.49%) [2025-09-26T11:13:10.690623] [INFO ] [FORECASTER] Completed predict_future for PII [2025-09-26T11:13:10.690851] [INFO ] [sig ] PII: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:10.839895] [INFO ] [LOCAL ] Saved forecast: PII 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PII.txt [2025-09-26T11:13:10.840141] [INFO ] [sig ] [1416/2043] Completed PII in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:10.840218] [INFO ] [sig ] [1417/2043] Forecasting PIM... [2025-09-26T11:13:10.840286] [INFO ] [sig ] Generating forecast for: PIM [2025-09-26T11:13:10.840357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-09-26T11:13:10.849561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PIM'. [2025-09-26T11:13:10.849907] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-09-26T11:13:10.875865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:10.876724] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-09-26T11:13:10.876805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:10.876902] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:10.876972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:10.877073] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:10.895423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:10.896112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:10.896216] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:10.896296] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:10.928146] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:10.928620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:10.928742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:10.928810] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:10.933461] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=91.46%) [2025-09-26T11:13:10.933822] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-09-26T11:13:10.934000] [INFO ] [sig ] PIM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:11.084765] [INFO ] [LOCAL ] Saved forecast: PIM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PIM.txt [2025-09-26T11:13:11.085096] [INFO ] [sig ] [1417/2043] Completed PIM in 0.2s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:11.085179] [INFO ] [sig ] [1418/2043] Forecasting PINE... [2025-09-26T11:13:11.085251] [INFO ] [sig ] Generating forecast for: PINE [2025-09-26T11:13:11.085325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-09-26T11:13:11.097135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PINE'. [2025-09-26T11:13:11.097734] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-09-26T11:13:11.130941] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:11.132313] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-09-26T11:13:11.132416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:11.132496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:11.132570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:11.132753] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:11.153059] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:11.153919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:11.154035] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:11.154105] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:11.190843] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:11.191064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:11.191148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:11.191194] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:11.195033] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=9.73%) [2025-09-26T11:13:11.195345] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-09-26T11:13:11.195498] [INFO ] [sig ] PINE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:11.353810] [INFO ] [LOCAL ] Saved forecast: PINE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PINE.txt [2025-09-26T11:13:11.354112] [INFO ] [sig ] [1418/2043] Completed PINE in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:11.354193] [INFO ] [sig ] [1419/2043] Forecasting PINS... [2025-09-26T11:13:11.354264] [INFO ] [sig ] Generating forecast for: PINS [2025-09-26T11:13:11.354339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-09-26T11:13:11.366465] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PINS'. [2025-09-26T11:13:11.366975] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-09-26T11:13:11.394617] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:11.395562] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-09-26T11:13:11.395665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:11.395742] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:11.395825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:11.395953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:11.414599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:11.415377] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:11.415497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:11.415586] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:11.453871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:11.454062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:11.454110] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:11.454145] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:11.457966] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=77.71%) [2025-09-26T11:13:11.458262] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-09-26T11:13:11.458412] [INFO ] [sig ] PINS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:11.606971] [INFO ] [LOCAL ] Saved forecast: PINS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PINS.txt [2025-09-26T11:13:11.607244] [INFO ] [sig ] [1419/2043] Completed PINS in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:11.607323] [INFO ] [sig ] [1420/2043] Forecasting PIPR... [2025-09-26T11:13:11.607414] [INFO ] [sig ] Generating forecast for: PIPR [2025-09-26T11:13:11.607500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'. [2025-09-26T11:13:11.619123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PIPR'. [2025-09-26T11:13:11.619562] [INFO ] [FORECASTER] Starting predict_future for PIPR [2025-09-26T11:13:11.648815] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:11.649734] [DEBUG] [LOCAL ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt [2025-09-26T11:13:11.649844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:11.649900] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:11.649967] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:11.650068] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:11.670893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:11.671895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:11.672010] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:11.672080] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:11.711504] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:11.711739] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:11.711806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:11.711843] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:11.715983] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=92.28%) [2025-09-26T11:13:11.716526] [INFO ] [FORECASTER] Completed predict_future for PIPR [2025-09-26T11:13:11.716737] [INFO ] [sig ] PIPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:11.870446] [INFO ] [LOCAL ] Saved forecast: PIPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PIPR.txt [2025-09-26T11:13:11.870737] [INFO ] [sig ] [1420/2043] Completed PIPR in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:11.870818] [INFO ] [sig ] [1421/2043] Forecasting PJT... [2025-09-26T11:13:11.870888] [INFO ] [sig ] Generating forecast for: PJT [2025-09-26T11:13:11.870957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'. [2025-09-26T11:13:11.881940] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PJT'. [2025-09-26T11:13:11.882277] [INFO ] [FORECASTER] Starting predict_future for PJT [2025-09-26T11:13:11.909495] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:11.910382] [DEBUG] [LOCAL ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt [2025-09-26T11:13:11.910491] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:11.910565] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:11.910636] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:11.910777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:11.930285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:11.930972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:11.931085] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:11.931157] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:11.971120] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:11.971271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:11.971316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:11.971352] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:11.974894] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: UP (p=95.30%) [2025-09-26T11:13:11.975191] [INFO ] [FORECASTER] Completed predict_future for PJT [2025-09-26T11:13:11.975367] [INFO ] [sig ] PJT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:12.129363] [INFO ] [LOCAL ] Saved forecast: PJT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PJT.txt [2025-09-26T11:13:12.129682] [INFO ] [sig ] [1421/2043] Completed PJT in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:12.129764] [INFO ] [sig ] [1422/2043] Forecasting PK... [2025-09-26T11:13:12.129834] [INFO ] [sig ] Generating forecast for: PK [2025-09-26T11:13:12.129906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-09-26T11:13:12.141981] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PK'. [2025-09-26T11:13:12.142458] [INFO ] [FORECASTER] Starting predict_future for PK [2025-09-26T11:13:12.169246] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:12.170220] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-09-26T11:13:12.170302] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:12.170375] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:12.170459] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:12.170603] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:12.189801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:12.190752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:12.190867] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:12.190954] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:12.227500] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:12.227710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:12.227778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:12.227814] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:12.231484] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=67.39%) [2025-09-26T11:13:12.231836] [INFO ] [FORECASTER] Completed predict_future for PK [2025-09-26T11:13:12.232000] [INFO ] [sig ] PK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:12.385141] [INFO ] [LOCAL ] Saved forecast: PK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PK.txt [2025-09-26T11:13:12.385457] [INFO ] [sig ] [1422/2043] Completed PK in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:12.385565] [INFO ] [sig ] [1423/2043] Forecasting PKE... [2025-09-26T11:13:12.385675] [INFO ] [sig ] Generating forecast for: PKE [2025-09-26T11:13:12.385765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-09-26T11:13:12.396900] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PKE'. [2025-09-26T11:13:12.397333] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-09-26T11:13:12.424146] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:12.425078] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-09-26T11:13:12.425159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:12.425231] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:12.425300] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:12.425398] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:12.444830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:12.445572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:12.445728] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:12.445805] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:12.481556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:12.481759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:12.481823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:12.481878] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:12.485551] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=93.07%) [2025-09-26T11:13:12.485895] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-09-26T11:13:12.486052] [INFO ] [sig ] PKE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:12.641920] [INFO ] [LOCAL ] Saved forecast: PKE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PKE.txt [2025-09-26T11:13:12.642212] [INFO ] [sig ] [1423/2043] Completed PKE in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:12.642288] [INFO ] [sig ] [1424/2043] Forecasting PKG... [2025-09-26T11:13:12.642357] [INFO ] [sig ] Generating forecast for: PKG [2025-09-26T11:13:12.642428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-09-26T11:13:12.653847] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PKG'. [2025-09-26T11:13:12.654267] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-09-26T11:13:12.681448] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:12.682422] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-09-26T11:13:12.682505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:12.682578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:12.682670] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:12.682775] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:12.701474] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:12.702148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:12.702336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:12.702408] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:12.736909] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:12.737073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:12.737122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:12.737157] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:12.740879] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=22.77%) [2025-09-26T11:13:12.741179] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-09-26T11:13:12.741322] [INFO ] [sig ] PKG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:12.896255] [INFO ] [LOCAL ] Saved forecast: PKG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PKG.txt [2025-09-26T11:13:12.896548] [INFO ] [sig ] [1424/2043] Completed PKG in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:12.896632] [INFO ] [sig ] [1425/2043] Forecasting PKST... [2025-09-26T11:13:12.896747] [INFO ] [sig ] Generating forecast for: PKST [2025-09-26T11:13:12.896847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'. [2025-09-26T11:13:12.908118] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PKST'. [2025-09-26T11:13:12.908538] [INFO ] [FORECASTER] Starting predict_future for PKST [2025-09-26T11:13:12.935561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:12.936475] [DEBUG] [LOCAL ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt [2025-09-26T11:13:12.936558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:12.936632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:12.936725] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:12.936861] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:12.957242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:12.958248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:12.958382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:12.958470] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:12.996548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:12.996668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:12.996739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:12.996778] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:13.000087] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: DOWN (p=28.70%) [2025-09-26T11:13:13.000365] [INFO ] [FORECASTER] Completed predict_future for PKST [2025-09-26T11:13:13.000514] [INFO ] [sig ] PKST: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:13.153750] [INFO ] [LOCAL ] Saved forecast: PKST 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PKST.txt [2025-09-26T11:13:13.153998] [INFO ] [sig ] [1425/2043] Completed PKST in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.8m [2025-09-26T11:13:13.154077] [INFO ] [sig ] [1426/2043] Forecasting PKX... [2025-09-26T11:13:13.154147] [INFO ] [sig ] Generating forecast for: PKX [2025-09-26T11:13:13.154217] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-09-26T11:13:13.164894] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PKX'. [2025-09-26T11:13:13.165230] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-09-26T11:13:13.191674] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:13.192503] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-09-26T11:13:13.192581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:13.192689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:13.192760] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:13.192859] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:13.212042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:13.212632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:13.212760] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:13.212834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:13.250864] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:13.250990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:13.251037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:13.251071] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:13.254351] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=8.84%) [2025-09-26T11:13:13.254639] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-09-26T11:13:13.254826] [INFO ] [sig ] PKX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:13.407452] [INFO ] [LOCAL ] Saved forecast: PKX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PKX.txt [2025-09-26T11:13:13.407731] [INFO ] [sig ] [1426/2043] Completed PKX in 0.3s | 3.74 sym/s | Total: 6.3m | ETA: 2.7m [2025-09-26T11:13:13.407812] [INFO ] [sig ] [1427/2043] Forecasting PL... [2025-09-26T11:13:13.407882] [INFO ] [sig ] Generating forecast for: PL [2025-09-26T11:13:13.407953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-09-26T11:13:13.421551] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PL'. [2025-09-26T11:13:13.422135] [INFO ] [FORECASTER] Starting predict_future for PL [2025-09-26T11:13:13.459453] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:13.460589] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-09-26T11:13:13.460703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:13.460803] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:13.460899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:13.461007] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:13.483964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:13.484969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:13.485087] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:13.485169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:13.518437] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:13.518571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:13.518613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:13.518673] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:13.522063] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=87.60%) [2025-09-26T11:13:13.522348] [INFO ] [FORECASTER] Completed predict_future for PL [2025-09-26T11:13:13.522486] [INFO ] [sig ] PL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:13.674369] [INFO ] [LOCAL ] Saved forecast: PL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PL.txt [2025-09-26T11:13:13.674725] [INFO ] [sig ] [1427/2043] Completed PL in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:13.674808] [INFO ] [sig ] [1428/2043] Forecasting PLD... [2025-09-26T11:13:13.674914] [INFO ] [sig ] Generating forecast for: PLD [2025-09-26T11:13:13.675001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-09-26T11:13:13.692335] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PLD'. [2025-09-26T11:13:13.692839] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-09-26T11:13:13.721409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:13.722341] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-09-26T11:13:13.722422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:13.722495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:13.722565] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:13.722686] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:13.743461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:13.744380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:13.744499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:13.744569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:13.785997] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:13.786199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:13.786250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:13.786287] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:13.790151] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=94.83%) [2025-09-26T11:13:13.790459] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-09-26T11:13:13.790603] [INFO ] [sig ] PLD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:13.956578] [INFO ] [LOCAL ] Saved forecast: PLD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PLD.txt [2025-09-26T11:13:13.956930] [INFO ] [sig ] [1428/2043] Completed PLD in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:13.957032] [INFO ] [sig ] [1429/2043] Forecasting PLNT... [2025-09-26T11:13:13.957116] [INFO ] [sig ] Generating forecast for: PLNT [2025-09-26T11:13:13.957192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'. [2025-09-26T11:13:13.969705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PLNT'. [2025-09-26T11:13:13.970248] [INFO ] [FORECASTER] Starting predict_future for PLNT [2025-09-26T11:13:14.000430] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:14.001388] [DEBUG] [LOCAL ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt [2025-09-26T11:13:14.001469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:14.001544] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:14.001627] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:14.001777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:14.022678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:14.023664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:14.023787] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:14.023894] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:14.070619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:14.070852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:14.070904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:14.070940] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:14.074903] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-09-26T11:13:14.075299] [INFO ] [FORECASTER] Completed predict_future for PLNT [2025-09-26T11:13:14.075453] [INFO ] [sig ] PLNT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:14.240373] [INFO ] [LOCAL ] Saved forecast: PLNT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PLNT.txt [2025-09-26T11:13:14.240764] [INFO ] [sig ] [1429/2043] Completed PLNT in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:14.240850] [INFO ] [sig ] [1430/2043] Forecasting PLOW... [2025-09-26T11:13:14.240936] [INFO ] [sig ] Generating forecast for: PLOW [2025-09-26T11:13:14.241023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'. [2025-09-26T11:13:14.253006] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PLOW'. [2025-09-26T11:13:14.253473] [INFO ] [FORECASTER] Starting predict_future for PLOW [2025-09-26T11:13:14.286062] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:14.287120] [DEBUG] [LOCAL ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt [2025-09-26T11:13:14.287202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:14.287275] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:14.287356] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:14.287470] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:14.308780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:14.309952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:14.310066] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:14.310149] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:14.356803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:14.357123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:14.357179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:14.357236] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:14.361672] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=23.65%) [2025-09-26T11:13:14.362057] [INFO ] [FORECASTER] Completed predict_future for PLOW [2025-09-26T11:13:14.362240] [INFO ] [sig ] PLOW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:14.512229] [INFO ] [LOCAL ] Saved forecast: PLOW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PLOW.txt [2025-09-26T11:13:14.512591] [INFO ] [sig ] [1430/2043] Completed PLOW in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:14.512701] [INFO ] [sig ] [1431/2043] Forecasting PLYM... [2025-09-26T11:13:14.512774] [INFO ] [sig ] Generating forecast for: PLYM [2025-09-26T11:13:14.512847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-09-26T11:13:14.523850] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PLYM'. [2025-09-26T11:13:14.524365] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-09-26T11:13:14.553716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:14.554791] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-09-26T11:13:14.554885] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:14.554959] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:14.555030] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:14.555133] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:14.573639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:14.574615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:14.574765] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:14.574834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:14.619100] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:14.619295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:14.619342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:14.619378] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:14.623063] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: UP (p=99.43%) [2025-09-26T11:13:14.623368] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-09-26T11:13:14.623526] [INFO ] [sig ] PLYM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:14.779912] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PLYM.txt [2025-09-26T11:13:14.780227] [INFO ] [sig ] [1431/2043] Completed PLYM in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:14.780307] [INFO ] [sig ] [1432/2043] Forecasting PML... [2025-09-26T11:13:14.780378] [INFO ] [sig ] Generating forecast for: PML [2025-09-26T11:13:14.780451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-09-26T11:13:14.791943] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PML'. [2025-09-26T11:13:14.792408] [INFO ] [FORECASTER] Starting predict_future for PML [2025-09-26T11:13:14.823111] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:14.824204] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-09-26T11:13:14.824293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:14.824368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:14.824439] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:14.824543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:14.844153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:14.845127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:14.845244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:14.845317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:14.883370] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:14.883549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:14.883595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:14.883628] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:14.887276] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=49.54%) [2025-09-26T11:13:14.887571] [INFO ] [FORECASTER] Completed predict_future for PML [2025-09-26T11:13:14.887757] [INFO ] [sig ] PML: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:15.041986] [INFO ] [LOCAL ] Saved forecast: PML 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PML.txt [2025-09-26T11:13:15.042261] [INFO ] [sig ] [1432/2043] Completed PML in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:15.042340] [INFO ] [sig ] [1433/2043] Forecasting PMM... [2025-09-26T11:13:15.042410] [INFO ] [sig ] Generating forecast for: PMM [2025-09-26T11:13:15.042481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-09-26T11:13:15.052453] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PMM'. [2025-09-26T11:13:15.052882] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-09-26T11:13:15.080810] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:15.081678] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-09-26T11:13:15.081757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:15.081831] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:15.081900] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:15.082000] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:15.100916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:15.101783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:15.101898] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:15.101969] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:15.140551] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:15.140779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:15.140844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:15.140880] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:15.144569] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=69.56%) [2025-09-26T11:13:15.144913] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-09-26T11:13:15.145074] [INFO ] [sig ] PMM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:15.293587] [INFO ] [LOCAL ] Saved forecast: PMM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PMM.txt [2025-09-26T11:13:15.293933] [INFO ] [sig ] [1433/2043] Completed PMM in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:15.294013] [INFO ] [sig ] [1434/2043] Forecasting PMO... [2025-09-26T11:13:15.294083] [INFO ] [sig ] Generating forecast for: PMO [2025-09-26T11:13:15.294156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-09-26T11:13:15.305165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PMO'. [2025-09-26T11:13:15.305512] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-09-26T11:13:15.332172] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:15.333062] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-09-26T11:13:15.333140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:15.333211] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:15.333279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:15.333378] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:15.351500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:15.352328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:15.352443] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:15.352511] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:15.388827] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:15.389033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:15.389082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:15.389116] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:15.392861] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=0.20%) [2025-09-26T11:13:15.393156] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-09-26T11:13:15.393306] [INFO ] [sig ] PMO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:15.547901] [INFO ] [LOCAL ] Saved forecast: PMO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PMO.txt [2025-09-26T11:13:15.548186] [INFO ] [sig ] [1434/2043] Completed PMO in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:15.548266] [INFO ] [sig ] [1435/2043] Forecasting PMT... [2025-09-26T11:13:15.548315] [INFO ] [sig ] Generating forecast for: PMT [2025-09-26T11:13:15.548379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'. [2025-09-26T11:13:15.560060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PMT'. [2025-09-26T11:13:15.560482] [INFO ] [FORECASTER] Starting predict_future for PMT [2025-09-26T11:13:15.587885] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:15.588904] [DEBUG] [LOCAL ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt [2025-09-26T11:13:15.588987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:15.589062] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:15.589132] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:15.589232] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:15.608826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:15.609875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:15.609995] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:15.610079] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:15.649215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:15.649398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:15.649446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:15.649481] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:15.653121] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: UP (p=97.23%) [2025-09-26T11:13:15.653430] [INFO ] [FORECASTER] Completed predict_future for PMT [2025-09-26T11:13:15.653584] [INFO ] [sig ] PMT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:15.806730] [INFO ] [LOCAL ] Saved forecast: PMT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PMT.txt [2025-09-26T11:13:15.807088] [INFO ] [sig ] [1435/2043] Completed PMT in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:15.807180] [INFO ] [sig ] [1436/2043] Forecasting PNI... [2025-09-26T11:13:15.807252] [INFO ] [sig ] Generating forecast for: PNI [2025-09-26T11:13:15.807324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-09-26T11:13:15.820670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PNI'. [2025-09-26T11:13:15.821368] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-09-26T11:13:15.860865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:15.862622] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-09-26T11:13:15.862771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:15.862868] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:15.862963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:15.863149] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:15.894626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:15.895745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:15.895878] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:15.895971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:15.942566] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:15.942842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:15.942965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:15.943050] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:15.949032] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=0.10%) [2025-09-26T11:13:15.949551] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-09-26T11:13:15.949819] [INFO ] [sig ] PNI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:16.148024] [INFO ] [LOCAL ] Saved forecast: PNI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PNI.txt [2025-09-26T11:13:16.148459] [INFO ] [sig ] [1436/2043] Completed PNI in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:16.148569] [INFO ] [sig ] [1437/2043] Forecasting PNNT... [2025-09-26T11:13:16.148687] [INFO ] [sig ] Generating forecast for: PNNT [2025-09-26T11:13:16.148804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'. [2025-09-26T11:13:16.162503] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PNNT'. [2025-09-26T11:13:16.163136] [INFO ] [FORECASTER] Starting predict_future for PNNT [2025-09-26T11:13:16.200928] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:16.202457] [DEBUG] [LOCAL ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt [2025-09-26T11:13:16.202565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:16.202683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:16.202776] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:16.202927] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:16.235599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:16.236883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:16.237047] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:16.237146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:16.287284] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:16.287477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:16.287568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:16.287682] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:16.293142] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=37.90%) [2025-09-26T11:13:16.293610] [INFO ] [FORECASTER] Completed predict_future for PNNT [2025-09-26T11:13:16.293874] [INFO ] [sig ] PNNT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:16.465764] [INFO ] [LOCAL ] Saved forecast: PNNT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PNNT.txt [2025-09-26T11:13:16.466047] [INFO ] [sig ] [1437/2043] Completed PNNT in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:16.466126] [INFO ] [sig ] [1438/2043] Forecasting PNW... [2025-09-26T11:13:16.466198] [INFO ] [sig ] Generating forecast for: PNW [2025-09-26T11:13:16.466273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'. [2025-09-26T11:13:16.476617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PNW'. [2025-09-26T11:13:16.477014] [INFO ] [FORECASTER] Starting predict_future for PNW [2025-09-26T11:13:16.504011] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:16.504915] [DEBUG] [LOCAL ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt [2025-09-26T11:13:16.504997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:16.505070] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:16.505139] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:16.505236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:16.523143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:16.523804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:16.523915] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:16.523986] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:16.561029] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:16.561161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:16.561206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:16.561242] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:16.564727] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: UP (p=75.11%) [2025-09-26T11:13:16.565020] [INFO ] [FORECASTER] Completed predict_future for PNW [2025-09-26T11:13:16.565163] [INFO ] [sig ] PNW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:16.718099] [INFO ] [LOCAL ] Saved forecast: PNW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PNW.txt [2025-09-26T11:13:16.718390] [INFO ] [sig ] [1438/2043] Completed PNW in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:16.718468] [INFO ] [sig ] [1439/2043] Forecasting POR... [2025-09-26T11:13:16.718535] [INFO ] [sig ] Generating forecast for: POR [2025-09-26T11:13:16.718600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'. [2025-09-26T11:13:16.729463] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'POR'. [2025-09-26T11:13:16.729864] [INFO ] [FORECASTER] Starting predict_future for POR [2025-09-26T11:13:16.756053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:16.757012] [DEBUG] [LOCAL ] No optimal features file found for POR: ./output/feature-sets/POR.txt [2025-09-26T11:13:16.757091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:16.757166] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:16.757235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:16.757333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:16.775812] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:16.776456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:16.776564] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:16.776633] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:16.817232] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:16.817437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:16.817485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:16.817523] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:16.821191] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: DOWN (p=19.24%) [2025-09-26T11:13:16.821479] [INFO ] [FORECASTER] Completed predict_future for POR [2025-09-26T11:13:16.821617] [INFO ] [sig ] POR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:16.969154] [INFO ] [LOCAL ] Saved forecast: POR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/POR.txt [2025-09-26T11:13:16.969431] [INFO ] [sig ] [1439/2043] Completed POR in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:16.969510] [INFO ] [sig ] [1440/2043] Forecasting POST... [2025-09-26T11:13:16.969580] [INFO ] [sig ] Generating forecast for: POST [2025-09-26T11:13:16.969671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'. [2025-09-26T11:13:16.980724] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'POST'. [2025-09-26T11:13:16.981194] [INFO ] [FORECASTER] Starting predict_future for POST [2025-09-26T11:13:17.010417] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:17.011385] [DEBUG] [LOCAL ] No optimal features file found for POST: ./output/feature-sets/POST.txt [2025-09-26T11:13:17.011466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:17.011541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:17.011610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:17.011733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:17.034637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:17.035679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:17.035803] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:17.035876] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:17.075364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:17.075583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:17.075632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:17.075717] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:17.079994] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: UP (p=93.92%) [2025-09-26T11:13:17.080314] [INFO ] [FORECASTER] Completed predict_future for POST [2025-09-26T11:13:17.080502] [INFO ] [sig ] POST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:17.246231] [INFO ] [LOCAL ] Saved forecast: POST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/POST.txt [2025-09-26T11:13:17.246535] [INFO ] [sig ] [1440/2043] Completed POST in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:17.246615] [INFO ] [sig ] [1441/2043] Forecasting PPG... [2025-09-26T11:13:17.246704] [INFO ] [sig ] Generating forecast for: PPG [2025-09-26T11:13:17.246773] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-09-26T11:13:17.259792] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PPG'. [2025-09-26T11:13:17.260299] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-09-26T11:13:17.287439] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:17.288442] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-09-26T11:13:17.288524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:17.288600] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:17.288692] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:17.288792] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:17.307407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:17.308230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:17.308350] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:17.308418] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:17.340664] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:17.340867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:17.340918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:17.340956] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:17.344684] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=21.28%) [2025-09-26T11:13:17.345013] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-09-26T11:13:17.345173] [INFO ] [sig ] PPG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:17.497369] [INFO ] [LOCAL ] Saved forecast: PPG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PPG.txt [2025-09-26T11:13:17.497685] [INFO ] [sig ] [1441/2043] Completed PPG in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:17.497769] [INFO ] [sig ] [1442/2043] Forecasting PPT... [2025-09-26T11:13:17.497840] [INFO ] [sig ] Generating forecast for: PPT [2025-09-26T11:13:17.497911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'. [2025-09-26T11:13:17.508937] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PPT'. [2025-09-26T11:13:17.509359] [INFO ] [FORECASTER] Starting predict_future for PPT [2025-09-26T11:13:17.537059] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:17.538095] [DEBUG] [LOCAL ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt [2025-09-26T11:13:17.538181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:17.538256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:17.538324] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:17.538435] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:17.557730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:17.558701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:17.558828] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:17.558898] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:17.589280] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:17.589466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:17.589522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:17.589565] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:17.593381] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: DOWN (p=17.47%) [2025-09-26T11:13:17.593710] [INFO ] [FORECASTER] Completed predict_future for PPT [2025-09-26T11:13:17.593900] [INFO ] [sig ] PPT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:17.745146] [INFO ] [LOCAL ] Saved forecast: PPT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PPT.txt [2025-09-26T11:13:17.745427] [INFO ] [sig ] [1442/2043] Completed PPT in 0.2s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:17.745513] [INFO ] [sig ] [1443/2043] Forecasting PR... [2025-09-26T11:13:17.745583] [INFO ] [sig ] Generating forecast for: PR [2025-09-26T11:13:17.745678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'. [2025-09-26T11:13:17.756128] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PR'. [2025-09-26T11:13:17.756510] [INFO ] [FORECASTER] Starting predict_future for PR [2025-09-26T11:13:17.783639] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:17.784580] [DEBUG] [LOCAL ] No optimal features file found for PR: ./output/feature-sets/PR.txt [2025-09-26T11:13:17.784698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:17.784795] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:17.784888] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:17.785034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:17.803662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:17.804457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:17.804573] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:17.804686] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:17.833297] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:17.833441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:17.833486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:17.833521] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:17.837233] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: DOWN (p=14.47%) [2025-09-26T11:13:17.837577] [INFO ] [FORECASTER] Completed predict_future for PR [2025-09-26T11:13:17.837779] [INFO ] [sig ] PR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:17.995296] [INFO ] [LOCAL ] Saved forecast: PR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PR.txt [2025-09-26T11:13:17.995671] [INFO ] [sig ] [1443/2043] Completed PR in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:17.995758] [INFO ] [sig ] [1444/2043] Forecasting PRA... [2025-09-26T11:13:17.995829] [INFO ] [sig ] Generating forecast for: PRA [2025-09-26T11:13:17.995903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-09-26T11:13:18.006880] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRA'. [2025-09-26T11:13:18.007372] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-09-26T11:13:18.037751] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:18.038842] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-09-26T11:13:18.038942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:18.039042] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:18.039140] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:18.039283] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:18.058796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:18.059943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:18.060152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:18.060239] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:18.094691] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:18.094909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:18.094991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:18.095075] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:18.099524] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=22.17%) [2025-09-26T11:13:18.099913] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-09-26T11:13:18.100095] [INFO ] [sig ] PRA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:18.254497] [INFO ] [LOCAL ] Saved forecast: PRA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRA.txt [2025-09-26T11:13:18.254880] [INFO ] [sig ] [1444/2043] Completed PRA in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:18.254978] [INFO ] [sig ] [1445/2043] Forecasting PRG... [2025-09-26T11:13:18.255076] [INFO ] [sig ] Generating forecast for: PRG [2025-09-26T11:13:18.255178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-09-26T11:13:18.265838] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRG'. [2025-09-26T11:13:18.266311] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-09-26T11:13:18.292733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:18.293708] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-09-26T11:13:18.293799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:18.293896] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:18.293984] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:18.294128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:18.312461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:18.313464] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:18.313619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:18.313746] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:18.352961] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:18.353155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:18.353205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:18.353242] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:18.357175] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=85.43%) [2025-09-26T11:13:18.357513] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-09-26T11:13:18.357696] [INFO ] [sig ] PRG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:18.510310] [INFO ] [LOCAL ] Saved forecast: PRG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PRG.txt [2025-09-26T11:13:18.510619] [INFO ] [sig ] [1445/2043] Completed PRG in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:18.510723] [INFO ] [sig ] [1446/2043] Forecasting PRGO... [2025-09-26T11:13:18.510792] [INFO ] [sig ] Generating forecast for: PRGO [2025-09-26T11:13:18.510864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-09-26T11:13:18.521608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRGO'. [2025-09-26T11:13:18.522053] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-09-26T11:13:18.548277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:18.549221] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-09-26T11:13:18.549300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:18.549371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:18.549436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:18.549534] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:18.567932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:18.569008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:18.569123] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:18.569189] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:18.607104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:18.607306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:18.607357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:18.607393] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:18.611455] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=47.81%) [2025-09-26T11:13:18.611858] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-09-26T11:13:18.612034] [INFO ] [sig ] PRGO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:18.766225] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRGO.txt [2025-09-26T11:13:18.766536] [INFO ] [sig ] [1446/2043] Completed PRGO in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:18.766614] [INFO ] [sig ] [1447/2043] Forecasting PRH... [2025-09-26T11:13:18.766708] [INFO ] [sig ] Generating forecast for: PRH [2025-09-26T11:13:18.766780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-09-26T11:13:18.777296] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRH'. [2025-09-26T11:13:18.777773] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-09-26T11:13:18.805673] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:18.806593] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-09-26T11:13:18.806701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:18.806777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:18.806869] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:18.806971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:18.826158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:18.827123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:18.827241] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:18.827309] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:18.861558] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:18.861786] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:18.861865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:18.861906] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:18.865763] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=4.29%) [2025-09-26T11:13:18.866090] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-09-26T11:13:18.866240] [INFO ] [sig ] PRH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:19.021958] [INFO ] [LOCAL ] Saved forecast: PRH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRH.txt [2025-09-26T11:13:19.022228] [INFO ] [sig ] [1447/2043] Completed PRH in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.7m [2025-09-26T11:13:19.022305] [INFO ] [sig ] [1448/2043] Forecasting PRI... [2025-09-26T11:13:19.022377] [INFO ] [sig ] Generating forecast for: PRI [2025-09-26T11:13:19.022460] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-09-26T11:13:19.033522] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRI'. [2025-09-26T11:13:19.034010] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-09-26T11:13:19.061709] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:19.062783] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-09-26T11:13:19.062865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:19.062943] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:19.063013] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:19.063115] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:19.082041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:19.082730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:19.082840] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:19.082911] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:19.115068] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:19.115260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:19.115318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:19.115355] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:19.119397] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=3.22%) [2025-09-26T11:13:19.119793] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-09-26T11:13:19.119957] [INFO ] [sig ] PRI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:19.276044] [INFO ] [LOCAL ] Saved forecast: PRI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRI.txt [2025-09-26T11:13:19.276363] [INFO ] [sig ] [1448/2043] Completed PRI in 0.3s | 3.74 sym/s | Total: 6.4m | ETA: 2.6m [2025-09-26T11:13:19.276447] [INFO ] [sig ] [1449/2043] Forecasting PRIM... [2025-09-26T11:13:19.276520] [INFO ] [sig ] Generating forecast for: PRIM [2025-09-26T11:13:19.276594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-09-26T11:13:19.287271] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRIM'. [2025-09-26T11:13:19.287705] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-09-26T11:13:19.314081] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:19.314990] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-09-26T11:13:19.315071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:19.315130] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:19.315196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:19.315296] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:19.334252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:19.335053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:19.335166] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:19.335240] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:19.370858] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:19.371019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:19.371064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:19.371098] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:19.374613] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=50.49%) [2025-09-26T11:13:19.374931] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-09-26T11:13:19.375079] [INFO ] [sig ] PRIM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:19.525751] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PRIM.txt [2025-09-26T11:13:19.526019] [INFO ] [sig ] [1449/2043] Completed PRIM in 0.2s | 3.74 sym/s | Total: 6.4m | ETA: 2.6m [2025-09-26T11:13:19.526105] [INFO ] [sig ] [1450/2043] Forecasting PRKS... [2025-09-26T11:13:19.526175] [INFO ] [sig ] Generating forecast for: PRKS [2025-09-26T11:13:19.526247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRKS' from 'https://tdm.silogroup.org/data/derivative_storage/PRKS.csv'. [2025-09-26T11:13:19.536567] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRKS'. [2025-09-26T11:13:19.537029] [INFO ] [FORECASTER] Starting predict_future for PRKS [2025-09-26T11:13:19.564428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:19.565339] [DEBUG] [LOCAL ] No optimal features file found for PRKS: ./output/feature-sets/PRKS.txt [2025-09-26T11:13:19.565421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:19.565495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:19.565577] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:19.565752] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:19.585181] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:19.586035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:19.586148] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:19.586235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:19.622881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:19.623050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:19.623095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:19.623129] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:19.626933] [DEBUG] [FORECASTER] PRKS: Forecast T+1@11:T+2@11: DOWN (p=0.19%) [2025-09-26T11:13:19.627226] [INFO ] [FORECASTER] Completed predict_future for PRKS [2025-09-26T11:13:19.627370] [INFO ] [sig ] PRKS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:19.779369] [INFO ] [LOCAL ] Saved forecast: PRKS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRKS.txt [2025-09-26T11:13:19.779712] [INFO ] [sig ] [1450/2043] Completed PRKS in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:19.779802] [INFO ] [sig ] [1451/2043] Forecasting PRLB... [2025-09-26T11:13:19.779885] [INFO ] [sig ] Generating forecast for: PRLB [2025-09-26T11:13:19.779969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-09-26T11:13:19.790439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRLB'. [2025-09-26T11:13:19.790908] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-09-26T11:13:19.818394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:19.819330] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-09-26T11:13:19.819412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:19.819486] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:19.819555] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:19.819676] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:19.838920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:19.839697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:19.839824] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:19.839895] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:19.869174] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:19.869322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:19.869368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:19.869416] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:19.873338] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-09-26T11:13:19.873674] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-09-26T11:13:19.873888] [INFO ] [sig ] PRLB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:20.033347] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRLB.txt [2025-09-26T11:13:20.033793] [INFO ] [sig ] [1451/2043] Completed PRLB in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:20.033892] [INFO ] [sig ] [1452/2043] Forecasting PRM... [2025-09-26T11:13:20.033975] [INFO ] [sig ] Generating forecast for: PRM [2025-09-26T11:13:20.034061] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-09-26T11:13:20.045181] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRM'. [2025-09-26T11:13:20.045678] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-09-26T11:13:20.071875] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:20.072774] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-09-26T11:13:20.072853] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:20.072924] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:20.072993] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:20.073090] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:20.090963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:20.091697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:20.091835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:20.091905] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:20.128441] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:20.128619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:20.128731] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:20.128792] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:20.132478] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=23.89%) [2025-09-26T11:13:20.132853] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-09-26T11:13:20.133023] [INFO ] [sig ] PRM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:20.282557] [INFO ] [LOCAL ] Saved forecast: PRM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRM.txt [2025-09-26T11:13:20.282870] [INFO ] [sig ] [1452/2043] Completed PRM in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:20.282951] [INFO ] [sig ] [1453/2043] Forecasting PRMB... [2025-09-26T11:13:20.283021] [INFO ] [sig ] Generating forecast for: PRMB [2025-09-26T11:13:20.283093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRMB' from 'https://tdm.silogroup.org/data/derivative_storage/PRMB.csv'. [2025-09-26T11:13:20.292957] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRMB'. [2025-09-26T11:13:20.293343] [INFO ] [FORECASTER] Starting predict_future for PRMB [2025-09-26T11:13:20.319169] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:20.320075] [DEBUG] [LOCAL ] No optimal features file found for PRMB: ./output/feature-sets/PRMB.txt [2025-09-26T11:13:20.320156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:20.320228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:20.320297] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:20.320394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:20.338072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:20.338787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:20.338894] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:20.338961] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:20.377101] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:20.377253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:20.377298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:20.377332] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:20.380785] [DEBUG] [FORECASTER] PRMB: Forecast T+1@11:T+2@11: UP (p=88.76%) [2025-09-26T11:13:20.381078] [INFO ] [FORECASTER] Completed predict_future for PRMB [2025-09-26T11:13:20.381223] [INFO ] [sig ] PRMB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:20.526671] [INFO ] [LOCAL ] Saved forecast: PRMB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PRMB.txt [2025-09-26T11:13:20.527009] [INFO ] [sig ] [1453/2043] Completed PRMB in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:20.527091] [INFO ] [sig ] [1454/2043] Forecasting PRO... [2025-09-26T11:13:20.527161] [INFO ] [sig ] Generating forecast for: PRO [2025-09-26T11:13:20.527232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-09-26T11:13:20.537574] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRO'. [2025-09-26T11:13:20.537944] [INFO ] [FORECASTER] Starting predict_future for PRO [2025-09-26T11:13:20.563874] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:20.564726] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-09-26T11:13:20.564805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:20.564876] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:20.564944] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:20.565043] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:20.582457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:20.583089] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:20.583195] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:20.583261] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:20.618872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:20.619033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:20.619077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:20.619110] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:20.622674] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: UP (p=92.44%) [2025-09-26T11:13:20.622974] [INFO ] [FORECASTER] Completed predict_future for PRO [2025-09-26T11:13:20.623119] [INFO ] [sig ] PRO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:20.770112] [INFO ] [LOCAL ] Saved forecast: PRO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PRO.txt [2025-09-26T11:13:20.770426] [INFO ] [sig ] [1454/2043] Completed PRO in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:20.770505] [INFO ] [sig ] [1455/2043] Forecasting PRT... [2025-09-26T11:13:20.770576] [INFO ] [sig ] Generating forecast for: PRT [2025-09-26T11:13:20.770672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'. [2025-09-26T11:13:20.780479] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRT'. [2025-09-26T11:13:20.780863] [INFO ] [FORECASTER] Starting predict_future for PRT [2025-09-26T11:13:20.807092] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:20.807989] [DEBUG] [LOCAL ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt [2025-09-26T11:13:20.808066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:20.808147] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:20.808216] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:20.808314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:20.826670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:20.827412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:20.827524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:20.827593] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:20.862563] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:20.862779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:20.862845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:20.862882] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:20.866609] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: UP (p=90.40%) [2025-09-26T11:13:20.867039] [INFO ] [FORECASTER] Completed predict_future for PRT [2025-09-26T11:13:20.867213] [INFO ] [sig ] PRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:21.014131] [INFO ] [LOCAL ] Saved forecast: PRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PRT.txt [2025-09-26T11:13:21.014425] [INFO ] [sig ] [1455/2043] Completed PRT in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:21.014548] [INFO ] [sig ] [1456/2043] Forecasting PRU... [2025-09-26T11:13:21.014618] [INFO ] [sig ] Generating forecast for: PRU [2025-09-26T11:13:21.014722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'. [2025-09-26T11:13:21.025609] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PRU'. [2025-09-26T11:13:21.026035] [INFO ] [FORECASTER] Starting predict_future for PRU [2025-09-26T11:13:21.051756] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:21.052587] [DEBUG] [LOCAL ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt [2025-09-26T11:13:21.052689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:21.052763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:21.052832] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:21.052929] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:21.070836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:21.071500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:21.071610] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:21.071700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:21.108951] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:21.109093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:21.109135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:21.109169] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:21.112588] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: DOWN (p=23.30%) [2025-09-26T11:13:21.112902] [INFO ] [FORECASTER] Completed predict_future for PRU [2025-09-26T11:13:21.113052] [INFO ] [sig ] PRU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:21.259106] [INFO ] [LOCAL ] Saved forecast: PRU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PRU.txt [2025-09-26T11:13:21.259360] [INFO ] [sig ] [1456/2043] Completed PRU in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:21.259437] [INFO ] [sig ] [1457/2043] Forecasting PSA... [2025-09-26T11:13:21.259513] [INFO ] [sig ] Generating forecast for: PSA [2025-09-26T11:13:21.259583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'. [2025-09-26T11:13:21.270117] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSA'. [2025-09-26T11:13:21.270450] [INFO ] [FORECASTER] Starting predict_future for PSA [2025-09-26T11:13:21.296149] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:21.297073] [DEBUG] [LOCAL ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt [2025-09-26T11:13:21.297150] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:21.297222] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:21.297290] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:21.297394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:21.315123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:21.315738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:21.315843] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:21.315912] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:21.352111] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:21.352231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:21.352272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:21.352305] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:21.355592] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: DOWN (p=39.42%) [2025-09-26T11:13:21.355904] [INFO ] [FORECASTER] Completed predict_future for PSA [2025-09-26T11:13:21.356054] [INFO ] [sig ] PSA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:21.502518] [INFO ] [LOCAL ] Saved forecast: PSA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PSA.txt [2025-09-26T11:13:21.502874] [INFO ] [sig ] [1457/2043] Completed PSA in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:21.502960] [INFO ] [sig ] [1458/2043] Forecasting PSBD... [2025-09-26T11:13:21.503032] [INFO ] [sig ] Generating forecast for: PSBD [2025-09-26T11:13:21.503104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'. [2025-09-26T11:13:21.513732] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'PSBD'. [2025-09-26T11:13:21.514128] [INFO ] [FORECASTER] Starting predict_future for PSBD [2025-09-26T11:13:21.540575] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:21.541395] [DEBUG] [LOCAL ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt [2025-09-26T11:13:21.541472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:21.541543] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:21.541610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:21.541730] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:21.560908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:21.561564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:21.561701] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:21.561774] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:21.597578] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:21.597745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:21.597806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:21.597843] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:21.601488] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: UP (p=57.90%) [2025-09-26T11:13:21.601894] [INFO ] [FORECASTER] Completed predict_future for PSBD [2025-09-26T11:13:21.602068] [INFO ] [sig ] PSBD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:21.755286] [INFO ] [LOCAL ] Saved forecast: PSBD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PSBD.txt [2025-09-26T11:13:21.755623] [INFO ] [sig ] [1458/2043] Completed PSBD in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:21.755749] [INFO ] [sig ] [1459/2043] Forecasting PSF... [2025-09-26T11:13:21.755835] [INFO ] [sig ] Generating forecast for: PSF [2025-09-26T11:13:21.755909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-09-26T11:13:21.767438] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSF'. [2025-09-26T11:13:21.767930] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-09-26T11:13:21.795000] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:21.795980] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-09-26T11:13:21.796064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:21.796137] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:21.796207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:21.796307] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:21.815408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:21.816337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:21.816455] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:21.816523] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:21.853511] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:21.853714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:21.853782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:21.853818] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:21.857508] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=78.04%) [2025-09-26T11:13:21.857851] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-09-26T11:13:21.858039] [INFO ] [sig ] PSF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:22.062220] [INFO ] [LOCAL ] Saved forecast: PSF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PSF.txt [2025-09-26T11:13:22.062533] [INFO ] [sig ] [1459/2043] Completed PSF in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:22.062613] [INFO ] [sig ] [1460/2043] Forecasting PSFE... [2025-09-26T11:13:22.062720] [INFO ] [sig ] Generating forecast for: PSFE [2025-09-26T11:13:22.062800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-09-26T11:13:22.074557] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSFE'. [2025-09-26T11:13:22.074960] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-09-26T11:13:22.104059] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:22.105101] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-09-26T11:13:22.105182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:22.105255] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:22.105324] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:22.105424] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:22.123866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:22.124479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:22.124587] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:22.124679] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:22.161595] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:22.161734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:22.161790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:22.161825] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:22.165084] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: DOWN (p=23.32%) [2025-09-26T11:13:22.165360] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-09-26T11:13:22.165500] [INFO ] [sig ] PSFE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:22.311293] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PSFE.txt [2025-09-26T11:13:22.311525] [INFO ] [sig ] [1460/2043] Completed PSFE in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:22.311602] [INFO ] [sig ] [1461/2043] Forecasting PSN... [2025-09-26T11:13:22.311695] [INFO ] [sig ] Generating forecast for: PSN [2025-09-26T11:13:22.311768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-09-26T11:13:22.325615] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSN'. [2025-09-26T11:13:22.325990] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-09-26T11:13:22.351682] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:22.352450] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-09-26T11:13:22.352528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:22.352599] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:22.352691] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:22.352795] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:22.370360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:22.370971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:22.371075] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:22.371186] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:22.408635] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:22.408760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:22.408802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:22.408835] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:22.411959] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=25.84%) [2025-09-26T11:13:22.412226] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-09-26T11:13:22.412367] [INFO ] [sig ] PSN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:22.560770] [INFO ] [LOCAL ] Saved forecast: PSN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PSN.txt [2025-09-26T11:13:22.561016] [INFO ] [sig ] [1461/2043] Completed PSN in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:22.561093] [INFO ] [sig ] [1462/2043] Forecasting PSO... [2025-09-26T11:13:22.561166] [INFO ] [sig ] Generating forecast for: PSO [2025-09-26T11:13:22.561241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-09-26T11:13:22.572705] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSO'. [2025-09-26T11:13:22.573087] [INFO ] [FORECASTER] Starting predict_future for PSO [2025-09-26T11:13:22.599120] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:22.600015] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-09-26T11:13:22.600097] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:22.600170] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:22.600244] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:22.600348] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:22.619004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:22.619583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:22.619712] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:22.619780] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:22.656795] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:22.656944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:22.656990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:22.657024] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:22.660250] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=2.84%) [2025-09-26T11:13:22.660525] [INFO ] [FORECASTER] Completed predict_future for PSO [2025-09-26T11:13:22.660700] [INFO ] [sig ] PSO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:22.816785] [INFO ] [LOCAL ] Saved forecast: PSO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PSO.txt [2025-09-26T11:13:22.817106] [INFO ] [sig ] [1462/2043] Completed PSO in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:22.817193] [INFO ] [sig ] [1463/2043] Forecasting PSQH... [2025-09-26T11:13:22.817265] [INFO ] [sig ] Generating forecast for: PSQH [2025-09-26T11:13:22.817339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-09-26T11:13:22.828247] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSQH'. [2025-09-26T11:13:22.828597] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-09-26T11:13:22.855621] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:22.856480] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-09-26T11:13:22.856559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:22.856632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:22.856724] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:22.856848] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:22.876045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:22.876698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:22.876805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:22.876901] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:22.915470] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:22.915619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:22.915796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:22.915862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:22.919502] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=9.84%) [2025-09-26T11:13:22.919839] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-09-26T11:13:22.919997] [INFO ] [sig ] PSQH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:23.074522] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PSQH.txt [2025-09-26T11:13:23.074779] [INFO ] [sig ] [1463/2043] Completed PSQH in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:23.074862] [INFO ] [sig ] [1464/2043] Forecasting PSTG... [2025-09-26T11:13:23.074943] [INFO ] [sig ] Generating forecast for: PSTG [2025-09-26T11:13:23.075015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-09-26T11:13:23.085882] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSTG'. [2025-09-26T11:13:23.086212] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-09-26T11:13:23.112277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:23.113195] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-09-26T11:13:23.113275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:23.113353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:23.113427] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:23.113548] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:23.132366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:23.132999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:23.133116] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:23.133195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:23.170437] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:23.170548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:23.170589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:23.170623] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:23.174239] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=66.67%) [2025-09-26T11:13:23.174537] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-09-26T11:13:23.174728] [INFO ] [sig ] PSTG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:23.325055] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PSTG.txt [2025-09-26T11:13:23.325322] [INFO ] [sig ] [1464/2043] Completed PSTG in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:23.325404] [INFO ] [sig ] [1465/2043] Forecasting PSTL... [2025-09-26T11:13:23.325476] [INFO ] [sig ] Generating forecast for: PSTL [2025-09-26T11:13:23.325549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-09-26T11:13:23.335703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSTL'. [2025-09-26T11:13:23.336023] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-09-26T11:13:23.362582] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:23.363416] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-09-26T11:13:23.363495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:23.363571] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:23.363640] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:23.363763] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:23.381890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:23.382458] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:23.382562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:23.382631] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:23.419878] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:23.420000] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:23.420043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:23.420076] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:23.423430] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=87.19%) [2025-09-26T11:13:23.423813] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-09-26T11:13:23.423970] [INFO ] [sig ] PSTL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:23.573865] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PSTL.txt [2025-09-26T11:13:23.574128] [INFO ] [sig ] [1465/2043] Completed PSTL in 0.2s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:23.574204] [INFO ] [sig ] [1466/2043] Forecasting PSX... [2025-09-26T11:13:23.574273] [INFO ] [sig ] Generating forecast for: PSX [2025-09-26T11:13:23.574343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-09-26T11:13:23.584215] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PSX'. [2025-09-26T11:13:23.584523] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-09-26T11:13:23.610718] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:23.611504] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-09-26T11:13:23.611584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:23.611680] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:23.611752] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:23.611858] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:23.631034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:23.631691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:23.631800] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:23.631869] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:23.672880] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:23.672996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:23.673039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:23.673073] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:23.676410] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=44.59%) [2025-09-26T11:13:23.676723] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-09-26T11:13:23.676920] [INFO ] [sig ] PSX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:23.831675] [INFO ] [LOCAL ] Saved forecast: PSX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PSX.txt [2025-09-26T11:13:23.832043] [INFO ] [sig ] [1466/2043] Completed PSX in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:23.832134] [INFO ] [sig ] [1467/2043] Forecasting PTA... [2025-09-26T11:13:23.832210] [INFO ] [sig ] Generating forecast for: PTA [2025-09-26T11:13:23.832289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-09-26T11:13:23.843158] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PTA'. [2025-09-26T11:13:23.843536] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-09-26T11:13:23.870441] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:23.871301] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-09-26T11:13:23.871382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:23.871455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:23.871524] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:23.871635] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:23.890564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:23.891210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:23.891316] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:23.891388] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:23.929778] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:23.929918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:23.929965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:23.930000] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:23.933526] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: UP (p=99.35%) [2025-09-26T11:13:23.933888] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-09-26T11:13:23.934046] [INFO ] [sig ] PTA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:24.085938] [INFO ] [LOCAL ] Saved forecast: PTA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PTA.txt [2025-09-26T11:13:24.086226] [INFO ] [sig ] [1467/2043] Completed PTA in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:24.086308] [INFO ] [sig ] [1468/2043] Forecasting PTY... [2025-09-26T11:13:24.086380] [INFO ] [sig ] Generating forecast for: PTY [2025-09-26T11:13:24.086457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-09-26T11:13:24.096714] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PTY'. [2025-09-26T11:13:24.097063] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-09-26T11:13:24.123804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:24.124672] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-09-26T11:13:24.124753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:24.124826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:24.124901] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:24.125005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:24.143542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:24.144160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:24.144271] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:24.144341] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:24.179460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:24.179563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:24.179605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:24.179640] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:24.183034] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=96.60%) [2025-09-26T11:13:24.183309] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-09-26T11:13:24.183453] [INFO ] [sig ] PTY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:24.338273] [INFO ] [LOCAL ] Saved forecast: PTY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PTY.txt [2025-09-26T11:13:24.338807] [INFO ] [sig ] [1468/2043] Completed PTY in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:24.338889] [INFO ] [sig ] [1469/2043] Forecasting PUK... [2025-09-26T11:13:24.338965] [INFO ] [sig ] Generating forecast for: PUK [2025-09-26T11:13:24.339039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-09-26T11:13:24.350101] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PUK'. [2025-09-26T11:13:24.350424] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-09-26T11:13:24.377837] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:24.378677] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-09-26T11:13:24.378761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:24.378834] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:24.378904] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:24.379004] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:24.398598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:24.399236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:24.399341] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:24.399410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:24.438543] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:24.438680] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:24.438745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:24.438781] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:24.442105] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=63.06%) [2025-09-26T11:13:24.442380] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-09-26T11:13:24.442527] [INFO ] [sig ] PUK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:24.597734] [INFO ] [LOCAL ] Saved forecast: PUK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PUK.txt [2025-09-26T11:13:24.598015] [INFO ] [sig ] [1469/2043] Completed PUK in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.6m [2025-09-26T11:13:24.598093] [INFO ] [sig ] [1470/2043] Forecasting PUMP... [2025-09-26T11:13:24.598163] [INFO ] [sig ] Generating forecast for: PUMP [2025-09-26T11:13:24.598236] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-09-26T11:13:24.609794] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PUMP'. [2025-09-26T11:13:24.610127] [INFO ] [FORECASTER] Starting predict_future for PUMP [2025-09-26T11:13:24.637802] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:24.638837] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-09-26T11:13:24.638928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:24.639011] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:24.639090] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:24.639217] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:24.665101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:24.665982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:24.666167] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:24.666253] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:24.719940] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:24.720068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:24.720117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:24.720158] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:24.724694] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=74.81%) [2025-09-26T11:13:24.725049] [INFO ] [FORECASTER] Completed predict_future for PUMP [2025-09-26T11:13:24.725217] [INFO ] [sig ] PUMP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:24.946474] [INFO ] [LOCAL ] Saved forecast: PUMP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PUMP.txt [2025-09-26T11:13:24.946835] [INFO ] [sig ] [1470/2043] Completed PUMP in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.5m [2025-09-26T11:13:24.946934] [INFO ] [sig ] [1471/2043] Forecasting PVH... [2025-09-26T11:13:24.947028] [INFO ] [sig ] Generating forecast for: PVH [2025-09-26T11:13:24.947117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-09-26T11:13:24.960142] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PVH'. [2025-09-26T11:13:24.960494] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-09-26T11:13:24.986563] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:24.987441] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-09-26T11:13:24.987522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:24.987609] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:24.987726] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:24.987842] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:25.005939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:25.006543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:25.006671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:25.006758] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:25.043965] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:25.044075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:25.044116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:25.044151] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:25.047518] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=1.24%) [2025-09-26T11:13:25.047834] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-09-26T11:13:25.047990] [INFO ] [sig ] PVH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:25.201323] [INFO ] [LOCAL ] Saved forecast: PVH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PVH.txt [2025-09-26T11:13:25.201574] [INFO ] [sig ] [1471/2043] Completed PVH in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.5m [2025-09-26T11:13:25.201680] [INFO ] [sig ] [1472/2043] Forecasting PVL... [2025-09-26T11:13:25.201753] [INFO ] [sig ] Generating forecast for: PVL [2025-09-26T11:13:25.201834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-09-26T11:13:25.211980] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PVL'. [2025-09-26T11:13:25.212294] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-09-26T11:13:25.240583] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:25.241495] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-09-26T11:13:25.241580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:25.241687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:25.241765] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:25.241866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:25.261239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:25.261977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:25.262084] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:25.262153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:25.301570] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:25.301710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:25.301773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:25.301809] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:25.305120] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=24.26%) [2025-09-26T11:13:25.305419] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-09-26T11:13:25.305564] [INFO ] [sig ] PVL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:25.463848] [INFO ] [LOCAL ] Saved forecast: PVL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/PVL.txt [2025-09-26T11:13:25.464151] [INFO ] [sig ] [1472/2043] Completed PVL in 0.3s | 3.75 sym/s | Total: 6.5m | ETA: 2.5m [2025-09-26T11:13:25.464233] [INFO ] [sig ] [1473/2043] Forecasting PWR... [2025-09-26T11:13:25.464304] [INFO ] [sig ] Generating forecast for: PWR [2025-09-26T11:13:25.464380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'. [2025-09-26T11:13:25.475424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PWR'. [2025-09-26T11:13:25.475777] [INFO ] [FORECASTER] Starting predict_future for PWR [2025-09-26T11:13:25.502031] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:25.502941] [DEBUG] [LOCAL ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt [2025-09-26T11:13:25.503019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:25.503091] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:25.503173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:25.503357] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:25.522258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:25.523178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:25.523294] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:25.523389] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:25.565460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:25.565584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:25.565627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:25.565702] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:25.569182] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: UP (p=71.30%) [2025-09-26T11:13:25.569473] [INFO ] [FORECASTER] Completed predict_future for PWR [2025-09-26T11:13:25.569616] [INFO ] [sig ] PWR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:25.720313] [INFO ] [LOCAL ] Saved forecast: PWR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PWR.txt [2025-09-26T11:13:25.720564] [INFO ] [sig ] [1473/2043] Completed PWR in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:25.720676] [INFO ] [sig ] [1474/2043] Forecasting PX... [2025-09-26T11:13:25.720742] [INFO ] [sig ] Generating forecast for: PX [2025-09-26T11:13:25.720813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-09-26T11:13:25.732956] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'PX'. [2025-09-26T11:13:25.733504] [INFO ] [FORECASTER] Starting predict_future for PX [2025-09-26T11:13:25.761116] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:25.762097] [DEBUG] [LOCAL ] No optimal features file found for PX: ./output/feature-sets/PX.txt [2025-09-26T11:13:25.762178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:25.762262] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:25.762342] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:25.762465] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:25.781542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:25.782534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:25.782711] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:25.782788] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:25.825390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:25.825619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:25.825714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:25.825772] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:25.829844] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=93.72%) [2025-09-26T11:13:25.830187] [INFO ] [FORECASTER] Completed predict_future for PX [2025-09-26T11:13:25.830437] [INFO ] [sig ] PX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:26.052782] [INFO ] [LOCAL ] Saved forecast: PX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/PX.txt [2025-09-26T11:13:26.053080] [INFO ] [sig ] [1474/2043] Completed PX in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:26.053159] [INFO ] [sig ] [1475/2043] Forecasting QD... [2025-09-26T11:13:26.053230] [INFO ] [sig ] Generating forecast for: QD [2025-09-26T11:13:26.053301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-09-26T11:13:26.065047] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QD'. [2025-09-26T11:13:26.065429] [INFO ] [FORECASTER] Starting predict_future for QD [2025-09-26T11:13:26.092132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:26.093077] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-09-26T11:13:26.093155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:26.093240] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:26.093322] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:26.093424] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:26.112293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:26.112952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:26.113058] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:26.113139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:26.156284] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:26.156403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:26.156446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:26.156480] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:26.159932] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=63.38%) [2025-09-26T11:13:26.160210] [INFO ] [FORECASTER] Completed predict_future for QD [2025-09-26T11:13:26.160352] [INFO ] [sig ] QD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:26.317039] [INFO ] [LOCAL ] Saved forecast: QD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/QD.txt [2025-09-26T11:13:26.317338] [INFO ] [sig ] [1475/2043] Completed QD in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:26.317447] [INFO ] [sig ] [1476/2043] Forecasting QGEN... [2025-09-26T11:13:26.317534] [INFO ] [sig ] Generating forecast for: QGEN [2025-09-26T11:13:26.317629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-09-26T11:13:26.329612] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QGEN'. [2025-09-26T11:13:26.330067] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-09-26T11:13:26.358257] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:26.359267] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-09-26T11:13:26.359362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:26.359439] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:26.359549] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:26.359674] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:26.379031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:26.379792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:26.379928] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:26.380001] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:26.416247] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:26.416407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:26.416453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:26.416488] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:26.420162] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=86.64%) [2025-09-26T11:13:26.420505] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-09-26T11:13:26.420704] [INFO ] [sig ] QGEN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:26.591789] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/QGEN.txt [2025-09-26T11:13:26.592080] [INFO ] [sig ] [1476/2043] Completed QGEN in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:26.592158] [INFO ] [sig ] [1477/2043] Forecasting QS... [2025-09-26T11:13:26.592228] [INFO ] [sig ] Generating forecast for: QS [2025-09-26T11:13:26.592298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-09-26T11:13:26.603096] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QS'. [2025-09-26T11:13:26.603468] [INFO ] [FORECASTER] Starting predict_future for QS [2025-09-26T11:13:26.629853] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:26.630716] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-09-26T11:13:26.630796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:26.630867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:26.630933] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:26.631033] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:26.649725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:26.650417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:26.650528] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:26.650599] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:26.689863] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:26.690036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:26.690083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:26.690119] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:26.693829] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=78.07%) [2025-09-26T11:13:26.694164] [INFO ] [FORECASTER] Completed predict_future for QS [2025-09-26T11:13:26.694326] [INFO ] [sig ] QS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:26.862098] [INFO ] [LOCAL ] Saved forecast: QS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/QS.txt [2025-09-26T11:13:26.862404] [INFO ] [sig ] [1477/2043] Completed QS in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:26.862496] [INFO ] [sig ] [1478/2043] Forecasting QSR... [2025-09-26T11:13:26.862569] [INFO ] [sig ] Generating forecast for: QSR [2025-09-26T11:13:26.862683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'. [2025-09-26T11:13:26.874509] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QSR'. [2025-09-26T11:13:26.875039] [INFO ] [FORECASTER] Starting predict_future for QSR [2025-09-26T11:13:26.904169] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:26.905251] [DEBUG] [LOCAL ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt [2025-09-26T11:13:26.905342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:26.905416] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:26.905498] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:26.905614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:26.925521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:26.926491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:26.926620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:26.926793] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:26.964549] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:26.964768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:26.964834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:26.964872] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:26.969278] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: DOWN (p=25.87%) [2025-09-26T11:13:26.969666] [INFO ] [FORECASTER] Completed predict_future for QSR [2025-09-26T11:13:26.969859] [INFO ] [sig ] QSR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:27.133984] [INFO ] [LOCAL ] Saved forecast: QSR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/QSR.txt [2025-09-26T11:13:27.134294] [INFO ] [sig ] [1478/2043] Completed QSR in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:27.134422] [INFO ] [sig ] [1479/2043] Forecasting QTWO... [2025-09-26T11:13:27.134500] [INFO ] [sig ] Generating forecast for: QTWO [2025-09-26T11:13:27.134587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-09-26T11:13:27.145165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QTWO'. [2025-09-26T11:13:27.145570] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-09-26T11:13:27.173264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:27.174294] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-09-26T11:13:27.174375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:27.174449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:27.174519] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:27.174621] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:27.193401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:27.194349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:27.194463] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:27.194532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:27.222487] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:27.222676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:27.222755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:27.222795] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:27.226488] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-09-26T11:13:27.226927] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-09-26T11:13:27.227701] [INFO ] [sig ] QTWO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:27.389042] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/QTWO.txt [2025-09-26T11:13:27.389361] [INFO ] [sig ] [1479/2043] Completed QTWO in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:27.389463] [INFO ] [sig ] [1480/2043] Forecasting QUAD... [2025-09-26T11:13:27.389543] [INFO ] [sig ] Generating forecast for: QUAD [2025-09-26T11:13:27.389622] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-09-26T11:13:27.401764] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QUAD'. [2025-09-26T11:13:27.402182] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-09-26T11:13:27.430695] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:27.431622] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-09-26T11:13:27.431724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:27.431797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:27.431871] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:27.431972] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:27.451275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:27.451940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:27.452049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:27.452120] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:27.487295] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:27.487421] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:27.487467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:27.487502] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:27.490889] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=43.84%) [2025-09-26T11:13:27.491174] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-09-26T11:13:27.491315] [INFO ] [sig ] QUAD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:27.644266] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/QUAD.txt [2025-09-26T11:13:27.644533] [INFO ] [sig ] [1480/2043] Completed QUAD in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:27.644613] [INFO ] [sig ] [1481/2043] Forecasting QVCC... [2025-09-26T11:13:27.644706] [INFO ] [sig ] Generating forecast for: QVCC [2025-09-26T11:13:27.644781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-09-26T11:13:27.654687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'QVCC'. [2025-09-26T11:13:27.655034] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-09-26T11:13:27.681424] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:27.682427] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-09-26T11:13:27.682527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:27.682613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:27.682724] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:27.682829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:27.702855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:27.703537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:27.703671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:27.703758] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:27.741517] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:27.741743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:27.741809] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:27.741846] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:27.745838] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=15.41%) [2025-09-26T11:13:27.746158] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-09-26T11:13:27.746324] [INFO ] [sig ] QVCC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:27.903390] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/QVCC.txt [2025-09-26T11:13:27.903697] [INFO ] [sig ] [1481/2043] Completed QVCC in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:27.903780] [INFO ] [sig ] [1482/2043] Forecasting QVCD... [2025-09-26T11:13:27.903851] [INFO ] [sig ] Generating forecast for: QVCD [2025-09-26T11:13:27.903926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'. [2025-09-26T11:13:27.913444] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'QVCD'. [2025-09-26T11:13:27.913808] [INFO ] [FORECASTER] Starting predict_future for QVCD [2025-09-26T11:13:27.940839] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:27.941778] [DEBUG] [LOCAL ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt [2025-09-26T11:13:27.941859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:27.941968] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:27.942040] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:27.942142] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:27.961063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:27.961715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:27.961826] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:27.961897] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:27.996931] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:27.997077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:27.997121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:27.997157] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:28.000790] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=0.32%) [2025-09-26T11:13:28.001081] [INFO ] [FORECASTER] Completed predict_future for QVCD [2025-09-26T11:13:28.001223] [INFO ] [sig ] QVCD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:28.160224] [INFO ] [LOCAL ] Saved forecast: QVCD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/QVCD.txt [2025-09-26T11:13:28.160669] [INFO ] [sig ] [1482/2043] Completed QVCD in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:28.160755] [INFO ] [sig ] [1483/2043] Forecasting QXO... [2025-09-26T11:13:28.160827] [INFO ] [sig ] Generating forecast for: QXO [2025-09-26T11:13:28.160902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QXO' from 'https://tdm.silogroup.org/data/derivative_storage/QXO.csv'. [2025-09-26T11:13:28.173751] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'QXO'. [2025-09-26T11:13:28.174134] [INFO ] [FORECASTER] Starting predict_future for QXO [2025-09-26T11:13:28.201323] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:28.202309] [DEBUG] [LOCAL ] No optimal features file found for QXO: ./output/feature-sets/QXO.txt [2025-09-26T11:13:28.202404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:28.202478] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:28.202548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:28.202669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:28.221526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:28.222252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:28.222377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:28.222451] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:28.253917] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:28.254059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:28.254104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:28.254138] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:28.258072] [DEBUG] [FORECASTER] QXO: Forecast T+1@11:T+2@11: UP (p=99.78%) [2025-09-26T11:13:28.258388] [INFO ] [FORECASTER] Completed predict_future for QXO [2025-09-26T11:13:28.258535] [INFO ] [sig ] QXO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:28.412331] [INFO ] [LOCAL ] Saved forecast: QXO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/QXO.txt [2025-09-26T11:13:28.412626] [INFO ] [sig ] [1483/2043] Completed QXO in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:28.412727] [INFO ] [sig ] [1484/2043] Forecasting R... [2025-09-26T11:13:28.412797] [INFO ] [sig ] Generating forecast for: R [2025-09-26T11:13:28.412868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'. [2025-09-26T11:13:28.423703] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'R'. [2025-09-26T11:13:28.424050] [INFO ] [FORECASTER] Starting predict_future for R [2025-09-26T11:13:28.450510] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:28.451430] [DEBUG] [LOCAL ] No optimal features file found for R: ./output/feature-sets/R.txt [2025-09-26T11:13:28.451513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:28.451588] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:28.451682] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:28.451785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:28.469888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:28.470509] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:28.470618] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:28.470719] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:28.501342] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:28.501489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:28.501535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:28.501570] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:28.505119] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: DOWN (p=0.32%) [2025-09-26T11:13:28.505427] [INFO ] [FORECASTER] Completed predict_future for R [2025-09-26T11:13:28.505577] [INFO ] [sig ] R: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:28.657503] [INFO ] [LOCAL ] Saved forecast: R 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/R.txt [2025-09-26T11:13:28.657799] [INFO ] [sig ] [1484/2043] Completed R in 0.2s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:28.657884] [INFO ] [sig ] [1485/2043] Forecasting RA... [2025-09-26T11:13:28.657956] [INFO ] [sig ] Generating forecast for: RA [2025-09-26T11:13:28.658029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-09-26T11:13:28.668581] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RA'. [2025-09-26T11:13:28.668958] [INFO ] [FORECASTER] Starting predict_future for RA [2025-09-26T11:13:28.696535] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:28.697547] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-09-26T11:13:28.697630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:28.697738] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:28.697810] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:28.697912] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:28.716578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:28.717318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:28.717430] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:28.717500] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:28.750290] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:28.750464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:28.750513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:28.750548] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:28.754256] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=88.99%) [2025-09-26T11:13:28.754574] [INFO ] [FORECASTER] Completed predict_future for RA [2025-09-26T11:13:28.754756] [INFO ] [sig ] RA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:28.926373] [INFO ] [LOCAL ] Saved forecast: RA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RA.txt [2025-09-26T11:13:28.927052] [INFO ] [sig ] [1485/2043] Completed RA in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:28.927138] [INFO ] [sig ] [1486/2043] Forecasting RACE... [2025-09-26T11:13:28.927218] [INFO ] [sig ] Generating forecast for: RACE [2025-09-26T11:13:28.927334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-09-26T11:13:28.944934] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RACE'. [2025-09-26T11:13:28.945660] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-09-26T11:13:28.975104] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:28.976123] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-09-26T11:13:28.976256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:28.976377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:28.976467] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:28.976682] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:28.995934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:28.996898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:28.997113] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:28.997204] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:29.038147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:29.038312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:29.038380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:29.038419] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:29.042305] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=67.97%) [2025-09-26T11:13:29.042660] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-09-26T11:13:29.042874] [INFO ] [sig ] RACE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:29.199269] [INFO ] [LOCAL ] Saved forecast: RACE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RACE.txt [2025-09-26T11:13:29.199563] [INFO ] [sig ] [1486/2043] Completed RACE in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:29.199661] [INFO ] [sig ] [1487/2043] Forecasting RAMP... [2025-09-26T11:13:29.199735] [INFO ] [sig ] Generating forecast for: RAMP [2025-09-26T11:13:29.199807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-09-26T11:13:29.211006] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RAMP'. [2025-09-26T11:13:29.211384] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-09-26T11:13:29.239108] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:29.240009] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-09-26T11:13:29.240088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:29.240160] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:29.240227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:29.240326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:29.258331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:29.258971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:29.259078] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:29.259147] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:29.290671] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:29.290812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:29.290860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:29.290895] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:29.294291] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=98.71%) [2025-09-26T11:13:29.294581] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-09-26T11:13:29.294752] [INFO ] [sig ] RAMP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:29.445639] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RAMP.txt [2025-09-26T11:13:29.445931] [INFO ] [sig ] [1487/2043] Completed RAMP in 0.2s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:29.446008] [INFO ] [sig ] [1488/2043] Forecasting RBA... [2025-09-26T11:13:29.446077] [INFO ] [sig ] Generating forecast for: RBA [2025-09-26T11:13:29.446148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-09-26T11:13:29.456756] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RBA'. [2025-09-26T11:13:29.457131] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-09-26T11:13:29.483512] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:29.484383] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-09-26T11:13:29.484465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:29.484537] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:29.484606] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:29.484730] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:29.503726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:29.504569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:29.504712] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:29.504782] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:29.537905] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:29.538045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:29.538091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:29.538127] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:29.541790] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=9.50%) [2025-09-26T11:13:29.542081] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-09-26T11:13:29.542223] [INFO ] [sig ] RBA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:29.692255] [INFO ] [LOCAL ] Saved forecast: RBA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RBA.txt [2025-09-26T11:13:29.692563] [INFO ] [sig ] [1488/2043] Completed RBA in 0.2s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:29.692665] [INFO ] [sig ] [1489/2043] Forecasting RBC... [2025-09-26T11:13:29.692738] [INFO ] [sig ] Generating forecast for: RBC [2025-09-26T11:13:29.692811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-09-26T11:13:29.703776] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RBC'. [2025-09-26T11:13:29.704194] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-09-26T11:13:29.731026] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:29.731959] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-09-26T11:13:29.732041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:29.732114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:29.732183] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:29.732284] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:29.753213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:29.754115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:29.754229] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:29.754302] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:29.786501] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:29.786688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:29.786758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:29.786796] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:29.790606] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=29.38%) [2025-09-26T11:13:29.790941] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-09-26T11:13:29.791093] [INFO ] [sig ] RBC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:29.946397] [INFO ] [LOCAL ] Saved forecast: RBC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RBC.txt [2025-09-26T11:13:29.946761] [INFO ] [sig ] [1489/2043] Completed RBC in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:29.946888] [INFO ] [sig ] [1490/2043] Forecasting RBLX... [2025-09-26T11:13:29.946987] [INFO ] [sig ] Generating forecast for: RBLX [2025-09-26T11:13:29.947089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-09-26T11:13:29.958189] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RBLX'. [2025-09-26T11:13:29.958619] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-09-26T11:13:29.985882] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:29.986894] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-09-26T11:13:29.986986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:29.987106] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:29.987197] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:29.987337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:30.006619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:30.007823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:30.007962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:30.008053] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:30.050855] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:30.051107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:30.051184] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:30.051243] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:30.055467] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=26.59%) [2025-09-26T11:13:30.055853] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-09-26T11:13:30.056006] [INFO ] [sig ] RBLX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:30.209895] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RBLX.txt [2025-09-26T11:13:30.210175] [INFO ] [sig ] [1490/2043] Completed RBLX in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:30.210255] [INFO ] [sig ] [1491/2043] Forecasting RBOT... [2025-09-26T11:13:30.210325] [INFO ] [sig ] Generating forecast for: RBOT [2025-09-26T11:13:30.210397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'. [2025-09-26T11:13:30.221392] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RBOT'. [2025-09-26T11:13:30.221794] [INFO ] [FORECASTER] Starting predict_future for RBOT [2025-09-26T11:13:30.249536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:30.250416] [DEBUG] [LOCAL ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt [2025-09-26T11:13:30.250498] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:30.250571] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:30.250659] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:30.250762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:30.269604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:30.270383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:30.270501] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:30.270576] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:30.299753] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:30.299898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:30.299941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:30.299976] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:30.303463] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=20.85%) [2025-09-26T11:13:30.303799] [INFO ] [FORECASTER] Completed predict_future for RBOT [2025-09-26T11:13:30.303949] [INFO ] [sig ] RBOT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:30.454779] [INFO ] [LOCAL ] Saved forecast: RBOT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RBOT.txt [2025-09-26T11:13:30.455043] [INFO ] [sig ] [1491/2043] Completed RBOT in 0.2s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:30.455120] [INFO ] [sig ] [1492/2043] Forecasting RBRK... [2025-09-26T11:13:30.455189] [INFO ] [sig ] Generating forecast for: RBRK [2025-09-26T11:13:30.455260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBRK' from 'https://tdm.silogroup.org/data/derivative_storage/RBRK.csv'. [2025-09-26T11:13:30.466424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RBRK'. [2025-09-26T11:13:30.466890] [INFO ] [FORECASTER] Starting predict_future for RBRK [2025-09-26T11:13:30.497238] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:30.498255] [DEBUG] [LOCAL ] No optimal features file found for RBRK: ./output/feature-sets/RBRK.txt [2025-09-26T11:13:30.498339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:30.498424] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:30.498503] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:30.498623] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:30.518737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:30.519546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:30.519684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:30.519754] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:30.550317] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:30.550462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:30.550505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:30.550540] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:30.554023] [DEBUG] [FORECASTER] RBRK: Forecast T+1@11:T+2@11: UP (p=86.81%) [2025-09-26T11:13:30.554378] [INFO ] [FORECASTER] Completed predict_future for RBRK [2025-09-26T11:13:30.554524] [INFO ] [sig ] RBRK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:30.715824] [INFO ] [LOCAL ] Saved forecast: RBRK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RBRK.txt [2025-09-26T11:13:30.716272] [INFO ] [sig ] [1492/2043] Completed RBRK in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.5m [2025-09-26T11:13:30.716358] [INFO ] [sig ] [1493/2043] Forecasting RC... [2025-09-26T11:13:30.716433] [INFO ] [sig ] Generating forecast for: RC [2025-09-26T11:13:30.716509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-09-26T11:13:30.729893] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RC'. [2025-09-26T11:13:30.730596] [INFO ] [FORECASTER] Starting predict_future for RC [2025-09-26T11:13:30.758035] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:30.759038] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-09-26T11:13:30.759120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:30.759203] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:30.759280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:30.759388] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:30.777534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:30.778269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:30.778389] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:30.778464] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:30.816305] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:30.816514] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:30.816563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:30.816599] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:30.820446] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=33.27%) [2025-09-26T11:13:30.820843] [INFO ] [FORECASTER] Completed predict_future for RC [2025-09-26T11:13:30.821086] [INFO ] [sig ] RC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:30.979599] [INFO ] [LOCAL ] Saved forecast: RC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RC.txt [2025-09-26T11:13:30.980154] [INFO ] [sig ] [1493/2043] Completed RC in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.4m [2025-09-26T11:13:30.980244] [INFO ] [sig ] [1494/2043] Forecasting RCI... [2025-09-26T11:13:30.980321] [INFO ] [sig ] Generating forecast for: RCI [2025-09-26T11:13:30.980409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-09-26T11:13:30.993620] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RCI'. [2025-09-26T11:13:30.994143] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-09-26T11:13:31.022589] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:31.023563] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-09-26T11:13:31.023667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:31.023744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:31.023813] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:31.023903] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:31.042383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:31.043262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:31.043381] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:31.043450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:31.083137] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:31.083336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:31.083386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:31.083421] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:31.087466] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=93.24%) [2025-09-26T11:13:31.087825] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-09-26T11:13:31.087990] [INFO ] [sig ] RCI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:31.235663] [INFO ] [LOCAL ] Saved forecast: RCI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RCI.txt [2025-09-26T11:13:31.235993] [INFO ] [sig ] [1494/2043] Completed RCI in 0.3s | 3.75 sym/s | Total: 6.6m | ETA: 2.4m [2025-09-26T11:13:31.236074] [INFO ] [sig ] [1495/2043] Forecasting RCS... [2025-09-26T11:13:31.236150] [INFO ] [sig ] Generating forecast for: RCS [2025-09-26T11:13:31.236227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-09-26T11:13:31.247154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RCS'. [2025-09-26T11:13:31.247589] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-09-26T11:13:31.274369] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:31.275295] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-09-26T11:13:31.275376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:31.275456] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:31.275531] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:31.275669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:31.294018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:31.294773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:31.294888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:31.294963] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:31.328229] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:31.328403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:31.328448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:31.328484] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:31.332081] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: DOWN (p=18.08%) [2025-09-26T11:13:31.332381] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-09-26T11:13:31.332533] [INFO ] [sig ] RCS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:31.480157] [INFO ] [LOCAL ] Saved forecast: RCS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RCS.txt [2025-09-26T11:13:31.480479] [INFO ] [sig ] [1495/2043] Completed RCS in 0.2s | 3.75 sym/s | Total: 6.6m | ETA: 2.4m [2025-09-26T11:13:31.480566] [INFO ] [sig ] [1496/2043] Forecasting RCUS... [2025-09-26T11:13:31.480636] [INFO ] [sig ] Generating forecast for: RCUS [2025-09-26T11:13:31.480732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-09-26T11:13:31.491827] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RCUS'. [2025-09-26T11:13:31.492292] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-09-26T11:13:31.518604] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:31.519513] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-09-26T11:13:31.519593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:31.519690] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:31.519767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:31.519867] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:31.538283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:31.539101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:31.539219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:31.539291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:31.577082] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:31.577291] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:31.577339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:31.577374] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:31.581342] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=81.85%) [2025-09-26T11:13:31.581680] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-09-26T11:13:31.581933] [INFO ] [sig ] RCUS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:31.730516] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RCUS.txt [2025-09-26T11:13:31.730851] [INFO ] [sig ] [1496/2043] Completed RCUS in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:31.730935] [INFO ] [sig ] [1497/2043] Forecasting RDN... [2025-09-26T11:13:31.731010] [INFO ] [sig ] Generating forecast for: RDN [2025-09-26T11:13:31.731089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-09-26T11:13:31.742409] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RDN'. [2025-09-26T11:13:31.742848] [INFO ] [FORECASTER] Starting predict_future for RDN [2025-09-26T11:13:31.769291] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:31.770230] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-09-26T11:13:31.770309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:31.770397] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:31.770466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:31.770567] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:31.789096] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:31.789738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:31.789845] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:31.789916] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:31.830155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:31.830357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:31.830410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:31.830444] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:31.834374] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: DOWN (p=29.95%) [2025-09-26T11:13:31.834704] [INFO ] [FORECASTER] Completed predict_future for RDN [2025-09-26T11:13:31.834865] [INFO ] [sig ] RDN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:31.996953] [INFO ] [LOCAL ] Saved forecast: RDN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RDN.txt [2025-09-26T11:13:31.997336] [INFO ] [sig ] [1497/2043] Completed RDN in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:31.997419] [INFO ] [sig ] [1498/2043] Forecasting RDW... [2025-09-26T11:13:31.997488] [INFO ] [sig ] Generating forecast for: RDW [2025-09-26T11:13:31.997562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'. [2025-09-26T11:13:32.009336] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RDW'. [2025-09-26T11:13:32.009792] [INFO ] [FORECASTER] Starting predict_future for RDW [2025-09-26T11:13:32.036198] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:32.037162] [DEBUG] [LOCAL ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt [2025-09-26T11:13:32.037242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:32.037313] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:32.037380] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:32.037479] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:32.055374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:32.056254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:32.056372] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:32.056444] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:32.094056] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:32.094267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:32.094315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:32.094349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:32.098478] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: DOWN (p=29.93%) [2025-09-26T11:13:32.098893] [INFO ] [FORECASTER] Completed predict_future for RDW [2025-09-26T11:13:32.099065] [INFO ] [sig ] RDW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:32.251347] [INFO ] [LOCAL ] Saved forecast: RDW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RDW.txt [2025-09-26T11:13:32.251663] [INFO ] [sig ] [1498/2043] Completed RDW in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:32.251744] [INFO ] [sig ] [1499/2043] Forecasting RDY... [2025-09-26T11:13:32.251813] [INFO ] [sig ] Generating forecast for: RDY [2025-09-26T11:13:32.251885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-09-26T11:13:32.262447] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RDY'. [2025-09-26T11:13:32.262855] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-09-26T11:13:32.291461] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:32.292572] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-09-26T11:13:32.292684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:32.292761] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:32.292831] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:32.292934] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:32.311895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:32.312571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:32.312712] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:32.312787] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:32.348598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:32.348781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:32.348834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:32.348870] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:32.352394] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: DOWN (p=34.88%) [2025-09-26T11:13:32.352726] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-09-26T11:13:32.352884] [INFO ] [sig ] RDY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:32.503711] [INFO ] [LOCAL ] Saved forecast: RDY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RDY.txt [2025-09-26T11:13:32.503962] [INFO ] [sig ] [1499/2043] Completed RDY in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:32.504039] [INFO ] [sig ] [1500/2043] Forecasting RELX... [2025-09-26T11:13:32.504116] [INFO ] [sig ] Generating forecast for: RELX [2025-09-26T11:13:32.504189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-09-26T11:13:32.514697] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RELX'. [2025-09-26T11:13:32.515073] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-09-26T11:13:32.541594] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:32.542686] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-09-26T11:13:32.542785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:32.542869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:32.542950] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:32.543075] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:32.562380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:32.563237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:32.563355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:32.563427] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:32.596077] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:32.596238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:32.596286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:32.596321] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:32.599939] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: UP (p=67.49%) [2025-09-26T11:13:32.600258] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-09-26T11:13:32.600406] [INFO ] [sig ] RELX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:32.764624] [INFO ] [LOCAL ] Saved forecast: RELX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RELX.txt [2025-09-26T11:13:32.764959] [INFO ] [sig ] [1500/2043] Completed RELX in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:32.765039] [INFO ] [sig ] [1501/2043] Forecasting RERE... [2025-09-26T11:13:32.765109] [INFO ] [sig ] Generating forecast for: RERE [2025-09-26T11:13:32.765181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-09-26T11:13:32.777066] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RERE'. [2025-09-26T11:13:32.777491] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-09-26T11:13:32.805049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:32.806006] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-09-26T11:13:32.806087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:32.806161] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:32.806245] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:32.806354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:32.825368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:32.826250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:32.826396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:32.826472] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:32.863312] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:32.863477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:32.863523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:32.863587] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:32.867469] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=92.52%) [2025-09-26T11:13:32.867859] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-09-26T11:13:32.868045] [INFO ] [sig ] RERE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:33.021761] [INFO ] [LOCAL ] Saved forecast: RERE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RERE.txt [2025-09-26T11:13:33.022042] [INFO ] [sig ] [1501/2043] Completed RERE in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:33.022122] [INFO ] [sig ] [1502/2043] Forecasting RES... [2025-09-26T11:13:33.022182] [INFO ] [sig ] Generating forecast for: RES [2025-09-26T11:13:33.022249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-09-26T11:13:33.033064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RES'. [2025-09-26T11:13:33.033477] [INFO ] [FORECASTER] Starting predict_future for RES [2025-09-26T11:13:33.060407] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:33.061328] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-09-26T11:13:33.061420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:33.061504] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:33.061576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:33.061708] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:33.080584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:33.081252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:33.081363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:33.081437] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:33.117469] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:33.117616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:33.117693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:33.117751] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:33.121350] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=53.26%) [2025-09-26T11:13:33.121663] [INFO ] [FORECASTER] Completed predict_future for RES [2025-09-26T11:13:33.121837] [INFO ] [sig ] RES: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:33.278762] [INFO ] [LOCAL ] Saved forecast: RES 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RES.txt [2025-09-26T11:13:33.279085] [INFO ] [sig ] [1502/2043] Completed RES in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:33.279170] [INFO ] [sig ] [1503/2043] Forecasting REVG... [2025-09-26T11:13:33.279245] [INFO ] [sig ] Generating forecast for: REVG [2025-09-26T11:13:33.279321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-09-26T11:13:33.291358] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'REVG'. [2025-09-26T11:13:33.291903] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-09-26T11:13:33.320978] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:33.322044] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-09-26T11:13:33.322133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:33.322233] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:33.322342] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:33.322544] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:33.341742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:33.342617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:33.342794] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:33.342877] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:33.386624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:33.386888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:33.386955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:33.386994] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:33.390777] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=62.82%) [2025-09-26T11:13:33.391090] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-09-26T11:13:33.391238] [INFO ] [sig ] REVG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:33.544562] [INFO ] [LOCAL ] Saved forecast: REVG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/REVG.txt [2025-09-26T11:13:33.545075] [INFO ] [sig ] [1503/2043] Completed REVG in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:33.545159] [INFO ] [sig ] [1504/2043] Forecasting REX... [2025-09-26T11:13:33.545241] [INFO ] [sig ] Generating forecast for: REX [2025-09-26T11:13:33.545327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-09-26T11:13:33.555763] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'REX'. [2025-09-26T11:13:33.556185] [INFO ] [FORECASTER] Starting predict_future for REX [2025-09-26T11:13:33.582349] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:33.583243] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-09-26T11:13:33.583323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:33.583411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:33.583479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:33.583577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:33.602000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:33.602674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:33.602786] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:33.602856] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:33.630934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:33.631107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:33.631153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:33.631187] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:33.634777] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=19.80%) [2025-09-26T11:13:33.635140] [INFO ] [FORECASTER] Completed predict_future for REX [2025-09-26T11:13:33.635286] [INFO ] [sig ] REX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:33.791709] [INFO ] [LOCAL ] Saved forecast: REX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/REX.txt [2025-09-26T11:13:33.792013] [INFO ] [sig ] [1504/2043] Completed REX in 0.2s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:33.792096] [INFO ] [sig ] [1505/2043] Forecasting REXR... [2025-09-26T11:13:33.792180] [INFO ] [sig ] Generating forecast for: REXR [2025-09-26T11:13:33.792263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'. [2025-09-26T11:13:33.803109] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'REXR'. [2025-09-26T11:13:33.803500] [INFO ] [FORECASTER] Starting predict_future for REXR [2025-09-26T11:13:33.830905] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:33.831883] [DEBUG] [LOCAL ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt [2025-09-26T11:13:33.831965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:33.832051] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:33.832136] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:33.832235] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:33.852113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:33.852929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:33.853042] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:33.853122] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:33.887617] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:33.887855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:33.887918] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:33.887978] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:33.892741] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: UP (p=94.15%) [2025-09-26T11:13:33.893046] [INFO ] [FORECASTER] Completed predict_future for REXR [2025-09-26T11:13:33.893209] [INFO ] [sig ] REXR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:34.048868] [INFO ] [LOCAL ] Saved forecast: REXR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/REXR.txt [2025-09-26T11:13:34.049230] [INFO ] [sig ] [1505/2043] Completed REXR in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:34.049313] [INFO ] [sig ] [1506/2043] Forecasting REZI... [2025-09-26T11:13:34.049392] [INFO ] [sig ] Generating forecast for: REZI [2025-09-26T11:13:34.049474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-09-26T11:13:34.061841] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'REZI'. [2025-09-26T11:13:34.062315] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-09-26T11:13:34.093025] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:34.094453] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-09-26T11:13:34.094534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:34.094619] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:34.094724] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:34.094912] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:34.115322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:34.116083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:34.116196] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:34.116276] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:34.147588] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:34.147778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:34.147837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:34.147903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:34.151951] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=95.56%) [2025-09-26T11:13:34.152264] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-09-26T11:13:34.152437] [INFO ] [sig ] REZI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:34.310036] [INFO ] [LOCAL ] Saved forecast: REZI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/REZI.txt [2025-09-26T11:13:34.310321] [INFO ] [sig ] [1506/2043] Completed REZI in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:34.310415] [INFO ] [sig ] [1507/2043] Forecasting RF... [2025-09-26T11:13:34.310495] [INFO ] [sig ] Generating forecast for: RF [2025-09-26T11:13:34.310580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-09-26T11:13:34.321303] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RF'. [2025-09-26T11:13:34.321738] [INFO ] [FORECASTER] Starting predict_future for RF [2025-09-26T11:13:34.348157] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:34.349106] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-09-26T11:13:34.349191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:34.349263] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:34.349328] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:34.349422] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:34.368224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:34.369111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:34.369224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:34.369294] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:34.404239] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:34.404455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:34.404509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:34.404545] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:34.408389] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=48.21%) [2025-09-26T11:13:34.408780] [INFO ] [FORECASTER] Completed predict_future for RF [2025-09-26T11:13:34.408944] [INFO ] [sig ] RF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:34.564886] [INFO ] [LOCAL ] Saved forecast: RF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RF.txt [2025-09-26T11:13:34.565205] [INFO ] [sig ] [1507/2043] Completed RF in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:34.565285] [INFO ] [sig ] [1508/2043] Forecasting RFI... [2025-09-26T11:13:34.565356] [INFO ] [sig ] Generating forecast for: RFI [2025-09-26T11:13:34.565429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-09-26T11:13:34.575825] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFI'. [2025-09-26T11:13:34.576223] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-09-26T11:13:34.603200] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:34.604162] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-09-26T11:13:34.604242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:34.604315] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:34.604385] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:34.604485] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:34.624588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:34.625548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:34.625690] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:34.625770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:34.663752] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:34.663930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:34.663982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:34.664018] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:34.671322] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: UP (p=57.06%) [2025-09-26T11:13:34.671811] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-09-26T11:13:34.671991] [INFO ] [sig ] RFI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:34.824583] [INFO ] [LOCAL ] Saved forecast: RFI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RFI.txt [2025-09-26T11:13:34.824906] [INFO ] [sig ] [1508/2043] Completed RFI in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:34.824986] [INFO ] [sig ] [1509/2043] Forecasting RFL... [2025-09-26T11:13:34.825052] [INFO ] [sig ] Generating forecast for: RFL [2025-09-26T11:13:34.825134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-09-26T11:13:34.839133] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFL'. [2025-09-26T11:13:34.839576] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-09-26T11:13:34.868129] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:34.869015] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-09-26T11:13:34.869095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:34.869168] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:34.869237] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:34.869347] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:34.889188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:34.889854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:34.889963] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:34.890035] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:34.932858] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:34.933024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:34.933070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:34.933106] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:34.936776] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=48.22%) [2025-09-26T11:13:34.937093] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-09-26T11:13:34.937246] [INFO ] [sig ] RFL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:35.099303] [INFO ] [LOCAL ] Saved forecast: RFL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RFL.txt [2025-09-26T11:13:35.099592] [INFO ] [sig ] [1509/2043] Completed RFL in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:35.099743] [INFO ] [sig ] [1510/2043] Forecasting RFM... [2025-09-26T11:13:35.099822] [INFO ] [sig ] Generating forecast for: RFM [2025-09-26T11:13:35.099898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-09-26T11:13:35.110786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFM'. [2025-09-26T11:13:35.111182] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-09-26T11:13:35.138716] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:35.139543] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-09-26T11:13:35.139622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:35.139723] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:35.139793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:35.139894] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:35.159636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:35.160587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:35.160736] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:35.160810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:35.197250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:35.197456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:35.197504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:35.197541] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:35.201316] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=7.38%) [2025-09-26T11:13:35.201732] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-09-26T11:13:35.201907] [INFO ] [sig ] RFM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:35.390908] [INFO ] [LOCAL ] Saved forecast: RFM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RFM.txt [2025-09-26T11:13:35.391277] [INFO ] [sig ] [1510/2043] Completed RFM in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:35.391364] [INFO ] [sig ] [1511/2043] Forecasting RFMZ... [2025-09-26T11:13:35.391436] [INFO ] [sig ] Generating forecast for: RFMZ [2025-09-26T11:13:35.391511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-09-26T11:13:35.403845] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RFMZ'. [2025-09-26T11:13:35.404300] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-09-26T11:13:35.435545] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:35.436440] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-09-26T11:13:35.436522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:35.436613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:35.436718] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:35.436881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:35.458242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:35.459171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:35.459288] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:35.459362] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:35.503286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:35.503517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:35.503580] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:35.503617] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:35.507843] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=19.81%) [2025-09-26T11:13:35.508268] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-09-26T11:13:35.508444] [INFO ] [sig ] RFMZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:35.664869] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RFMZ.txt [2025-09-26T11:13:35.665192] [INFO ] [sig ] [1511/2043] Completed RFMZ in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:35.665275] [INFO ] [sig ] [1512/2043] Forecasting RGA... [2025-09-26T11:13:35.665347] [INFO ] [sig ] Generating forecast for: RGA [2025-09-26T11:13:35.665420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-09-26T11:13:35.677985] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RGA'. [2025-09-26T11:13:35.678406] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-09-26T11:13:35.705078] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:35.706023] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-09-26T11:13:35.706103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:35.706174] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:35.706242] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:35.706337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:35.724419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:35.725323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:35.725437] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:35.725503] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:35.763697] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:35.763902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:35.763953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:35.763988] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:35.767968] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=88.23%) [2025-09-26T11:13:35.768291] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-09-26T11:13:35.768446] [INFO ] [sig ] RGA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:35.925804] [INFO ] [LOCAL ] Saved forecast: RGA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RGA.txt [2025-09-26T11:13:35.926136] [INFO ] [sig ] [1512/2043] Completed RGA in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:35.926225] [INFO ] [sig ] [1513/2043] Forecasting RGR... [2025-09-26T11:13:35.926298] [INFO ] [sig ] Generating forecast for: RGR [2025-09-26T11:13:35.926372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'. [2025-09-26T11:13:35.937058] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RGR'. [2025-09-26T11:13:35.937526] [INFO ] [FORECASTER] Starting predict_future for RGR [2025-09-26T11:13:35.966613] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:35.967661] [DEBUG] [LOCAL ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt [2025-09-26T11:13:35.967748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:35.967824] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:35.967895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:35.967996] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:35.987938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:35.989005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:35.989141] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:35.989217] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:36.029048] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:36.029246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:36.029298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:36.029335] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:36.033145] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-09-26T11:13:36.033536] [INFO ] [FORECASTER] Completed predict_future for RGR [2025-09-26T11:13:36.033725] [INFO ] [sig ] RGR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:36.190673] [INFO ] [LOCAL ] Saved forecast: RGR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RGR.txt [2025-09-26T11:13:36.190976] [INFO ] [sig ] [1513/2043] Completed RGR in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:36.191062] [INFO ] [sig ] [1514/2043] Forecasting RGT... [2025-09-26T11:13:36.191140] [INFO ] [sig ] Generating forecast for: RGT [2025-09-26T11:13:36.191216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'. [2025-09-26T11:13:36.201412] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RGT'. [2025-09-26T11:13:36.201840] [INFO ] [FORECASTER] Starting predict_future for RGT [2025-09-26T11:13:36.230263] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:36.231240] [DEBUG] [LOCAL ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt [2025-09-26T11:13:36.231321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:36.231418] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:36.231503] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:36.231627] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:36.250904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:36.251690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:36.251809] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:36.251896] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:36.288627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:36.288817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:36.288868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:36.288904] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:36.292464] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: DOWN (p=8.49%) [2025-09-26T11:13:36.292813] [INFO ] [FORECASTER] Completed predict_future for RGT [2025-09-26T11:13:36.292971] [INFO ] [sig ] RGT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:36.451252] [INFO ] [LOCAL ] Saved forecast: RGT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RGT.txt [2025-09-26T11:13:36.451564] [INFO ] [sig ] [1514/2043] Completed RGT in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.4m [2025-09-26T11:13:36.451668] [INFO ] [sig ] [1515/2043] Forecasting RH... [2025-09-26T11:13:36.451745] [INFO ] [sig ] Generating forecast for: RH [2025-09-26T11:13:36.451821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-09-26T11:13:36.463481] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RH'. [2025-09-26T11:13:36.463898] [INFO ] [FORECASTER] Starting predict_future for RH [2025-09-26T11:13:36.491311] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:36.492301] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-09-26T11:13:36.492395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:36.492485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:36.492568] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:36.492692] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:36.512264] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:36.513071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:36.513189] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:36.513277] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:36.553007] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:36.553174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:36.553219] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:36.553253] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:36.556882] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=4.69%) [2025-09-26T11:13:36.557171] [INFO ] [FORECASTER] Completed predict_future for RH [2025-09-26T11:13:36.557309] [INFO ] [sig ] RH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:36.706048] [INFO ] [LOCAL ] Saved forecast: RH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RH.txt [2025-09-26T11:13:36.706358] [INFO ] [sig ] [1515/2043] Completed RH in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.3m [2025-09-26T11:13:36.706440] [INFO ] [sig ] [1516/2043] Forecasting RHI... [2025-09-26T11:13:36.706521] [INFO ] [sig ] Generating forecast for: RHI [2025-09-26T11:13:36.706606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-09-26T11:13:36.717608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RHI'. [2025-09-26T11:13:36.718007] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-09-26T11:13:36.743572] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:36.744493] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-09-26T11:13:36.744580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:36.744688] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:36.744770] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:36.744887] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:36.763106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:36.763901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:36.764011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:36.764093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:36.802064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:36.802227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:36.802286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:36.802321] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:36.805972] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: UP (p=75.21%) [2025-09-26T11:13:36.806259] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-09-26T11:13:36.806398] [INFO ] [sig ] RHI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:36.960064] [INFO ] [LOCAL ] Saved forecast: RHI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RHI.txt [2025-09-26T11:13:36.960386] [INFO ] [sig ] [1516/2043] Completed RHI in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.3m [2025-09-26T11:13:36.960478] [INFO ] [sig ] [1517/2043] Forecasting RHP... [2025-09-26T11:13:36.960543] [INFO ] [sig ] Generating forecast for: RHP [2025-09-26T11:13:36.960589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-09-26T11:13:36.973043] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RHP'. [2025-09-26T11:13:36.973508] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-09-26T11:13:37.003595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:37.004672] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-09-26T11:13:37.004774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:37.004869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:37.004945] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:37.005047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:37.024694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:37.025548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:37.025703] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:37.025777] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:37.067734] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:37.067948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:37.068001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:37.068037] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:37.072068] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=25.85%) [2025-09-26T11:13:37.072401] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-09-26T11:13:37.072598] [INFO ] [sig ] RHP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:37.235905] [INFO ] [LOCAL ] Saved forecast: RHP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RHP.txt [2025-09-26T11:13:37.236199] [INFO ] [sig ] [1517/2043] Completed RHP in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.3m [2025-09-26T11:13:37.236279] [INFO ] [sig ] [1518/2043] Forecasting RIG... [2025-09-26T11:13:37.236352] [INFO ] [sig ] Generating forecast for: RIG [2025-09-26T11:13:37.236403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-09-26T11:13:37.246751] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RIG'. [2025-09-26T11:13:37.247153] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-09-26T11:13:37.274296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:37.275212] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-09-26T11:13:37.275293] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:37.275365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:37.275447] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:37.275549] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:37.293537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:37.294169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:37.294277] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:37.294349] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:37.333100] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:37.333297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:37.333351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:37.333390] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:37.337482] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=84.62%) [2025-09-26T11:13:37.337936] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-09-26T11:13:37.338119] [INFO ] [sig ] RIG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:37.491269] [INFO ] [LOCAL ] Saved forecast: RIG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RIG.txt [2025-09-26T11:13:37.491619] [INFO ] [sig ] [1518/2043] Completed RIG in 0.3s | 3.75 sym/s | Total: 6.7m | ETA: 2.3m [2025-09-26T11:13:37.491722] [INFO ] [sig ] [1519/2043] Forecasting RIO... [2025-09-26T11:13:37.491793] [INFO ] [sig ] Generating forecast for: RIO [2025-09-26T11:13:37.491866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-09-26T11:13:37.503526] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RIO'. [2025-09-26T11:13:37.504050] [INFO ] [FORECASTER] Starting predict_future for RIO [2025-09-26T11:13:37.530568] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:37.531438] [DEBUG] [LOCAL ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt [2025-09-26T11:13:37.531521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:37.531596] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:37.531707] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:37.531873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:37.552134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:37.553015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:37.553134] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:37.553221] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:37.592540] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:37.592763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:37.592831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:37.592868] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:37.596615] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: DOWN (p=27.69%) [2025-09-26T11:13:37.597014] [INFO ] [FORECASTER] Completed predict_future for RIO [2025-09-26T11:13:37.597179] [INFO ] [sig ] RIO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:37.761922] [INFO ] [LOCAL ] Saved forecast: RIO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RIO.txt [2025-09-26T11:13:37.762208] [INFO ] [sig ] [1519/2043] Completed RIO in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:37.762292] [INFO ] [sig ] [1520/2043] Forecasting RITM... [2025-09-26T11:13:37.762361] [INFO ] [sig ] Generating forecast for: RITM [2025-09-26T11:13:37.762431] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-09-26T11:13:37.773736] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RITM'. [2025-09-26T11:13:37.774115] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-09-26T11:13:37.800217] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:37.801061] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-09-26T11:13:37.801141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:37.801214] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:37.801281] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:37.801383] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:37.819942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:37.820525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:37.820631] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:37.820722] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:37.856886] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:37.857008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:37.857052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:37.857087] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:37.860484] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=76.81%) [2025-09-26T11:13:37.860840] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-09-26T11:13:37.861000] [INFO ] [sig ] RITM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:38.011898] [INFO ] [LOCAL ] Saved forecast: RITM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RITM.txt [2025-09-26T11:13:38.012154] [INFO ] [sig ] [1520/2043] Completed RITM in 0.2s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:38.012234] [INFO ] [sig ] [1521/2043] Forecasting RIV... [2025-09-26T11:13:38.012307] [INFO ] [sig ] Generating forecast for: RIV [2025-09-26T11:13:38.012381] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'. [2025-09-26T11:13:38.023230] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RIV'. [2025-09-26T11:13:38.023548] [INFO ] [FORECASTER] Starting predict_future for RIV [2025-09-26T11:13:38.051397] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:38.052634] [DEBUG] [LOCAL ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt [2025-09-26T11:13:38.052755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:38.052844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:38.052930] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:38.053069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:38.074258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:38.074960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:38.075067] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:38.075137] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:38.115792] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:38.115908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:38.115950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:38.115984] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:38.119431] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=98.15%) [2025-09-26T11:13:38.119759] [INFO ] [FORECASTER] Completed predict_future for RIV [2025-09-26T11:13:38.119920] [INFO ] [sig ] RIV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:38.285245] [INFO ] [LOCAL ] Saved forecast: RIV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RIV.txt [2025-09-26T11:13:38.285633] [INFO ] [sig ] [1521/2043] Completed RIV in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:38.285756] [INFO ] [sig ] [1522/2043] Forecasting RJF... [2025-09-26T11:13:38.285843] [INFO ] [sig ] Generating forecast for: RJF [2025-09-26T11:13:38.285933] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'. [2025-09-26T11:13:38.298627] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RJF'. [2025-09-26T11:13:38.299031] [INFO ] [FORECASTER] Starting predict_future for RJF [2025-09-26T11:13:38.325833] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:38.326730] [DEBUG] [LOCAL ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt [2025-09-26T11:13:38.326827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:38.326908] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:38.326979] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:38.327081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:38.345277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:38.345951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:38.346061] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:38.346135] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:38.385006] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:38.385176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:38.385224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:38.385260] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:38.389036] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: DOWN (p=37.22%) [2025-09-26T11:13:38.389324] [INFO ] [FORECASTER] Completed predict_future for RJF [2025-09-26T11:13:38.389466] [INFO ] [sig ] RJF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:38.565591] [INFO ] [LOCAL ] Saved forecast: RJF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RJF.txt [2025-09-26T11:13:38.565972] [INFO ] [sig ] [1522/2043] Completed RJF in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:38.566057] [INFO ] [sig ] [1523/2043] Forecasting RKT... [2025-09-26T11:13:38.566129] [INFO ] [sig ] Generating forecast for: RKT [2025-09-26T11:13:38.566203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'. [2025-09-26T11:13:38.580946] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RKT'. [2025-09-26T11:13:38.581426] [INFO ] [FORECASTER] Starting predict_future for RKT [2025-09-26T11:13:38.618393] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:38.619270] [DEBUG] [LOCAL ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt [2025-09-26T11:13:38.619349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:38.619433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:38.619513] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:38.619636] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:38.643066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:38.643900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:38.644015] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:38.644098] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:38.687116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:38.687307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:38.687367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:38.687404] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:38.693018] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: DOWN (p=12.35%) [2025-09-26T11:13:38.693473] [INFO ] [FORECASTER] Completed predict_future for RKT [2025-09-26T11:13:38.693709] [INFO ] [sig ] RKT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:38.889326] [INFO ] [LOCAL ] Saved forecast: RKT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RKT.txt [2025-09-26T11:13:38.889702] [INFO ] [sig ] [1523/2043] Completed RKT in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:38.889787] [INFO ] [sig ] [1524/2043] Forecasting RL... [2025-09-26T11:13:38.889883] [INFO ] [sig ] Generating forecast for: RL [2025-09-26T11:13:38.889977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-09-26T11:13:38.901880] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'RL'. [2025-09-26T11:13:38.902359] [INFO ] [FORECASTER] Starting predict_future for RL [2025-09-26T11:13:38.930552] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:38.931491] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-09-26T11:13:38.931572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:38.931665] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:38.931738] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:38.931837] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:38.950823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:38.951703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:38.951819] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:38.951890] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:38.990633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:38.990856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:38.990919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:38.990956] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:38.994838] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=3.83%) [2025-09-26T11:13:38.995143] [INFO ] [FORECASTER] Completed predict_future for RL [2025-09-26T11:13:38.995286] [INFO ] [sig ] RL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:39.150486] [INFO ] [LOCAL ] Saved forecast: RL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RL.txt [2025-09-26T11:13:39.151002] [INFO ] [sig ] [1524/2043] Completed RL in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:39.151088] [INFO ] [sig ] [1525/2043] Forecasting RLI... [2025-09-26T11:13:39.151159] [INFO ] [sig ] Generating forecast for: RLI [2025-09-26T11:13:39.151233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-09-26T11:13:39.162775] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RLI'. [2025-09-26T11:13:39.163192] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-09-26T11:13:39.189783] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:39.190678] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-09-26T11:13:39.190757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:39.190829] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:39.190896] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:39.191007] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:39.209947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:39.210572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:39.210702] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:39.210770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:39.237848] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:39.237963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:39.238004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:39.238038] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:39.241269] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=42.30%) [2025-09-26T11:13:39.241557] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-09-26T11:13:39.241725] [INFO ] [sig ] RLI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:39.398609] [INFO ] [LOCAL ] Saved forecast: RLI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RLI.txt [2025-09-26T11:13:39.398992] [INFO ] [sig ] [1525/2043] Completed RLI in 0.2s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:39.399088] [INFO ] [sig ] [1526/2043] Forecasting RLJ... [2025-09-26T11:13:39.399164] [INFO ] [sig ] Generating forecast for: RLJ [2025-09-26T11:13:39.399238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-09-26T11:13:39.411927] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RLJ'. [2025-09-26T11:13:39.412469] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-09-26T11:13:39.441477] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:39.442470] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-09-26T11:13:39.442551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:39.442631] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:39.442735] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:39.442844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:39.461918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:39.462961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:39.463081] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:39.463160] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:39.502977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:39.503185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:39.503234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:39.503270] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:39.507413] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=52.89%) [2025-09-26T11:13:39.507954] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-09-26T11:13:39.508140] [INFO ] [sig ] RLJ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:39.666840] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RLJ.txt [2025-09-26T11:13:39.667152] [INFO ] [sig ] [1526/2043] Completed RLJ in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:39.667233] [INFO ] [sig ] [1527/2043] Forecasting RLTY... [2025-09-26T11:13:39.667336] [INFO ] [sig ] Generating forecast for: RLTY [2025-09-26T11:13:39.667411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-09-26T11:13:39.681097] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RLTY'. [2025-09-26T11:13:39.681556] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-09-26T11:13:39.711875] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:39.712848] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-09-26T11:13:39.712941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:39.713016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:39.713087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:39.713188] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:39.732509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:39.733331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:39.733447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:39.733519] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:39.770338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:39.770527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:39.770575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:39.770609] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:39.774295] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=5.40%) [2025-09-26T11:13:39.774600] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-09-26T11:13:39.774784] [INFO ] [sig ] RLTY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:39.924328] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RLTY.txt [2025-09-26T11:13:39.924625] [INFO ] [sig ] [1527/2043] Completed RLTY in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:39.924729] [INFO ] [sig ] [1528/2043] Forecasting RLX... [2025-09-26T11:13:39.924799] [INFO ] [sig ] Generating forecast for: RLX [2025-09-26T11:13:39.924871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-09-26T11:13:39.936539] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RLX'. [2025-09-26T11:13:39.937003] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-09-26T11:13:39.964314] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:39.965229] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-09-26T11:13:39.965308] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:39.965381] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:39.965450] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:39.965546] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:39.984852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:39.985574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:39.985709] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:39.985780] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:40.023505] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:40.023723] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:40.023790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:40.023828] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:40.027506] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=37.03%) [2025-09-26T11:13:40.027864] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-09-26T11:13:40.028018] [INFO ] [sig ] RLX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:40.180687] [INFO ] [LOCAL ] Saved forecast: RLX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RLX.txt [2025-09-26T11:13:40.181031] [INFO ] [sig ] [1528/2043] Completed RLX in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:40.181125] [INFO ] [sig ] [1529/2043] Forecasting RM... [2025-09-26T11:13:40.181205] [INFO ] [sig ] Generating forecast for: RM [2025-09-26T11:13:40.181288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-09-26T11:13:40.192716] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RM'. [2025-09-26T11:13:40.193128] [INFO ] [FORECASTER] Starting predict_future for RM [2025-09-26T11:13:40.226190] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:40.227304] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-09-26T11:13:40.227388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:40.227491] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:40.227575] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:40.227699] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:40.248095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:40.249155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:40.249479] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:40.249555] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:40.297183] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:40.297369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:40.297418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:40.297452] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:40.301773] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=75.99%) [2025-09-26T11:13:40.302078] [INFO ] [FORECASTER] Completed predict_future for RM [2025-09-26T11:13:40.302242] [INFO ] [sig ] RM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:40.468288] [INFO ] [LOCAL ] Saved forecast: RM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RM.txt [2025-09-26T11:13:40.468702] [INFO ] [sig ] [1529/2043] Completed RM in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:40.468798] [INFO ] [sig ] [1530/2043] Forecasting RMAX... [2025-09-26T11:13:40.468870] [INFO ] [sig ] Generating forecast for: RMAX [2025-09-26T11:13:40.468943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-09-26T11:13:40.481468] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMAX'. [2025-09-26T11:13:40.481856] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-09-26T11:13:40.509732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:40.510500] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-09-26T11:13:40.510578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:40.510672] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:40.510750] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:40.510851] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:40.531133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:40.531829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:40.531936] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:40.532006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:40.570340] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:40.570553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:40.570602] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:40.570690] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:40.575633] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=9.82%) [2025-09-26T11:13:40.576103] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-09-26T11:13:40.576274] [INFO ] [sig ] RMAX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:40.742549] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RMAX.txt [2025-09-26T11:13:40.742898] [INFO ] [sig ] [1530/2043] Completed RMAX in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:40.742990] [INFO ] [sig ] [1531/2043] Forecasting RMD... [2025-09-26T11:13:40.743070] [INFO ] [sig ] Generating forecast for: RMD [2025-09-26T11:13:40.743151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-09-26T11:13:40.755222] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMD'. [2025-09-26T11:13:40.755753] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-09-26T11:13:40.782353] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:40.783331] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-09-26T11:13:40.783432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:40.783523] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:40.783611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:40.783751] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:40.802407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:40.803416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:40.803556] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:40.803670] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:40.848776] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:40.848997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:40.849050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:40.849089] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:40.853489] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=95.85%) [2025-09-26T11:13:40.853919] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-09-26T11:13:40.854093] [INFO ] [sig ] RMD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:41.023524] [INFO ] [LOCAL ] Saved forecast: RMD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RMD.txt [2025-09-26T11:13:41.023908] [INFO ] [sig ] [1531/2043] Completed RMD in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:41.024007] [INFO ] [sig ] [1532/2043] Forecasting RMI... [2025-09-26T11:13:41.024080] [INFO ] [sig ] Generating forecast for: RMI [2025-09-26T11:13:41.024171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-09-26T11:13:41.034905] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMI'. [2025-09-26T11:13:41.035217] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-09-26T11:13:41.064588] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:41.065502] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-09-26T11:13:41.065589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:41.065689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:41.065760] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:41.065877] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:41.084910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:41.085498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:41.085681] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:41.085754] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:41.121199] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:41.121314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:41.121356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:41.121390] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:41.124806] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=5.34%) [2025-09-26T11:13:41.125093] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-09-26T11:13:41.125243] [INFO ] [sig ] RMI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:41.278614] [INFO ] [LOCAL ] Saved forecast: RMI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RMI.txt [2025-09-26T11:13:41.278907] [INFO ] [sig ] [1532/2043] Completed RMI in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:41.278990] [INFO ] [sig ] [1533/2043] Forecasting RMM... [2025-09-26T11:13:41.279067] [INFO ] [sig ] Generating forecast for: RMM [2025-09-26T11:13:41.279148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-09-26T11:13:41.291363] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMM'. [2025-09-26T11:13:41.291971] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-09-26T11:13:41.325845] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:41.326787] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-09-26T11:13:41.326892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:41.326974] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:41.327066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:41.327214] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:41.346378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:41.347392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:41.347524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:41.347625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:41.391556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:41.391814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:41.391882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:41.391923] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:41.396411] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=81.06%) [2025-09-26T11:13:41.396887] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-09-26T11:13:41.397079] [INFO ] [sig ] RMM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:41.561131] [INFO ] [LOCAL ] Saved forecast: RMM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RMM.txt [2025-09-26T11:13:41.561463] [INFO ] [sig ] [1533/2043] Completed RMM in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:41.561544] [INFO ] [sig ] [1534/2043] Forecasting RMMZ... [2025-09-26T11:13:41.561616] [INFO ] [sig ] Generating forecast for: RMMZ [2025-09-26T11:13:41.561711] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-09-26T11:13:41.574122] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMMZ'. [2025-09-26T11:13:41.574695] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-09-26T11:13:41.604100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:41.604999] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-09-26T11:13:41.605095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:41.605184] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:41.605271] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:41.605405] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:41.625523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:41.626224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:41.626366] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:41.626456] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:41.673023] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:41.673237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:41.673289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:41.673327] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:41.677843] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=10.40%) [2025-09-26T11:13:41.678255] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-09-26T11:13:41.678424] [INFO ] [sig ] RMMZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:41.831245] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RMMZ.txt [2025-09-26T11:13:41.831588] [INFO ] [sig ] [1534/2043] Completed RMMZ in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:41.831724] [INFO ] [sig ] [1535/2043] Forecasting RMT... [2025-09-26T11:13:41.831828] [INFO ] [sig ] Generating forecast for: RMT [2025-09-26T11:13:41.831935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'. [2025-09-26T11:13:41.842489] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RMT'. [2025-09-26T11:13:41.842888] [INFO ] [FORECASTER] Starting predict_future for RMT [2025-09-26T11:13:41.869710] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:41.870564] [DEBUG] [LOCAL ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt [2025-09-26T11:13:41.870666] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:41.870743] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:41.870812] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:41.870914] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:41.890444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:41.891087] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:41.891193] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:41.891265] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:41.936717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:41.936859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:41.936921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:41.936961] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:41.940859] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-09-26T11:13:41.941183] [INFO ] [FORECASTER] Completed predict_future for RMT [2025-09-26T11:13:41.941342] [INFO ] [sig ] RMT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:42.099719] [INFO ] [LOCAL ] Saved forecast: RMT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RMT.txt [2025-09-26T11:13:42.100014] [INFO ] [sig ] [1535/2043] Completed RMT in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:42.100114] [INFO ] [sig ] [1536/2043] Forecasting RNG... [2025-09-26T11:13:42.100185] [INFO ] [sig ] Generating forecast for: RNG [2025-09-26T11:13:42.100256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-09-26T11:13:42.115009] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RNG'. [2025-09-26T11:13:42.115394] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-09-26T11:13:42.143152] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:42.144139] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-09-26T11:13:42.144220] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:42.144318] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:42.144415] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:42.144558] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:42.163607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:42.164350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:42.164471] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:42.164563] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:42.211254] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:42.211380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:42.211424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:42.211460] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:42.215471] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=32.35%) [2025-09-26T11:13:42.215838] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-09-26T11:13:42.216006] [INFO ] [sig ] RNG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:42.367671] [INFO ] [LOCAL ] Saved forecast: RNG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RNG.txt [2025-09-26T11:13:42.367953] [INFO ] [sig ] [1536/2043] Completed RNG in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.3m [2025-09-26T11:13:42.368061] [INFO ] [sig ] [1537/2043] Forecasting RNGR... [2025-09-26T11:13:42.368160] [INFO ] [sig ] Generating forecast for: RNGR [2025-09-26T11:13:42.368261] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'. [2025-09-26T11:13:42.379718] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RNGR'. [2025-09-26T11:13:42.380093] [INFO ] [FORECASTER] Starting predict_future for RNGR [2025-09-26T11:13:42.406475] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:42.407377] [DEBUG] [LOCAL ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt [2025-09-26T11:13:42.407460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:42.407558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:42.407688] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:42.407837] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:42.425890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:42.426638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:42.426781] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:42.426899] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:42.471453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:42.471586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:42.471632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:42.471737] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:42.475805] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: UP (p=51.54%) [2025-09-26T11:13:42.476114] [INFO ] [FORECASTER] Completed predict_future for RNGR [2025-09-26T11:13:42.476272] [INFO ] [sig ] RNGR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:42.665558] [INFO ] [LOCAL ] Saved forecast: RNGR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RNGR.txt [2025-09-26T11:13:42.667474] [INFO ] [sig ] [1537/2043] Completed RNGR in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.2m [2025-09-26T11:13:42.667616] [INFO ] [sig ] [1538/2043] Forecasting RNP... [2025-09-26T11:13:42.667714] [INFO ] [sig ] Generating forecast for: RNP [2025-09-26T11:13:42.667887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-09-26T11:13:42.680386] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RNP'. [2025-09-26T11:13:42.680943] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-09-26T11:13:42.707884] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:42.708870] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-09-26T11:13:42.708952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:42.709028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:42.709114] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:42.709318] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:42.727085] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:42.728011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:42.728152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:42.728228] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:42.774259] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:42.774542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:42.774595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:42.774630] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:42.779046] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=92.96%) [2025-09-26T11:13:42.779372] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-09-26T11:13:42.779537] [INFO ] [sig ] RNP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:42.933448] [INFO ] [LOCAL ] Saved forecast: RNP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RNP.txt [2025-09-26T11:13:42.933837] [INFO ] [sig ] [1538/2043] Completed RNP in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.2m [2025-09-26T11:13:42.933964] [INFO ] [sig ] [1539/2043] Forecasting RNR... [2025-09-26T11:13:42.934067] [INFO ] [sig ] Generating forecast for: RNR [2025-09-26T11:13:42.934173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'. [2025-09-26T11:13:42.946632] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RNR'. [2025-09-26T11:13:42.947070] [INFO ] [FORECASTER] Starting predict_future for RNR [2025-09-26T11:13:42.973341] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:42.974213] [DEBUG] [LOCAL ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt [2025-09-26T11:13:42.974310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:42.974420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:42.974521] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:42.974688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:42.993252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:42.993964] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:42.994090] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:42.994194] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:43.037125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:43.037238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:43.037283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:43.037319] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:43.041415] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: DOWN (p=13.24%) [2025-09-26T11:13:43.041854] [INFO ] [FORECASTER] Completed predict_future for RNR [2025-09-26T11:13:43.042024] [INFO ] [sig ] RNR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:43.190599] [INFO ] [LOCAL ] Saved forecast: RNR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RNR.txt [2025-09-26T11:13:43.190939] [INFO ] [sig ] [1539/2043] Completed RNR in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.2m [2025-09-26T11:13:43.191019] [INFO ] [sig ] [1540/2043] Forecasting RNST... [2025-09-26T11:13:43.191089] [INFO ] [sig ] Generating forecast for: RNST [2025-09-26T11:13:43.191160] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'. [2025-09-26T11:13:43.202392] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RNST'. [2025-09-26T11:13:43.202744] [INFO ] [FORECASTER] Starting predict_future for RNST [2025-09-26T11:13:43.229121] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:43.230015] [DEBUG] [LOCAL ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt [2025-09-26T11:13:43.230095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:43.230168] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:43.230238] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:43.230339] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:43.248605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:43.249200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:43.249308] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:43.249377] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:43.286427] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:43.286527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:43.286567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:43.286601] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:43.289888] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: DOWN (p=11.81%) [2025-09-26T11:13:43.290168] [INFO ] [FORECASTER] Completed predict_future for RNST [2025-09-26T11:13:43.290312] [INFO ] [sig ] RNST: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:43.454589] [INFO ] [LOCAL ] Saved forecast: RNST 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RNST.txt [2025-09-26T11:13:43.454884] [INFO ] [sig ] [1540/2043] Completed RNST in 0.3s | 3.75 sym/s | Total: 6.8m | ETA: 2.2m [2025-09-26T11:13:43.454964] [INFO ] [sig ] [1541/2043] Forecasting ROG... [2025-09-26T11:13:43.455034] [INFO ] [sig ] Generating forecast for: ROG [2025-09-26T11:13:43.455199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'. [2025-09-26T11:13:43.466320] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ROG'. [2025-09-26T11:13:43.466679] [INFO ] [FORECASTER] Starting predict_future for ROG [2025-09-26T11:13:43.492606] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:43.493423] [DEBUG] [LOCAL ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt [2025-09-26T11:13:43.493506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:43.493578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:43.493685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:43.493844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:43.511948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:43.512550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:43.512683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:43.512772] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:43.551208] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:43.551330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:43.551375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:43.551412] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:43.555401] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: UP (p=91.73%) [2025-09-26T11:13:43.555771] [INFO ] [FORECASTER] Completed predict_future for ROG [2025-09-26T11:13:43.555950] [INFO ] [sig ] ROG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:43.710250] [INFO ] [LOCAL ] Saved forecast: ROG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ROG.txt [2025-09-26T11:13:43.710714] [INFO ] [sig ] [1541/2043] Completed ROG in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:43.710803] [INFO ] [sig ] [1542/2043] Forecasting ROK... [2025-09-26T11:13:43.710898] [INFO ] [sig ] Generating forecast for: ROK [2025-09-26T11:13:43.711002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROK' from 'https://tdm.silogroup.org/data/derivative_storage/ROK.csv'. [2025-09-26T11:13:43.723205] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ROK'. [2025-09-26T11:13:43.723594] [INFO ] [FORECASTER] Starting predict_future for ROK [2025-09-26T11:13:43.751410] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:43.752401] [DEBUG] [LOCAL ] No optimal features file found for ROK: ./output/feature-sets/ROK.txt [2025-09-26T11:13:43.752487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:43.752576] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:43.752680] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:43.752868] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:43.771350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:43.772362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:43.772484] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:43.772569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:43.813200] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:43.813413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:43.813463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:43.813497] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:43.817353] [DEBUG] [FORECASTER] ROK: Forecast T+1@11:T+2@11: DOWN (p=37.69%) [2025-09-26T11:13:43.817674] [INFO ] [FORECASTER] Completed predict_future for ROK [2025-09-26T11:13:43.817841] [INFO ] [sig ] ROK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:43.966924] [INFO ] [LOCAL ] Saved forecast: ROK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ROK.txt [2025-09-26T11:13:43.967182] [INFO ] [sig ] [1542/2043] Completed ROK in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:43.967268] [INFO ] [sig ] [1543/2043] Forecasting ROL... [2025-09-26T11:13:43.967396] [INFO ] [sig ] Generating forecast for: ROL [2025-09-26T11:13:43.967469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROL' from 'https://tdm.silogroup.org/data/derivative_storage/ROL.csv'. [2025-09-26T11:13:43.978057] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ROL'. [2025-09-26T11:13:43.978414] [INFO ] [FORECASTER] Starting predict_future for ROL [2025-09-26T11:13:44.005168] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:44.006029] [DEBUG] [LOCAL ] No optimal features file found for ROL: ./output/feature-sets/ROL.txt [2025-09-26T11:13:44.006109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:44.006196] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:44.006282] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:44.006408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:44.025393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:44.026062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:44.026172] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:44.026257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:44.065586] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:44.065767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:44.065826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:44.065862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:44.069449] [DEBUG] [FORECASTER] ROL: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-09-26T11:13:44.069793] [INFO ] [FORECASTER] Completed predict_future for ROL [2025-09-26T11:13:44.069954] [INFO ] [sig ] ROL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:44.220152] [INFO ] [LOCAL ] Saved forecast: ROL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ROL.txt [2025-09-26T11:13:44.220384] [INFO ] [sig ] [1543/2043] Completed ROL in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:44.220461] [INFO ] [sig ] [1544/2043] Forecasting RPM... [2025-09-26T11:13:44.220602] [INFO ] [sig ] Generating forecast for: RPM [2025-09-26T11:13:44.220699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'. [2025-09-26T11:13:44.231458] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RPM'. [2025-09-26T11:13:44.231821] [INFO ] [FORECASTER] Starting predict_future for RPM [2025-09-26T11:13:44.258124] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:44.259010] [DEBUG] [LOCAL ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt [2025-09-26T11:13:44.259090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:44.259163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:44.259254] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:44.259437] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:44.278236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:44.278965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:44.279068] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:44.279150] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:44.318287] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:44.318403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:44.318444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:44.318494] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:44.322257] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: DOWN (p=0.12%) [2025-09-26T11:13:44.322561] [INFO ] [FORECASTER] Completed predict_future for RPM [2025-09-26T11:13:44.322749] [INFO ] [sig ] RPM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:44.498690] [INFO ] [LOCAL ] Saved forecast: RPM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RPM.txt [2025-09-26T11:13:44.499039] [INFO ] [sig ] [1544/2043] Completed RPM in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:44.499152] [INFO ] [sig ] [1545/2043] Forecasting RPT... [2025-09-26T11:13:44.499239] [INFO ] [sig ] Generating forecast for: RPT [2025-09-26T11:13:44.499328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'. [2025-09-26T11:13:44.511262] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RPT'. [2025-09-26T11:13:44.511730] [INFO ] [FORECASTER] Starting predict_future for RPT [2025-09-26T11:13:44.540970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:44.541922] [DEBUG] [LOCAL ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt [2025-09-26T11:13:44.542002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:44.542083] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:44.542153] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:44.542254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:44.561125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:44.561797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:44.561904] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:44.561976] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:44.606796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:44.607017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:44.607068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:44.607102] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:44.610899] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: UP (p=93.19%) [2025-09-26T11:13:44.611199] [INFO ] [FORECASTER] Completed predict_future for RPT [2025-09-26T11:13:44.611354] [INFO ] [sig ] RPT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:44.776305] [INFO ] [LOCAL ] Saved forecast: RPT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RPT.txt [2025-09-26T11:13:44.776618] [INFO ] [sig ] [1545/2043] Completed RPT in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:44.776880] [INFO ] [sig ] [1546/2043] Forecasting RQI... [2025-09-26T11:13:44.776953] [INFO ] [sig ] Generating forecast for: RQI [2025-09-26T11:13:44.777025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-09-26T11:13:44.789519] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RQI'. [2025-09-26T11:13:44.789992] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-09-26T11:13:44.818587] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:44.819565] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-09-26T11:13:44.819677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:44.819756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:44.819827] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:44.819928] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:44.838835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:44.839816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:44.839935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:44.840007] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:44.880246] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:44.880409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:44.880451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:44.880485] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:44.884147] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=83.03%) [2025-09-26T11:13:44.884445] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-09-26T11:13:44.884603] [INFO ] [sig ] RQI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:45.039789] [INFO ] [LOCAL ] Saved forecast: RQI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RQI.txt [2025-09-26T11:13:45.040069] [INFO ] [sig ] [1546/2043] Completed RQI in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:45.040151] [INFO ] [sig ] [1547/2043] Forecasting RRC... [2025-09-26T11:13:45.040225] [INFO ] [sig ] Generating forecast for: RRC [2025-09-26T11:13:45.040299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-09-26T11:13:45.051157] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RRC'. [2025-09-26T11:13:45.051689] [INFO ] [FORECASTER] Starting predict_future for RRC [2025-09-26T11:13:45.078754] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:45.079601] [DEBUG] [LOCAL ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt [2025-09-26T11:13:45.079702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:45.079776] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:45.079845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:45.079944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:45.099201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:45.100106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:45.100232] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:45.100314] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:45.140572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:45.140802] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:45.140862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:45.140897] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:45.144537] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: UP (p=55.74%) [2025-09-26T11:13:45.144867] [INFO ] [FORECASTER] Completed predict_future for RRC [2025-09-26T11:13:45.145026] [INFO ] [sig ] RRC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:45.299024] [INFO ] [LOCAL ] Saved forecast: RRC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RRC.txt [2025-09-26T11:13:45.299347] [INFO ] [sig ] [1547/2043] Completed RRC in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:45.299431] [INFO ] [sig ] [1548/2043] Forecasting RRX... [2025-09-26T11:13:45.299504] [INFO ] [sig ] Generating forecast for: RRX [2025-09-26T11:13:45.299579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-09-26T11:13:45.311668] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RRX'. [2025-09-26T11:13:45.312225] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-09-26T11:13:45.339795] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:45.340865] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-09-26T11:13:45.340947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:45.341035] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:45.341118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:45.341245] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:45.360210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:45.361146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:45.361298] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:45.361375] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:45.400436] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:45.400627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:45.400848] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:45.400900] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:45.404572] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: DOWN (p=19.02%) [2025-09-26T11:13:45.404891] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-09-26T11:13:45.405048] [INFO ] [sig ] RRX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:45.558948] [INFO ] [LOCAL ] Saved forecast: RRX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RRX.txt [2025-09-26T11:13:45.559245] [INFO ] [sig ] [1548/2043] Completed RRX in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:45.559327] [INFO ] [sig ] [1549/2043] Forecasting RS... [2025-09-26T11:13:45.559410] [INFO ] [sig ] Generating forecast for: RS [2025-09-26T11:13:45.559497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-09-26T11:13:45.570481] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RS'. [2025-09-26T11:13:45.570892] [INFO ] [FORECASTER] Starting predict_future for RS [2025-09-26T11:13:45.597808] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:45.598716] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-09-26T11:13:45.598794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:45.598879] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:45.598930] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:45.599010] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:45.618618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:45.619482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:45.619599] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:45.619705] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:45.657556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:45.657806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:45.657872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:45.657909] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:45.661833] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=4.34%) [2025-09-26T11:13:45.662134] [INFO ] [FORECASTER] Completed predict_future for RS [2025-09-26T11:13:45.662283] [INFO ] [sig ] RS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:45.813061] [INFO ] [LOCAL ] Saved forecast: RS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RS.txt [2025-09-26T11:13:45.813389] [INFO ] [sig ] [1549/2043] Completed RS in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:45.813480] [INFO ] [sig ] [1550/2043] Forecasting RSF... [2025-09-26T11:13:45.813563] [INFO ] [sig ] Generating forecast for: RSF [2025-09-26T11:13:45.813683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'. [2025-09-26T11:13:45.825712] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'RSF'. [2025-09-26T11:13:45.826161] [INFO ] [FORECASTER] Starting predict_future for RSF [2025-09-26T11:13:45.855507] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:45.856472] [DEBUG] [LOCAL ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt [2025-09-26T11:13:45.856554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:45.856638] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:45.856747] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:45.856897] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:45.877496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:45.878346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:45.878466] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:45.878548] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:45.916574] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:45.916788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:45.916889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:45.916935] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:45.920681] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=45.56%) [2025-09-26T11:13:45.920982] [INFO ] [FORECASTER] Completed predict_future for RSF [2025-09-26T11:13:45.921128] [INFO ] [sig ] RSF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:46.081962] [INFO ] [LOCAL ] Saved forecast: RSF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RSF.txt [2025-09-26T11:13:46.082306] [INFO ] [sig ] [1550/2043] Completed RSF in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:46.082391] [INFO ] [sig ] [1551/2043] Forecasting RSG... [2025-09-26T11:13:46.082473] [INFO ] [sig ] Generating forecast for: RSG [2025-09-26T11:13:46.082558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-09-26T11:13:46.093401] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RSG'. [2025-09-26T11:13:46.093812] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-09-26T11:13:46.120414] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:46.121396] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-09-26T11:13:46.121482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:46.121560] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:46.121635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:46.121777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:46.140044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:46.140846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:46.140961] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:46.141035] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:46.173938] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:46.174185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:46.174253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:46.174291] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:46.178315] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=98.83%) [2025-09-26T11:13:46.178683] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-09-26T11:13:46.178847] [INFO ] [sig ] RSG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:46.333701] [INFO ] [LOCAL ] Saved forecast: RSG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RSG.txt [2025-09-26T11:13:46.334060] [INFO ] [sig ] [1551/2043] Completed RSG in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:46.334145] [INFO ] [sig ] [1552/2043] Forecasting RSI... [2025-09-26T11:13:46.334228] [INFO ] [sig ] Generating forecast for: RSI [2025-09-26T11:13:46.334312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-09-26T11:13:46.346067] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RSI'. [2025-09-26T11:13:46.346535] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-09-26T11:13:46.385387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:46.386735] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-09-26T11:13:46.386867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:46.386954] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:46.387040] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:46.387170] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:46.409420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:46.410478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:46.410596] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:46.410706] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:46.442088] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:46.442320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:46.442406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:46.442453] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:46.446555] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=82.24%) [2025-09-26T11:13:46.447007] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-09-26T11:13:46.447177] [INFO ] [sig ] RSI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:46.607811] [INFO ] [LOCAL ] Saved forecast: RSI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RSI.txt [2025-09-26T11:13:46.608253] [INFO ] [sig ] [1552/2043] Completed RSI in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:46.608338] [INFO ] [sig ] [1553/2043] Forecasting RSKD... [2025-09-26T11:13:46.608411] [INFO ] [sig ] Generating forecast for: RSKD [2025-09-26T11:13:46.608488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-09-26T11:13:46.621659] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RSKD'. [2025-09-26T11:13:46.622271] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-09-26T11:13:46.648932] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:46.649855] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-09-26T11:13:46.649933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:46.650007] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:46.650083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:46.650197] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:46.668086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:46.668824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:46.668935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:46.669013] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:46.710916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:46.711153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:46.711206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:46.711241] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:46.715465] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=99.78%) [2025-09-26T11:13:46.715854] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-09-26T11:13:46.716023] [INFO ] [sig ] RSKD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:46.868092] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RSKD.txt [2025-09-26T11:13:46.868444] [INFO ] [sig ] [1553/2043] Completed RSKD in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:46.868569] [INFO ] [sig ] [1554/2043] Forecasting RTO... [2025-09-26T11:13:46.868674] [INFO ] [sig ] Generating forecast for: RTO [2025-09-26T11:13:46.868757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-09-26T11:13:46.881593] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RTO'. [2025-09-26T11:13:46.882162] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-09-26T11:13:46.909028] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:46.909892] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-09-26T11:13:46.909973] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:46.910051] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:46.910123] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:46.910226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:46.928282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:46.929171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:46.929296] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:46.929369] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:46.973511] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:46.973795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:46.973865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:46.973901] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:46.978167] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: UP (p=61.21%) [2025-09-26T11:13:46.978482] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-09-26T11:13:46.978669] [INFO ] [sig ] RTO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:47.129002] [INFO ] [LOCAL ] Saved forecast: RTO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RTO.txt [2025-09-26T11:13:47.129398] [INFO ] [sig ] [1554/2043] Completed RTO in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:47.129481] [INFO ] [sig ] [1555/2043] Forecasting RTX... [2025-09-26T11:13:47.129553] [INFO ] [sig ] Generating forecast for: RTX [2025-09-26T11:13:47.129629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTX' from 'https://tdm.silogroup.org/data/derivative_storage/RTX.csv'. [2025-09-26T11:13:47.142110] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RTX'. [2025-09-26T11:13:47.142578] [INFO ] [FORECASTER] Starting predict_future for RTX [2025-09-26T11:13:47.169585] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:47.170707] [DEBUG] [LOCAL ] No optimal features file found for RTX: ./output/feature-sets/RTX.txt [2025-09-26T11:13:47.170799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:47.170891] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:47.170978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:47.171111] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:47.190071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:47.190930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:47.191058] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:47.191148] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:47.237059] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:47.237282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:47.237330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:47.237364] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:47.241254] [DEBUG] [FORECASTER] RTX: Forecast T+1@11:T+2@11: DOWN (p=38.17%) [2025-09-26T11:13:47.241563] [INFO ] [FORECASTER] Completed predict_future for RTX [2025-09-26T11:13:47.241776] [INFO ] [sig ] RTX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:47.392627] [INFO ] [LOCAL ] Saved forecast: RTX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RTX.txt [2025-09-26T11:13:47.393150] [INFO ] [sig ] [1555/2043] Completed RTX in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:47.393240] [INFO ] [sig ] [1556/2043] Forecasting RVLV... [2025-09-26T11:13:47.393314] [INFO ] [sig ] Generating forecast for: RVLV [2025-09-26T11:13:47.393392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'. [2025-09-26T11:13:47.406011] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RVLV'. [2025-09-26T11:13:47.406481] [INFO ] [FORECASTER] Starting predict_future for RVLV [2025-09-26T11:13:47.433718] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:47.434541] [DEBUG] [LOCAL ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt [2025-09-26T11:13:47.434622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:47.434726] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:47.434798] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:47.434903] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:47.453146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:47.453910] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:47.454058] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:47.454158] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:47.493448] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:47.493682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:47.493768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:47.493815] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:47.498084] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-09-26T11:13:47.498386] [INFO ] [FORECASTER] Completed predict_future for RVLV [2025-09-26T11:13:47.498540] [INFO ] [sig ] RVLV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:47.653731] [INFO ] [LOCAL ] Saved forecast: RVLV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RVLV.txt [2025-09-26T11:13:47.654163] [INFO ] [sig ] [1556/2043] Completed RVLV in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:47.654260] [INFO ] [sig ] [1557/2043] Forecasting RVT... [2025-09-26T11:13:47.654351] [INFO ] [sig ] Generating forecast for: RVT [2025-09-26T11:13:47.654448] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'. [2025-09-26T11:13:47.666507] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RVT'. [2025-09-26T11:13:47.667097] [INFO ] [FORECASTER] Starting predict_future for RVT [2025-09-26T11:13:47.697051] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:47.697996] [DEBUG] [LOCAL ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt [2025-09-26T11:13:47.698077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:47.698151] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:47.698221] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:47.698323] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:47.717326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:47.718259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:47.718377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:47.718448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:47.750377] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:47.750553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:47.750598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:47.750634] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:47.754423] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: DOWN (p=47.99%) [2025-09-26T11:13:47.754763] [INFO ] [FORECASTER] Completed predict_future for RVT [2025-09-26T11:13:47.754915] [INFO ] [sig ] RVT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:47.910663] [INFO ] [LOCAL ] Saved forecast: RVT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RVT.txt [2025-09-26T11:13:47.911003] [INFO ] [sig ] [1557/2043] Completed RVT in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:47.911085] [INFO ] [sig ] [1558/2043] Forecasting RVTY... [2025-09-26T11:13:47.911157] [INFO ] [sig ] Generating forecast for: RVTY [2025-09-26T11:13:47.911231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-09-26T11:13:47.922515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RVTY'. [2025-09-26T11:13:47.922972] [INFO ] [FORECASTER] Starting predict_future for RVTY [2025-09-26T11:13:47.950461] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:47.951380] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-09-26T11:13:47.951459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:47.951542] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:47.951616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:47.951749] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:47.970129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:47.970832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:47.970944] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:47.971027] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:47.999801] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:47.999935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:47.999978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:48.000011] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:48.004084] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=10.62%) [2025-09-26T11:13:48.004478] [INFO ] [FORECASTER] Completed predict_future for RVTY [2025-09-26T11:13:48.004662] [INFO ] [sig ] RVTY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:48.159556] [INFO ] [LOCAL ] Saved forecast: RVTY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RVTY.txt [2025-09-26T11:13:48.159908] [INFO ] [sig ] [1558/2043] Completed RVTY in 0.2s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:48.159991] [INFO ] [sig ] [1559/2043] Forecasting RWT... [2025-09-26T11:13:48.160060] [INFO ] [sig ] Generating forecast for: RWT [2025-09-26T11:13:48.160132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'. [2025-09-26T11:13:48.171075] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RWT'. [2025-09-26T11:13:48.171445] [INFO ] [FORECASTER] Starting predict_future for RWT [2025-09-26T11:13:48.198316] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:48.199205] [DEBUG] [LOCAL ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt [2025-09-26T11:13:48.199286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:48.199359] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:48.199430] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:48.199530] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:48.218031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:48.218692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:48.218802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:48.218870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:48.246488] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:48.246631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:48.246716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:48.246765] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:48.250528] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=97.63%) [2025-09-26T11:13:48.250887] [INFO ] [FORECASTER] Completed predict_future for RWT [2025-09-26T11:13:48.251040] [INFO ] [sig ] RWT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:48.399828] [INFO ] [LOCAL ] Saved forecast: RWT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RWT.txt [2025-09-26T11:13:48.400112] [INFO ] [sig ] [1559/2043] Completed RWT in 0.2s | 3.75 sym/s | Total: 6.9m | ETA: 2.2m [2025-09-26T11:13:48.400190] [INFO ] [sig ] [1560/2043] Forecasting RXO... [2025-09-26T11:13:48.400260] [INFO ] [sig ] Generating forecast for: RXO [2025-09-26T11:13:48.400332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-09-26T11:13:48.410708] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'RXO'. [2025-09-26T11:13:48.411052] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-09-26T11:13:48.437986] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:48.438865] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-09-26T11:13:48.438945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:48.439018] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:48.439084] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:48.439184] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:48.458267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:48.459108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:48.459217] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:48.459283] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:48.487934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:48.488073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:48.488117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:48.488150] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:48.491733] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=8.22%) [2025-09-26T11:13:48.492049] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-09-26T11:13:48.492189] [INFO ] [sig ] RXO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:48.642241] [INFO ] [LOCAL ] Saved forecast: RXO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RXO.txt [2025-09-26T11:13:48.642520] [INFO ] [sig ] [1560/2043] Completed RXO in 0.2s | 3.75 sym/s | Total: 6.9m | ETA: 2.1m [2025-09-26T11:13:48.642610] [INFO ] [sig ] [1561/2043] Forecasting RY... [2025-09-26T11:13:48.642699] [INFO ] [sig ] Generating forecast for: RY [2025-09-26T11:13:48.642800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-09-26T11:13:48.653364] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RY'. [2025-09-26T11:13:48.653758] [INFO ] [FORECASTER] Starting predict_future for RY [2025-09-26T11:13:48.685354] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:48.686427] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-09-26T11:13:48.686509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:48.686601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:48.686711] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:48.686904] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:48.706403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:48.707331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:48.707477] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:48.707553] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:48.738288] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:48.738444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:48.738498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:48.738534] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:48.742050] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=86.53%) [2025-09-26T11:13:48.742341] [INFO ] [FORECASTER] Completed predict_future for RY [2025-09-26T11:13:48.742477] [INFO ] [sig ] RY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:48.892797] [INFO ] [LOCAL ] Saved forecast: RY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RY.txt [2025-09-26T11:13:48.893099] [INFO ] [sig ] [1561/2043] Completed RY in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.1m [2025-09-26T11:13:48.893183] [INFO ] [sig ] [1562/2043] Forecasting RYAM... [2025-09-26T11:13:48.893258] [INFO ] [sig ] Generating forecast for: RYAM [2025-09-26T11:13:48.893335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-09-26T11:13:48.905379] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RYAM'. [2025-09-26T11:13:48.905753] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-09-26T11:13:48.933101] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:48.934261] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-09-26T11:13:48.934360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:48.934436] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:48.934505] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:48.934605] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:48.953052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:48.953841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:48.953965] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:48.954039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:48.981219] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:48.981346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:48.981389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:48.981424] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:48.985074] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=99.41%) [2025-09-26T11:13:48.985367] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-09-26T11:13:48.985507] [INFO ] [sig ] RYAM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:49.137342] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RYAM.txt [2025-09-26T11:13:49.137724] [INFO ] [sig ] [1562/2043] Completed RYAM in 0.2s | 3.75 sym/s | Total: 6.9m | ETA: 2.1m [2025-09-26T11:13:49.137809] [INFO ] [sig ] [1563/2043] Forecasting RYAN... [2025-09-26T11:13:49.137892] [INFO ] [sig ] Generating forecast for: RYAN [2025-09-26T11:13:49.137980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-09-26T11:13:49.149338] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RYAN'. [2025-09-26T11:13:49.149759] [INFO ] [FORECASTER] Starting predict_future for RYAN [2025-09-26T11:13:49.175982] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:49.176945] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-09-26T11:13:49.177033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:49.177107] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:49.177178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:49.177279] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:49.195310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:49.195986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:49.196093] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:49.196163] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:49.238109] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:49.238326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:49.238376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:49.238413] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:49.242426] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=5.08%) [2025-09-26T11:13:49.242818] [INFO ] [FORECASTER] Completed predict_future for RYAN [2025-09-26T11:13:49.242991] [INFO ] [sig ] RYAN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:49.396902] [INFO ] [LOCAL ] Saved forecast: RYAN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RYAN.txt [2025-09-26T11:13:49.397170] [INFO ] [sig ] [1563/2043] Completed RYAN in 0.3s | 3.75 sym/s | Total: 6.9m | ETA: 2.1m [2025-09-26T11:13:49.397247] [INFO ] [sig ] [1564/2043] Forecasting RYI... [2025-09-26T11:13:49.397325] [INFO ] [sig ] Generating forecast for: RYI [2025-09-26T11:13:49.397399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-09-26T11:13:49.408107] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RYI'. [2025-09-26T11:13:49.408451] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-09-26T11:13:49.434954] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:49.435844] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-09-26T11:13:49.435925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:49.435999] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:49.436070] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:49.436171] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:49.455247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:49.456023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:49.456136] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:49.456207] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:49.497963] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:49.498212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:49.498305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:49.498365] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:49.504388] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=81.81%) [2025-09-26T11:13:49.504873] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-09-26T11:13:49.505054] [INFO ] [sig ] RYI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:49.657314] [INFO ] [LOCAL ] Saved forecast: RYI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RYI.txt [2025-09-26T11:13:49.657629] [INFO ] [sig ] [1564/2043] Completed RYI in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:49.657732] [INFO ] [sig ] [1565/2043] Forecasting RYN... [2025-09-26T11:13:49.657802] [INFO ] [sig ] Generating forecast for: RYN [2025-09-26T11:13:49.657882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-09-26T11:13:49.672813] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RYN'. [2025-09-26T11:13:49.673211] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-09-26T11:13:49.701015] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:49.702006] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-09-26T11:13:49.702087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:49.702162] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:49.702232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:49.702333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:49.721418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:49.722269] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:49.722380] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:49.722455] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:49.758697] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:49.758870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:49.758915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:49.758949] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:49.762583] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=98.54%) [2025-09-26T11:13:49.762953] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-09-26T11:13:49.763119] [INFO ] [sig ] RYN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:49.914600] [INFO ] [LOCAL ] Saved forecast: RYN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RYN.txt [2025-09-26T11:13:49.914975] [INFO ] [sig ] [1565/2043] Completed RYN in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:49.915055] [INFO ] [sig ] [1566/2043] Forecasting RZB... [2025-09-26T11:13:49.915126] [INFO ] [sig ] Generating forecast for: RZB [2025-09-26T11:13:49.915199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-09-26T11:13:49.929197] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RZB'. [2025-09-26T11:13:49.929817] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-09-26T11:13:49.963990] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:49.965226] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-09-26T11:13:49.965336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:49.965445] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:49.965605] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:49.965760] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:49.985327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:49.986241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:49.986354] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:49.986433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:50.025085] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:50.025287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:50.025337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:50.025372] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:50.029494] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=78.03%) [2025-09-26T11:13:50.029885] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-09-26T11:13:50.030051] [INFO ] [sig ] RZB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:50.192805] [INFO ] [LOCAL ] Saved forecast: RZB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/RZB.txt [2025-09-26T11:13:50.193129] [INFO ] [sig ] [1566/2043] Completed RZB in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:50.193217] [INFO ] [sig ] [1567/2043] Forecasting RZC... [2025-09-26T11:13:50.193306] [INFO ] [sig ] Generating forecast for: RZC [2025-09-26T11:13:50.193392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-09-26T11:13:50.203887] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'RZC'. [2025-09-26T11:13:50.204301] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-09-26T11:13:50.231540] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:50.232368] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-09-26T11:13:50.232446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:50.232521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:50.232589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:50.232711] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:50.251127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:50.251874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:50.252004] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:50.252082] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:50.290259] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:50.290449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:50.290497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:50.290533] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:50.294586] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: DOWN (p=14.83%) [2025-09-26T11:13:50.294957] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-09-26T11:13:50.295127] [INFO ] [sig ] RZC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:50.444552] [INFO ] [LOCAL ] Saved forecast: RZC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/RZC.txt [2025-09-26T11:13:50.444878] [INFO ] [sig ] [1567/2043] Completed RZC in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:50.444961] [INFO ] [sig ] [1568/2043] Forecasting S... [2025-09-26T11:13:50.445034] [INFO ] [sig ] Generating forecast for: S [2025-09-26T11:13:50.445108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-09-26T11:13:50.456521] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'S'. [2025-09-26T11:13:50.457066] [INFO ] [FORECASTER] Starting predict_future for S [2025-09-26T11:13:50.484591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:50.485543] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-09-26T11:13:50.485631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:50.485735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:50.485817] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:50.485929] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:50.504928] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:50.505680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:50.505791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:50.505869] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:50.544165] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:50.544350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:50.544397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:50.544431] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:50.548251] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=82.42%) [2025-09-26T11:13:50.548550] [INFO ] [FORECASTER] Completed predict_future for S [2025-09-26T11:13:50.548729] [INFO ] [sig ] S: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:50.706151] [INFO ] [LOCAL ] Saved forecast: S 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/S.txt [2025-09-26T11:13:50.706461] [INFO ] [sig ] [1568/2043] Completed S in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:50.706552] [INFO ] [sig ] [1569/2043] Forecasting SA... [2025-09-26T11:13:50.706632] [INFO ] [sig ] Generating forecast for: SA [2025-09-26T11:13:50.706735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-09-26T11:13:50.718589] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SA'. [2025-09-26T11:13:50.719072] [INFO ] [FORECASTER] Starting predict_future for SA [2025-09-26T11:13:50.746106] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:50.747182] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-09-26T11:13:50.747279] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:50.747363] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:50.747443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:50.747568] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:50.766356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:50.767489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:50.767695] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:50.767777] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:50.806075] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:50.806278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:50.806327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:50.806363] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:50.810534] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=48.90%) [2025-09-26T11:13:50.810884] [INFO ] [FORECASTER] Completed predict_future for SA [2025-09-26T11:13:50.811094] [INFO ] [sig ] SA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:50.971449] [INFO ] [LOCAL ] Saved forecast: SA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SA.txt [2025-09-26T11:13:50.972236] [INFO ] [sig ] [1569/2043] Completed SA in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:50.972344] [INFO ] [sig ] [1570/2043] Forecasting SABA... [2025-09-26T11:13:50.972417] [INFO ] [sig ] Generating forecast for: SABA [2025-09-26T11:13:50.972489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'. [2025-09-26T11:13:50.991002] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SABA'. [2025-09-26T11:13:50.991468] [INFO ] [FORECASTER] Starting predict_future for SABA [2025-09-26T11:13:51.021132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:51.022077] [DEBUG] [LOCAL ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt [2025-09-26T11:13:51.022186] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:51.022261] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:51.022328] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:51.022429] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:51.040581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:51.041394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:51.041503] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:51.041572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:51.078844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:51.079091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:51.079195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:51.079254] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:51.083624] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: DOWN (p=43.09%) [2025-09-26T11:13:51.083974] [INFO ] [FORECASTER] Completed predict_future for SABA [2025-09-26T11:13:51.084129] [INFO ] [sig ] SABA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:51.236391] [INFO ] [LOCAL ] Saved forecast: SABA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SABA.txt [2025-09-26T11:13:51.236762] [INFO ] [sig ] [1570/2043] Completed SABA in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:51.236869] [INFO ] [sig ] [1571/2043] Forecasting SAFE... [2025-09-26T11:13:51.236943] [INFO ] [sig ] Generating forecast for: SAFE [2025-09-26T11:13:51.237021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-09-26T11:13:51.248310] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAFE'. [2025-09-26T11:13:51.248710] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-09-26T11:13:51.274667] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:51.275515] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-09-26T11:13:51.275595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:51.275694] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:51.275766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:51.275869] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:51.293880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:51.294613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:51.294745] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:51.294815] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:51.332155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:51.332355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:51.332404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:51.332438] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:51.336092] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=82.85%) [2025-09-26T11:13:51.336381] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-09-26T11:13:51.336524] [INFO ] [sig ] SAFE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:51.485719] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SAFE.txt [2025-09-26T11:13:51.486007] [INFO ] [sig ] [1571/2043] Completed SAFE in 0.2s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:51.486088] [INFO ] [sig ] [1572/2043] Forecasting SAH... [2025-09-26T11:13:51.486160] [INFO ] [sig ] Generating forecast for: SAH [2025-09-26T11:13:51.486240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-09-26T11:13:51.497833] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAH'. [2025-09-26T11:13:51.498208] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-09-26T11:13:51.524343] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:51.525268] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-09-26T11:13:51.525350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:51.525426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:51.525496] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:51.525593] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:51.543565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:51.544398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:51.544513] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:51.544586] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:51.579368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:51.579584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:51.579634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:51.579727] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:51.584051] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=9.23%) [2025-09-26T11:13:51.584609] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-09-26T11:13:51.584897] [INFO ] [sig ] SAH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:51.741533] [INFO ] [LOCAL ] Saved forecast: SAH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SAH.txt [2025-09-26T11:13:51.741882] [INFO ] [sig ] [1572/2043] Completed SAH in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:51.741966] [INFO ] [sig ] [1573/2043] Forecasting SAM... [2025-09-26T11:13:51.742035] [INFO ] [sig ] Generating forecast for: SAM [2025-09-26T11:13:51.742112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-09-26T11:13:51.753011] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAM'. [2025-09-26T11:13:51.753414] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-09-26T11:13:51.783526] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:51.784582] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-09-26T11:13:51.784696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:51.784781] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:51.784859] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:51.784965] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:51.803916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:51.804879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:51.804997] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:51.805064] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:51.842135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:51.842324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:51.842380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:51.842418] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:51.846272] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=30.14%) [2025-09-26T11:13:51.846573] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-09-26T11:13:51.846746] [INFO ] [sig ] SAM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:51.999107] [INFO ] [LOCAL ] Saved forecast: SAM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SAM.txt [2025-09-26T11:13:51.999423] [INFO ] [sig ] [1573/2043] Completed SAM in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:51.999503] [INFO ] [sig ] [1574/2043] Forecasting SAN... [2025-09-26T11:13:51.999574] [INFO ] [sig ] Generating forecast for: SAN [2025-09-26T11:13:51.999670] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-09-26T11:13:52.014546] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAN'. [2025-09-26T11:13:52.015025] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-09-26T11:13:52.041834] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:52.042861] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-09-26T11:13:52.042940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:52.043016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:52.043118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:52.043226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:52.063007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:52.063896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:52.064007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:52.064098] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:52.101448] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:52.101632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:52.101728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:52.101775] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:52.105498] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=93.67%) [2025-09-26T11:13:52.105843] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-09-26T11:13:52.105999] [INFO ] [sig ] SAN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:52.259822] [INFO ] [LOCAL ] Saved forecast: SAN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SAN.txt [2025-09-26T11:13:52.260229] [INFO ] [sig ] [1574/2043] Completed SAN in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:52.260382] [INFO ] [sig ] [1575/2043] Forecasting SAND... [2025-09-26T11:13:52.260454] [INFO ] [sig ] Generating forecast for: SAND [2025-09-26T11:13:52.260531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'. [2025-09-26T11:13:52.274223] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAND'. [2025-09-26T11:13:52.274686] [INFO ] [FORECASTER] Starting predict_future for SAND [2025-09-26T11:13:52.303191] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:52.304239] [DEBUG] [LOCAL ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt [2025-09-26T11:13:52.304324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:52.304412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:52.304502] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:52.304661] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:52.324424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:52.325293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:52.325407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:52.325493] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:52.362796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:52.362973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:52.363020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:52.363054] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:52.366972] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: DOWN (p=31.49%) [2025-09-26T11:13:52.367271] [INFO ] [FORECASTER] Completed predict_future for SAND [2025-09-26T11:13:52.367426] [INFO ] [sig ] SAND: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:52.535712] [INFO ] [LOCAL ] Saved forecast: SAND 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SAND.txt [2025-09-26T11:13:52.536067] [INFO ] [sig ] [1575/2043] Completed SAND in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:52.536153] [INFO ] [sig ] [1576/2043] Forecasting SAP... [2025-09-26T11:13:52.536239] [INFO ] [sig ] Generating forecast for: SAP [2025-09-26T11:13:52.536324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-09-26T11:13:52.547496] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAP'. [2025-09-26T11:13:52.547935] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-09-26T11:13:52.574936] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:52.575897] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-09-26T11:13:52.575999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:52.576085] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:52.576161] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:52.576312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:52.595062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:52.596001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:52.596119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:52.596198] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:52.634816] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:52.634999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:52.635047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:52.635082] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:52.639095] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=82.03%) [2025-09-26T11:13:52.639429] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-09-26T11:13:52.639585] [INFO ] [sig ] SAP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:52.794264] [INFO ] [LOCAL ] Saved forecast: SAP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SAP.txt [2025-09-26T11:13:52.794577] [INFO ] [sig ] [1576/2043] Completed SAP in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:52.794682] [INFO ] [sig ] [1577/2043] Forecasting SAR... [2025-09-26T11:13:52.794765] [INFO ] [sig ] Generating forecast for: SAR [2025-09-26T11:13:52.794841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'. [2025-09-26T11:13:52.805552] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SAR'. [2025-09-26T11:13:52.805981] [INFO ] [FORECASTER] Starting predict_future for SAR [2025-09-26T11:13:52.832889] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:52.833801] [DEBUG] [LOCAL ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt [2025-09-26T11:13:52.833881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:52.833963] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:52.834042] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:52.834150] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:52.855319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:52.856143] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:52.856254] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:52.856325] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:52.892327] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:52.892504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:52.892552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:52.892587] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:52.896281] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=99.48%) [2025-09-26T11:13:52.896585] [INFO ] [FORECASTER] Completed predict_future for SAR [2025-09-26T11:13:52.896764] [INFO ] [sig ] SAR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:53.058100] [INFO ] [LOCAL ] Saved forecast: SAR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SAR.txt [2025-09-26T11:13:53.058407] [INFO ] [sig ] [1577/2043] Completed SAR in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:53.058495] [INFO ] [sig ] [1578/2043] Forecasting SARO... [2025-09-26T11:13:53.058571] [INFO ] [sig ] Generating forecast for: SARO [2025-09-26T11:13:53.058675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'. [2025-09-26T11:13:53.069964] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SARO'. [2025-09-26T11:13:53.070417] [INFO ] [FORECASTER] Starting predict_future for SARO [2025-09-26T11:13:53.099613] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:53.100596] [DEBUG] [LOCAL ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt [2025-09-26T11:13:53.100701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:53.100777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:53.100848] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:53.100951] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:53.119750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:53.120620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:53.120762] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:53.120834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:53.160779] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:53.160999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:53.161066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:53.161191] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:53.165245] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: DOWN (p=7.66%) [2025-09-26T11:13:53.165603] [INFO ] [FORECASTER] Completed predict_future for SARO [2025-09-26T11:13:53.165794] [INFO ] [sig ] SARO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:53.325204] [INFO ] [LOCAL ] Saved forecast: SARO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SARO.txt [2025-09-26T11:13:53.325566] [INFO ] [sig ] [1578/2043] Completed SARO in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:53.325675] [INFO ] [sig ] [1579/2043] Forecasting SB... [2025-09-26T11:13:53.325759] [INFO ] [sig ] Generating forecast for: SB [2025-09-26T11:13:53.325851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-09-26T11:13:53.336912] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SB'. [2025-09-26T11:13:53.337541] [INFO ] [FORECASTER] Starting predict_future for SB [2025-09-26T11:13:53.365440] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:53.366364] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-09-26T11:13:53.366444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:53.366519] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:53.366601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:53.366739] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:53.387854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:53.388515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:53.388627] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:53.388730] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:53.425723] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:53.425862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:53.425903] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:53.425937] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:53.429337] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=4.89%) [2025-09-26T11:13:53.429617] [INFO ] [FORECASTER] Completed predict_future for SB [2025-09-26T11:13:53.429822] [INFO ] [sig ] SB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:53.580412] [INFO ] [LOCAL ] Saved forecast: SB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SB.txt [2025-09-26T11:13:53.580726] [INFO ] [sig ] [1579/2043] Completed SB in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:53.580809] [INFO ] [sig ] [1580/2043] Forecasting SBH... [2025-09-26T11:13:53.580882] [INFO ] [sig ] Generating forecast for: SBH [2025-09-26T11:13:53.580956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-09-26T11:13:53.593340] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBH'. [2025-09-26T11:13:53.593989] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-09-26T11:13:53.635575] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:53.637128] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-09-26T11:13:53.637256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:53.637335] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:53.637405] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:53.637503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:53.657800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:53.658798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:53.658922] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:53.658992] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:53.696197] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:53.696396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:53.696446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:53.696481] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:53.700288] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=93.86%) [2025-09-26T11:13:53.700598] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-09-26T11:13:53.700790] [INFO ] [sig ] SBH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:53.856022] [INFO ] [LOCAL ] Saved forecast: SBH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SBH.txt [2025-09-26T11:13:53.856318] [INFO ] [sig ] [1580/2043] Completed SBH in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:53.856398] [INFO ] [sig ] [1581/2043] Forecasting SBI... [2025-09-26T11:13:53.856466] [INFO ] [sig ] Generating forecast for: SBI [2025-09-26T11:13:53.856542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-09-26T11:13:53.867701] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBI'. [2025-09-26T11:13:53.868139] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-09-26T11:13:53.898137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:53.899323] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-09-26T11:13:53.899408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:53.899495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:53.899582] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:53.899721] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:53.922092] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:53.922958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:53.923091] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:53.923184] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:53.968944] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:53.969186] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:53.969274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:53.969345] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:53.974427] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=34.94%) [2025-09-26T11:13:53.974932] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-09-26T11:13:53.975161] [INFO ] [sig ] SBI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:54.180488] [INFO ] [LOCAL ] Saved forecast: SBI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SBI.txt [2025-09-26T11:13:54.180819] [INFO ] [sig ] [1581/2043] Completed SBI in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.1m [2025-09-26T11:13:54.180901] [INFO ] [sig ] [1582/2043] Forecasting SBR... [2025-09-26T11:13:54.180969] [INFO ] [sig ] Generating forecast for: SBR [2025-09-26T11:13:54.181040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'. [2025-09-26T11:13:54.193232] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBR'. [2025-09-26T11:13:54.193703] [INFO ] [FORECASTER] Starting predict_future for SBR [2025-09-26T11:13:54.221069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:54.222064] [DEBUG] [LOCAL ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt [2025-09-26T11:13:54.222161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:54.222254] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:54.222342] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:54.222473] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:54.241459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:54.242204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:54.242316] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:54.242389] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:54.279990] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:54.280168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:54.280217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:54.280251] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:54.283972] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: UP (p=98.55%) [2025-09-26T11:13:54.284276] [INFO ] [FORECASTER] Completed predict_future for SBR [2025-09-26T11:13:54.284428] [INFO ] [sig ] SBR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:54.441293] [INFO ] [LOCAL ] Saved forecast: SBR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SBR.txt [2025-09-26T11:13:54.441602] [INFO ] [sig ] [1582/2043] Completed SBR in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.0m [2025-09-26T11:13:54.441706] [INFO ] [sig ] [1583/2043] Forecasting SBS... [2025-09-26T11:13:54.441777] [INFO ] [sig ] Generating forecast for: SBS [2025-09-26T11:13:54.441849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-09-26T11:13:54.453291] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBS'. [2025-09-26T11:13:54.453759] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-09-26T11:13:54.480570] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:54.481495] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-09-26T11:13:54.481577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:54.481696] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:54.481771] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:54.481873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:54.500363] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:54.501152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:54.501277] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:54.501349] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:54.543502] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:54.543748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:54.543823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:54.543862] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:54.548061] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=95.16%) [2025-09-26T11:13:54.548427] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-09-26T11:13:54.548583] [INFO ] [sig ] SBS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:54.705520] [INFO ] [LOCAL ] Saved forecast: SBS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SBS.txt [2025-09-26T11:13:54.705831] [INFO ] [sig ] [1583/2043] Completed SBS in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.0m [2025-09-26T11:13:54.705915] [INFO ] [sig ] [1584/2043] Forecasting SBSI... [2025-09-26T11:13:54.705986] [INFO ] [sig ] Generating forecast for: SBSI [2025-09-26T11:13:54.706060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-09-26T11:13:54.718192] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBSI'. [2025-09-26T11:13:54.718555] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-09-26T11:13:54.745374] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:54.746302] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-09-26T11:13:54.746383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:54.746485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:54.746584] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:54.746741] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:54.765873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:54.766548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:54.766684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:54.766772] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:54.803669] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:54.803839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:54.803886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:54.803921] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:54.807474] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: UP (p=98.22%) [2025-09-26T11:13:54.807824] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-09-26T11:13:54.807990] [INFO ] [sig ] SBSI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:54.958398] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SBSI.txt [2025-09-26T11:13:54.958689] [INFO ] [sig ] [1584/2043] Completed SBSI in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.0m [2025-09-26T11:13:54.958770] [INFO ] [sig ] [1585/2043] Forecasting SBSW... [2025-09-26T11:13:54.958840] [INFO ] [sig ] Generating forecast for: SBSW [2025-09-26T11:13:54.958942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'. [2025-09-26T11:13:54.973184] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SBSW'. [2025-09-26T11:13:54.973788] [INFO ] [FORECASTER] Starting predict_future for SBSW [2025-09-26T11:13:55.003798] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:55.004877] [DEBUG] [LOCAL ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt [2025-09-26T11:13:55.004967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:55.005049] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:55.005120] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:55.005223] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:55.024548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:55.025620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:55.025770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:55.025841] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:55.065900] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:55.066110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:55.066160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:55.066196] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:55.070690] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: UP (p=63.49%) [2025-09-26T11:13:55.071138] [INFO ] [FORECASTER] Completed predict_future for SBSW [2025-09-26T11:13:55.071312] [INFO ] [sig ] SBSW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:55.229209] [INFO ] [LOCAL ] Saved forecast: SBSW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SBSW.txt [2025-09-26T11:13:55.229508] [INFO ] [sig ] [1585/2043] Completed SBSW in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.0m [2025-09-26T11:13:55.229593] [INFO ] [sig ] [1586/2043] Forecasting SCCO... [2025-09-26T11:13:55.229687] [INFO ] [sig ] Generating forecast for: SCCO [2025-09-26T11:13:55.229760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'. [2025-09-26T11:13:55.242914] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCCO'. [2025-09-26T11:13:55.243356] [INFO ] [FORECASTER] Starting predict_future for SCCO [2025-09-26T11:13:55.278516] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:55.280118] [DEBUG] [LOCAL ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt [2025-09-26T11:13:55.280219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:55.280333] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:55.280427] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:55.280589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:55.301912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:55.303136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:55.303285] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:55.303389] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:55.348560] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:55.348841] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:55.348927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:55.349006] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:55.354387] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: DOWN (p=5.96%) [2025-09-26T11:13:55.354870] [INFO ] [FORECASTER] Completed predict_future for SCCO [2025-09-26T11:13:55.355119] [INFO ] [sig ] SCCO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:55.526233] [INFO ] [LOCAL ] Saved forecast: SCCO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SCCO.txt [2025-09-26T11:13:55.526544] [INFO ] [sig ] [1586/2043] Completed SCCO in 0.3s | 3.75 sym/s | Total: 7.0m | ETA: 2.0m [2025-09-26T11:13:55.526628] [INFO ] [sig ] [1587/2043] Forecasting SCD... [2025-09-26T11:13:55.526722] [INFO ] [sig ] Generating forecast for: SCD [2025-09-26T11:13:55.526794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-09-26T11:13:55.537748] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCD'. [2025-09-26T11:13:55.538131] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-09-26T11:13:55.566191] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:55.567194] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-09-26T11:13:55.567284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:55.567362] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:55.567440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:55.567557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:55.586371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:55.587133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:55.587246] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:55.587317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:55.624790] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:55.624956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:55.625008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:55.625043] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:55.628573] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=94.74%) [2025-09-26T11:13:55.628913] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-09-26T11:13:55.629066] [INFO ] [sig ] SCD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:55.777820] [INFO ] [LOCAL ] Saved forecast: SCD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SCD.txt [2025-09-26T11:13:55.778105] [INFO ] [sig ] [1587/2043] Completed SCD in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:55.778180] [INFO ] [sig ] [1588/2043] Forecasting SCHW... [2025-09-26T11:13:55.778249] [INFO ] [sig ] Generating forecast for: SCHW [2025-09-26T11:13:55.778318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'. [2025-09-26T11:13:55.788963] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCHW'. [2025-09-26T11:13:55.789338] [INFO ] [FORECASTER] Starting predict_future for SCHW [2025-09-26T11:13:55.815456] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:55.816323] [DEBUG] [LOCAL ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt [2025-09-26T11:13:55.816405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:55.816477] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:55.816547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:55.816672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:55.834989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:55.835749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:55.835862] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:55.835933] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:55.869812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:55.869957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:55.870002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:55.870036] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:55.873411] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: UP (p=98.84%) [2025-09-26T11:13:55.873733] [INFO ] [FORECASTER] Completed predict_future for SCHW [2025-09-26T11:13:55.873885] [INFO ] [sig ] SCHW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:56.033432] [INFO ] [LOCAL ] Saved forecast: SCHW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SCHW.txt [2025-09-26T11:13:56.033763] [INFO ] [sig ] [1588/2043] Completed SCHW in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:56.033846] [INFO ] [sig ] [1589/2043] Forecasting SCI... [2025-09-26T11:13:56.033917] [INFO ] [sig ] Generating forecast for: SCI [2025-09-26T11:13:56.033988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-09-26T11:13:56.045566] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCI'. [2025-09-26T11:13:56.046028] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-09-26T11:13:56.072166] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:56.073062] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-09-26T11:13:56.073142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:56.073213] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:56.073281] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:56.073379] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:56.091222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:56.091932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:56.092040] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:56.092109] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:56.127313] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:56.127487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:56.127532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:56.127566] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:56.131165] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=2.38%) [2025-09-26T11:13:56.131467] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-09-26T11:13:56.131613] [INFO ] [sig ] SCI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:56.279023] [INFO ] [LOCAL ] Saved forecast: SCI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SCI.txt [2025-09-26T11:13:56.279324] [INFO ] [sig ] [1589/2043] Completed SCI in 0.2s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:56.279403] [INFO ] [sig ] [1590/2043] Forecasting SCL... [2025-09-26T11:13:56.279473] [INFO ] [sig ] Generating forecast for: SCL [2025-09-26T11:13:56.279542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-09-26T11:13:56.290619] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCL'. [2025-09-26T11:13:56.291066] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-09-26T11:13:56.317096] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:56.318028] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-09-26T11:13:56.318112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:56.318202] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:56.318271] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:56.318370] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:56.335847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:56.336523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:56.336633] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:56.336731] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:56.374389] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:56.374566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:56.374613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:56.374676] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:56.378352] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: UP (p=80.14%) [2025-09-26T11:13:56.378670] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-09-26T11:13:56.378830] [INFO ] [sig ] SCL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:56.540245] [INFO ] [LOCAL ] Saved forecast: SCL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SCL.txt [2025-09-26T11:13:56.540590] [INFO ] [sig ] [1590/2043] Completed SCL in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:56.540694] [INFO ] [sig ] [1591/2043] Forecasting SCM... [2025-09-26T11:13:56.540767] [INFO ] [sig ] Generating forecast for: SCM [2025-09-26T11:13:56.540866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-09-26T11:13:56.552244] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCM'. [2025-09-26T11:13:56.552699] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-09-26T11:13:56.579770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:56.580720] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-09-26T11:13:56.580803] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:56.580877] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:56.580978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:56.581104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:56.600330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:56.601137] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:56.601250] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:56.601316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:56.636865] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:56.637070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:56.637121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:56.637157] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:56.640969] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: UP (p=96.77%) [2025-09-26T11:13:56.641289] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-09-26T11:13:56.641438] [INFO ] [sig ] SCM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:56.792716] [INFO ] [LOCAL ] Saved forecast: SCM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SCM.txt [2025-09-26T11:13:56.793019] [INFO ] [sig ] [1591/2043] Completed SCM in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:56.793100] [INFO ] [sig ] [1592/2043] Forecasting SCS... [2025-09-26T11:13:56.793165] [INFO ] [sig ] Generating forecast for: SCS [2025-09-26T11:13:56.793238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-09-26T11:13:56.804044] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SCS'. [2025-09-26T11:13:56.804486] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-09-26T11:13:56.831989] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:56.832953] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-09-26T11:13:56.833040] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:56.833116] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:56.833191] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:56.833303] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:56.852620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:56.853522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:56.853637] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:56.853734] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:56.887946] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:56.888127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:56.888179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:56.888213] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:56.891991] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: UP (p=63.74%) [2025-09-26T11:13:56.892313] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-09-26T11:13:56.892459] [INFO ] [sig ] SCS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:57.048280] [INFO ] [LOCAL ] Saved forecast: SCS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SCS.txt [2025-09-26T11:13:57.048584] [INFO ] [sig ] [1592/2043] Completed SCS in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:57.048810] [INFO ] [sig ] [1593/2043] Forecasting SD... [2025-09-26T11:13:57.048882] [INFO ] [sig ] Generating forecast for: SD [2025-09-26T11:13:57.048958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-09-26T11:13:57.060357] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SD'. [2025-09-26T11:13:57.060975] [INFO ] [FORECASTER] Starting predict_future for SD [2025-09-26T11:13:57.092031] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:57.093143] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-09-26T11:13:57.093229] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:57.093303] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:57.093351] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:57.093469] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:57.113415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:57.114354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:57.114469] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:57.114549] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:57.150629] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:57.150819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:57.150869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:57.150904] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:57.154919] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: UP (p=67.31%) [2025-09-26T11:13:57.155223] [INFO ] [FORECASTER] Completed predict_future for SD [2025-09-26T11:13:57.155368] [INFO ] [sig ] SD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:57.317678] [INFO ] [LOCAL ] Saved forecast: SD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SD.txt [2025-09-26T11:13:57.317977] [INFO ] [sig ] [1593/2043] Completed SD in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:57.318068] [INFO ] [sig ] [1594/2043] Forecasting SDHC... [2025-09-26T11:13:57.318140] [INFO ] [sig ] Generating forecast for: SDHC [2025-09-26T11:13:57.318224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'. [2025-09-26T11:13:57.329796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SDHC'. [2025-09-26T11:13:57.330251] [INFO ] [FORECASTER] Starting predict_future for SDHC [2025-09-26T11:13:57.357624] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:57.358489] [DEBUG] [LOCAL ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt [2025-09-26T11:13:57.358570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:57.358665] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:57.358735] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:57.358838] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:57.378615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:57.379351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:57.379467] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:57.379554] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:57.413896] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:57.414072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:57.414122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:57.414158] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:57.417964] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: UP (p=50.28%) [2025-09-26T11:13:57.418310] [INFO ] [FORECASTER] Completed predict_future for SDHC [2025-09-26T11:13:57.418467] [INFO ] [sig ] SDHC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:57.574798] [INFO ] [LOCAL ] Saved forecast: SDHC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SDHC.txt [2025-09-26T11:13:57.575144] [INFO ] [sig ] [1594/2043] Completed SDHC in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:57.575230] [INFO ] [sig ] [1595/2043] Forecasting SDHY... [2025-09-26T11:13:57.575323] [INFO ] [sig ] Generating forecast for: SDHY [2025-09-26T11:13:57.575400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-09-26T11:13:57.587178] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SDHY'. [2025-09-26T11:13:57.587674] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-09-26T11:13:57.614462] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:57.615378] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-09-26T11:13:57.615459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:57.615546] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:57.615629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:57.615773] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:57.634446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:57.635297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:57.635412] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:57.635497] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:57.672283] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:57.672498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:57.672549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:57.672585] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:57.676478] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: UP (p=87.53%) [2025-09-26T11:13:57.676861] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-09-26T11:13:57.677044] [INFO ] [sig ] SDHY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:57.833499] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SDHY.txt [2025-09-26T11:13:57.833839] [INFO ] [sig ] [1595/2043] Completed SDHY in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:57.833937] [INFO ] [sig ] [1596/2043] Forecasting SDRL... [2025-09-26T11:13:57.834012] [INFO ] [sig ] Generating forecast for: SDRL [2025-09-26T11:13:57.834086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-09-26T11:13:57.846003] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SDRL'. [2025-09-26T11:13:57.846514] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-09-26T11:13:57.875850] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:57.876910] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-09-26T11:13:57.876992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:57.877065] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:57.877132] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:57.877344] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:57.896112] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:57.896980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:57.897094] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:57.897179] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:57.932236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:57.932471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:57.932540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:57.932579] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:57.936251] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=8.01%) [2025-09-26T11:13:57.936552] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-09-26T11:13:57.936738] [INFO ] [sig ] SDRL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:58.086757] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SDRL.txt [2025-09-26T11:13:58.087058] [INFO ] [sig ] [1596/2043] Completed SDRL in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:58.087161] [INFO ] [sig ] [1597/2043] Forecasting SEE... [2025-09-26T11:13:58.087246] [INFO ] [sig ] Generating forecast for: SEE [2025-09-26T11:13:58.087333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-09-26T11:13:58.099425] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEE'. [2025-09-26T11:13:58.099940] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-09-26T11:13:58.127332] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:58.128295] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-09-26T11:13:58.128377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:58.128467] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:58.128585] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:58.128712] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:58.147732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:58.148415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:58.148529] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:58.148599] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:58.184494] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:58.184705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:58.184775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:58.184815] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:58.188727] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=96.32%) [2025-09-26T11:13:58.189067] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-09-26T11:13:58.189222] [INFO ] [sig ] SEE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:58.355389] [INFO ] [LOCAL ] Saved forecast: SEE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SEE.txt [2025-09-26T11:13:58.355914] [INFO ] [sig ] [1597/2043] Completed SEE in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:58.356002] [INFO ] [sig ] [1598/2043] Forecasting SEG... [2025-09-26T11:13:58.356143] [INFO ] [sig ] Generating forecast for: SEG [2025-09-26T11:13:58.356218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'. [2025-09-26T11:13:58.369093] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEG'. [2025-09-26T11:13:58.369636] [INFO ] [FORECASTER] Starting predict_future for SEG [2025-09-26T11:13:58.396938] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:58.397972] [DEBUG] [LOCAL ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt [2025-09-26T11:13:58.398059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:58.398132] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:58.398201] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:58.398302] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:58.417847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:58.418787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:58.418933] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:58.419020] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:58.458126] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:58.458317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:58.458368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:58.458405] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:58.462342] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: UP (p=93.35%) [2025-09-26T11:13:58.462682] [INFO ] [FORECASTER] Completed predict_future for SEG [2025-09-26T11:13:58.462897] [INFO ] [sig ] SEG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:58.616173] [INFO ] [LOCAL ] Saved forecast: SEG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SEG.txt [2025-09-26T11:13:58.616483] [INFO ] [sig ] [1598/2043] Completed SEG in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:58.616562] [INFO ] [sig ] [1599/2043] Forecasting SEI... [2025-09-26T11:13:58.616632] [INFO ] [sig ] Generating forecast for: SEI [2025-09-26T11:13:58.616736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'. [2025-09-26T11:13:58.627732] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEI'. [2025-09-26T11:13:58.628235] [INFO ] [FORECASTER] Starting predict_future for SEI [2025-09-26T11:13:58.655628] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:58.656579] [DEBUG] [LOCAL ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt [2025-09-26T11:13:58.656685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:58.656761] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:58.656867] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:58.656968] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:58.676332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:58.677062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:58.677175] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:58.677247] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:58.715943] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:58.716133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:58.716182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:58.716217] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:58.720053] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: UP (p=80.65%) [2025-09-26T11:13:58.720364] [INFO ] [FORECASTER] Completed predict_future for SEI [2025-09-26T11:13:58.720517] [INFO ] [sig ] SEI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:58.873759] [INFO ] [LOCAL ] Saved forecast: SEI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SEI.txt [2025-09-26T11:13:58.874110] [INFO ] [sig ] [1599/2043] Completed SEI in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:58.874195] [INFO ] [sig ] [1600/2043] Forecasting SEM... [2025-09-26T11:13:58.874266] [INFO ] [sig ] Generating forecast for: SEM [2025-09-26T11:13:58.874339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-09-26T11:13:58.886427] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEM'. [2025-09-26T11:13:58.887009] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-09-26T11:13:58.921085] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:58.922257] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-09-26T11:13:58.922347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:58.922422] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:58.922492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:58.922592] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:58.940915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:58.941598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:58.941733] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:58.941805] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:58.980925] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:58.981119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:58.981166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:58.981199] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:58.985059] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=41.52%) [2025-09-26T11:13:58.985363] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-09-26T11:13:58.985507] [INFO ] [sig ] SEM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:59.137110] [INFO ] [LOCAL ] Saved forecast: SEM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SEM.txt [2025-09-26T11:13:59.137399] [INFO ] [sig ] [1600/2043] Completed SEM in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:59.137503] [INFO ] [sig ] [1601/2043] Forecasting SEMR... [2025-09-26T11:13:59.137589] [INFO ] [sig ] Generating forecast for: SEMR [2025-09-26T11:13:59.137708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-09-26T11:13:59.150190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SEMR'. [2025-09-26T11:13:59.150769] [INFO ] [FORECASTER] Starting predict_future for SEMR [2025-09-26T11:13:59.179203] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:59.180191] [DEBUG] [LOCAL ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt [2025-09-26T11:13:59.180275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:59.180351] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:59.180421] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:59.180535] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:59.199664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:59.200635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:59.200810] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:59.200932] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:59.241088] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:59.241283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:59.241330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:59.241365] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:59.245208] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: DOWN (p=33.53%) [2025-09-26T11:13:59.245551] [INFO ] [FORECASTER] Completed predict_future for SEMR [2025-09-26T11:13:59.245751] [INFO ] [sig ] SEMR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:59.401250] [INFO ] [LOCAL ] Saved forecast: SEMR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SEMR.txt [2025-09-26T11:13:59.401565] [INFO ] [sig ] [1601/2043] Completed SEMR in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:59.401668] [INFO ] [sig ] [1602/2043] Forecasting SES... [2025-09-26T11:13:59.401742] [INFO ] [sig ] Generating forecast for: SES [2025-09-26T11:13:59.401814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-09-26T11:13:59.413978] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SES'. [2025-09-26T11:13:59.414395] [INFO ] [FORECASTER] Starting predict_future for SES [2025-09-26T11:13:59.441206] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:59.442088] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-09-26T11:13:59.442166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:59.442238] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:59.442305] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:59.442403] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:59.460849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:59.461707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:59.461825] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:59.461893] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:59.502066] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:59.502282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:59.502345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:59.502391] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:59.506162] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=82.72%) [2025-09-26T11:13:59.506464] [INFO ] [FORECASTER] Completed predict_future for SES [2025-09-26T11:13:59.506612] [INFO ] [sig ] SES: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:13:59.666387] [INFO ] [LOCAL ] Saved forecast: SES 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SES.txt [2025-09-26T11:13:59.666731] [INFO ] [sig ] [1602/2043] Completed SES in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:59.666841] [INFO ] [sig ] [1603/2043] Forecasting SF... [2025-09-26T11:13:59.666905] [INFO ] [sig ] Generating forecast for: SF [2025-09-26T11:13:59.666994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-09-26T11:13:59.678945] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SF'. [2025-09-26T11:13:59.679436] [INFO ] [FORECASTER] Starting predict_future for SF [2025-09-26T11:13:59.706126] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:59.707154] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-09-26T11:13:59.707237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:59.707311] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:59.707380] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:59.707487] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:59.727154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:59.728106] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:59.728221] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:59.728327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:13:59.766729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:13:59.766959] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:13:59.767015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:13:59.767050] [INFO ] [FORECASTER] Training complete [2025-09-26T11:13:59.770865] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=16.85%) [2025-09-26T11:13:59.771221] [INFO ] [FORECASTER] Completed predict_future for SF [2025-09-26T11:13:59.771388] [INFO ] [sig ] SF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:13:59.923177] [INFO ] [LOCAL ] Saved forecast: SF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SF.txt [2025-09-26T11:13:59.923458] [INFO ] [sig ] [1603/2043] Completed SF in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:13:59.923535] [INFO ] [sig ] [1604/2043] Forecasting SFB... [2025-09-26T11:13:59.923605] [INFO ] [sig ] Generating forecast for: SFB [2025-09-26T11:13:59.923716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-09-26T11:13:59.933496] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SFB'. [2025-09-26T11:13:59.933869] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-09-26T11:13:59.960148] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:13:59.961225] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-09-26T11:13:59.961330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:13:59.961407] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:13:59.961489] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:13:59.961589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:13:59.979496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:13:59.980128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:13:59.980235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:13:59.980304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:00.016366] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:00.016522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:00.016566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:00.016600] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:00.020093] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=89.78%) [2025-09-26T11:14:00.020378] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-09-26T11:14:00.020528] [INFO ] [sig ] SFB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:00.172240] [INFO ] [LOCAL ] Saved forecast: SFB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SFB.txt [2025-09-26T11:14:00.172540] [INFO ] [sig ] [1604/2043] Completed SFB in 0.2s | 3.75 sym/s | Total: 7.1m | ETA: 2.0m [2025-09-26T11:14:00.172627] [INFO ] [sig ] [1605/2043] Forecasting SFBS... [2025-09-26T11:14:00.172715] [INFO ] [sig ] Generating forecast for: SFBS [2025-09-26T11:14:00.172787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-09-26T11:14:00.182969] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SFBS'. [2025-09-26T11:14:00.183311] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-09-26T11:14:00.210102] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:00.211052] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-09-26T11:14:00.211133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:00.211208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:00.211274] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:00.211375] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:00.230330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:00.231042] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:00.231154] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:00.231225] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:00.268131] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:00.268326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:00.268374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:00.268409] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:00.272041] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=34.43%) [2025-09-26T11:14:00.272337] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-09-26T11:14:00.272483] [INFO ] [sig ] SFBS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:00.423667] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SFBS.txt [2025-09-26T11:14:00.423992] [INFO ] [sig ] [1605/2043] Completed SFBS in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 1.9m [2025-09-26T11:14:00.424071] [INFO ] [sig ] [1606/2043] Forecasting SFL... [2025-09-26T11:14:00.424140] [INFO ] [sig ] Generating forecast for: SFL [2025-09-26T11:14:00.424212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-09-26T11:14:00.434635] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SFL'. [2025-09-26T11:14:00.435025] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-09-26T11:14:00.461062] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:00.461980] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-09-26T11:14:00.462061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:00.462134] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:00.462203] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:00.462301] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:00.481297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:00.482226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:00.482344] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:00.482415] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:00.522487] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:00.522686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:00.522757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:00.522796] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:00.526410] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=50.19%) [2025-09-26T11:14:00.526740] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-09-26T11:14:00.526949] [INFO ] [sig ] SFL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:00.681246] [INFO ] [LOCAL ] Saved forecast: SFL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SFL.txt [2025-09-26T11:14:00.681563] [INFO ] [sig ] [1606/2043] Completed SFL in 0.3s | 3.75 sym/s | Total: 7.1m | ETA: 1.9m [2025-09-26T11:14:00.681663] [INFO ] [sig ] [1607/2043] Forecasting SG... [2025-09-26T11:14:00.681736] [INFO ] [sig ] Generating forecast for: SG [2025-09-26T11:14:00.681814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-09-26T11:14:00.692871] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SG'. [2025-09-26T11:14:00.693351] [INFO ] [FORECASTER] Starting predict_future for SG [2025-09-26T11:14:00.721880] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:00.723012] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-09-26T11:14:00.723123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:00.723215] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:00.723301] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:00.723431] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:00.742632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:00.743670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:00.743819] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:00.743913] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:00.784130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:00.784345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:00.784396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:00.784434] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:00.788687] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=39.83%) [2025-09-26T11:14:00.789037] [INFO ] [FORECASTER] Completed predict_future for SG [2025-09-26T11:14:00.789189] [INFO ] [sig ] SG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:01.173727] [INFO ] [LOCAL ] Saved forecast: SG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SG.txt [2025-09-26T11:14:01.174123] [INFO ] [sig ] [1607/2043] Completed SG in 0.5s | 3.75 sym/s | Total: 7.1m | ETA: 1.9m [2025-09-26T11:14:01.174208] [INFO ] [sig ] [1608/2043] Forecasting SGHC... [2025-09-26T11:14:01.174254] [INFO ] [sig ] Generating forecast for: SGHC [2025-09-26T11:14:01.174324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-09-26T11:14:01.188114] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'SGHC'. [2025-09-26T11:14:01.188696] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-09-26T11:14:01.234100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:01.235251] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-09-26T11:14:01.235343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:01.235416] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:01.235490] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:01.235693] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:01.257758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:01.259135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:01.259354] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:01.259444] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:01.306839] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:01.307100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:01.307179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:01.307233] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:01.313417] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=77.28%) [2025-09-26T11:14:01.313954] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-09-26T11:14:01.314148] [INFO ] [sig ] SGHC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:01.525434] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SGHC.txt [2025-09-26T11:14:01.525823] [INFO ] [sig ] [1608/2043] Completed SGHC in 0.4s | 3.75 sym/s | Total: 7.1m | ETA: 1.9m [2025-09-26T11:14:01.525908] [INFO ] [sig ] [1609/2043] Forecasting SGU... [2025-09-26T11:14:01.525981] [INFO ] [sig ] Generating forecast for: SGU [2025-09-26T11:14:01.526058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'. [2025-09-26T11:14:01.539363] [DEBUG] [REMOTE ] Successfully parsed 1802 rows of historical data for symbol 'SGU'. [2025-09-26T11:14:01.539981] [INFO ] [FORECASTER] Starting predict_future for SGU [2025-09-26T11:14:01.574626] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:01.575861] [DEBUG] [LOCAL ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt [2025-09-26T11:14:01.575968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:01.576053] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:01.576128] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:01.576241] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:01.598949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:01.601664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:01.601854] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:01.601941] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:01.649030] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:01.649246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:01.649315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:01.649353] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:01.654210] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: DOWN (p=3.85%) [2025-09-26T11:14:01.654760] [INFO ] [FORECASTER] Completed predict_future for SGU [2025-09-26T11:14:01.654958] [INFO ] [sig ] SGU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:01.877876] [INFO ] [LOCAL ] Saved forecast: SGU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SGU.txt [2025-09-26T11:14:01.878276] [INFO ] [sig ] [1609/2043] Completed SGU in 0.4s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:01.878371] [INFO ] [sig ] [1610/2043] Forecasting SHAK... [2025-09-26T11:14:01.878443] [INFO ] [sig ] Generating forecast for: SHAK [2025-09-26T11:14:01.878523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-09-26T11:14:01.891959] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHAK'. [2025-09-26T11:14:01.892576] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-09-26T11:14:01.928596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:01.930092] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-09-26T11:14:01.930214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:01.930305] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:01.930390] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:01.930521] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:01.960115] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:01.961204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:01.961358] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:01.961453] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:02.002295] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:02.002526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:02.002582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:02.002621] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:02.007247] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=3.12%) [2025-09-26T11:14:02.007705] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-09-26T11:14:02.007901] [INFO ] [sig ] SHAK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:02.180251] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SHAK.txt [2025-09-26T11:14:02.180556] [INFO ] [sig ] [1610/2043] Completed SHAK in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:02.180663] [INFO ] [sig ] [1611/2043] Forecasting SHCO... [2025-09-26T11:14:02.180748] [INFO ] [sig ] Generating forecast for: SHCO [2025-09-26T11:14:02.180828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-09-26T11:14:02.192202] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHCO'. [2025-09-26T11:14:02.192685] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-09-26T11:14:02.222063] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:02.223052] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-09-26T11:14:02.223131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:02.223204] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:02.223289] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:02.223388] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:02.242635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:02.243628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:02.243773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:02.243847] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:02.275282] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:02.275466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:02.275515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:02.275551] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:02.279374] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=98.57%) [2025-09-26T11:14:02.279724] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-09-26T11:14:02.279889] [INFO ] [sig ] SHCO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:02.446036] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SHCO.txt [2025-09-26T11:14:02.446342] [INFO ] [sig ] [1611/2043] Completed SHCO in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:02.446429] [INFO ] [sig ] [1612/2043] Forecasting SHEL... [2025-09-26T11:14:02.446506] [INFO ] [sig ] Generating forecast for: SHEL [2025-09-26T11:14:02.446584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-09-26T11:14:02.457635] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHEL'. [2025-09-26T11:14:02.458224] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-09-26T11:14:02.486178] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:02.487179] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-09-26T11:14:02.487263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:02.487336] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:02.487406] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:02.487522] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:02.506569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:02.507484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:02.507603] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:02.507701] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:02.542894] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:02.543084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:02.543133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:02.543170] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:02.547136] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=51.42%) [2025-09-26T11:14:02.547484] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-09-26T11:14:02.547663] [INFO ] [sig ] SHEL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:02.710915] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SHEL.txt [2025-09-26T11:14:02.711204] [INFO ] [sig ] [1612/2043] Completed SHEL in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:02.711283] [INFO ] [sig ] [1613/2043] Forecasting SHG... [2025-09-26T11:14:02.711353] [INFO ] [sig ] Generating forecast for: SHG [2025-09-26T11:14:02.711429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-09-26T11:14:02.722005] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHG'. [2025-09-26T11:14:02.722449] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-09-26T11:14:02.751273] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:02.752258] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-09-26T11:14:02.752338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:02.752412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:02.752481] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:02.752582] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:02.774944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:02.776096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:02.776235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:02.776319] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:02.829210] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:02.829433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:02.829491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:02.829533] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:02.834368] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=89.35%) [2025-09-26T11:14:02.834889] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-09-26T11:14:02.835093] [INFO ] [sig ] SHG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:02.992850] [INFO ] [LOCAL ] Saved forecast: SHG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SHG.txt [2025-09-26T11:14:02.993145] [INFO ] [sig ] [1613/2043] Completed SHG in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:02.993224] [INFO ] [sig ] [1614/2043] Forecasting SHO... [2025-09-26T11:14:02.993293] [INFO ] [sig ] Generating forecast for: SHO [2025-09-26T11:14:02.993365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-09-26T11:14:03.003806] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHO'. [2025-09-26T11:14:03.004207] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-09-26T11:14:03.031120] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:03.032163] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-09-26T11:14:03.032245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:03.032329] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:03.032408] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:03.032510] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:03.051866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:03.052866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:03.052985] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:03.053069] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:03.092020] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:03.092205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:03.092255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:03.092289] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:03.096128] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=9.74%) [2025-09-26T11:14:03.096453] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-09-26T11:14:03.096633] [INFO ] [sig ] SHO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:03.263316] [INFO ] [LOCAL ] Saved forecast: SHO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SHO.txt [2025-09-26T11:14:03.263626] [INFO ] [sig ] [1614/2043] Completed SHO in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:03.263729] [INFO ] [sig ] [1615/2043] Forecasting SHOC... [2025-09-26T11:14:03.263802] [INFO ] [sig ] Generating forecast for: SHOC [2025-09-26T11:14:03.263875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-09-26T11:14:03.273991] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'SHOC'. [2025-09-26T11:14:03.274466] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-09-26T11:14:03.304783] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:03.305797] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-09-26T11:14:03.305883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:03.305957] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:03.306028] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:03.306145] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:03.327296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:03.328438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:03.328568] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:03.328639] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:03.366581] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:03.366890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:03.366993] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:03.367071] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:03.372301] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: DOWN (p=3.02%) [2025-09-26T11:14:03.372913] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-09-26T11:14:03.373137] [INFO ] [sig ] SHOC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:03.539623] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SHOC.txt [2025-09-26T11:14:03.539944] [INFO ] [sig ] [1615/2043] Completed SHOC in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:03.540025] [INFO ] [sig ] [1616/2043] Forecasting SHW... [2025-09-26T11:14:03.540099] [INFO ] [sig ] Generating forecast for: SHW [2025-09-26T11:14:03.540172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'. [2025-09-26T11:14:03.550950] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SHW'. [2025-09-26T11:14:03.551390] [INFO ] [FORECASTER] Starting predict_future for SHW [2025-09-26T11:14:03.578020] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:03.578938] [DEBUG] [LOCAL ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt [2025-09-26T11:14:03.579016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:03.579073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:03.579134] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:03.579239] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:03.597751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:03.598362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:03.598470] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:03.598541] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:03.639406] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:03.639616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:03.639767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:03.639853] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:03.643961] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=82.59%) [2025-09-26T11:14:03.644303] [INFO ] [FORECASTER] Completed predict_future for SHW [2025-09-26T11:14:03.644477] [INFO ] [sig ] SHW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:03.805237] [INFO ] [LOCAL ] Saved forecast: SHW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SHW.txt [2025-09-26T11:14:03.805503] [INFO ] [sig ] [1616/2043] Completed SHW in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:03.805583] [INFO ] [sig ] [1617/2043] Forecasting SID... [2025-09-26T11:14:03.805678] [INFO ] [sig ] Generating forecast for: SID [2025-09-26T11:14:03.805744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-09-26T11:14:03.817736] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SID'. [2025-09-26T11:14:03.818159] [INFO ] [FORECASTER] Starting predict_future for SID [2025-09-26T11:14:03.845556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:03.846450] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-09-26T11:14:03.846530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:03.846604] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:03.846697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:03.846798] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:03.865271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:03.866066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:03.866180] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:03.866251] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:03.904491] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:03.904702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:03.904773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:03.904811] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:03.908460] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=1.75%) [2025-09-26T11:14:03.908802] [INFO ] [FORECASTER] Completed predict_future for SID [2025-09-26T11:14:03.908964] [INFO ] [sig ] SID: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:04.065020] [INFO ] [LOCAL ] Saved forecast: SID 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SID.txt [2025-09-26T11:14:04.065305] [INFO ] [sig ] [1617/2043] Completed SID in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:04.065387] [INFO ] [sig ] [1618/2043] Forecasting SIG... [2025-09-26T11:14:04.065458] [INFO ] [sig ] Generating forecast for: SIG [2025-09-26T11:14:04.065533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-09-26T11:14:04.076205] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SIG'. [2025-09-26T11:14:04.076592] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-09-26T11:14:04.103474] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:04.104384] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-09-26T11:14:04.104466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:04.104540] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:04.104611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:04.104776] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:04.124535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:04.125513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:04.125631] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:04.125726] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:04.164047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:04.164161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:04.164205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:04.164240] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:04.168110] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=34.52%) [2025-09-26T11:14:04.168416] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-09-26T11:14:04.168587] [INFO ] [sig ] SIG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:04.328859] [INFO ] [LOCAL ] Saved forecast: SIG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SIG.txt [2025-09-26T11:14:04.329137] [INFO ] [sig ] [1618/2043] Completed SIG in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:04.329216] [INFO ] [sig ] [1619/2043] Forecasting SII... [2025-09-26T11:14:04.329285] [INFO ] [sig ] Generating forecast for: SII [2025-09-26T11:14:04.329357] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-09-26T11:14:04.340197] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SII'. [2025-09-26T11:14:04.340573] [INFO ] [FORECASTER] Starting predict_future for SII [2025-09-26T11:14:04.366334] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:04.367268] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-09-26T11:14:04.367349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:04.367422] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:04.367491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:04.367591] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:04.385949] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:04.386628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:04.386762] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:04.386866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:04.424350] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:04.424542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:04.424592] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:04.424627] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:04.428301] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=31.68%) [2025-09-26T11:14:04.428607] [INFO ] [FORECASTER] Completed predict_future for SII [2025-09-26T11:14:04.428799] [INFO ] [sig ] SII: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:04.587916] [INFO ] [LOCAL ] Saved forecast: SII 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SII.txt [2025-09-26T11:14:04.588230] [INFO ] [sig ] [1619/2043] Completed SII in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:04.588318] [INFO ] [sig ] [1620/2043] Forecasting SILA... [2025-09-26T11:14:04.588404] [INFO ] [sig ] Generating forecast for: SILA [2025-09-26T11:14:04.588478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'. [2025-09-26T11:14:04.599165] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SILA'. [2025-09-26T11:14:04.599516] [INFO ] [FORECASTER] Starting predict_future for SILA [2025-09-26T11:14:04.626795] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:04.627739] [DEBUG] [LOCAL ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt [2025-09-26T11:14:04.627820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:04.627898] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:04.627980] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:04.628102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:04.647101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:04.647808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:04.647913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:04.647992] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:04.687767] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:04.687909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:04.687953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:04.687988] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:04.691830] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: DOWN (p=49.98%) [2025-09-26T11:14:04.692188] [INFO ] [FORECASTER] Completed predict_future for SILA [2025-09-26T11:14:04.692350] [INFO ] [sig ] SILA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:04.853749] [INFO ] [LOCAL ] Saved forecast: SILA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SILA.txt [2025-09-26T11:14:04.854112] [INFO ] [sig ] [1620/2043] Completed SILA in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:04.854195] [INFO ] [sig ] [1621/2043] Forecasting SITC... [2025-09-26T11:14:04.854267] [INFO ] [sig ] Generating forecast for: SITC [2025-09-26T11:14:04.854341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-09-26T11:14:04.865304] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SITC'. [2025-09-26T11:14:04.865693] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-09-26T11:14:04.893486] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:04.894497] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-09-26T11:14:04.894583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:04.894634] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:04.894723] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:04.894825] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:04.914079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:04.915025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:04.915141] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:04.915212] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:04.958493] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:04.958714] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:04.958789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:04.958828] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:04.962773] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=66.25%) [2025-09-26T11:14:04.963158] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-09-26T11:14:04.963321] [INFO ] [sig ] SITC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:05.121130] [INFO ] [LOCAL ] Saved forecast: SITC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SITC.txt [2025-09-26T11:14:05.121438] [INFO ] [sig ] [1621/2043] Completed SITC in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:05.121541] [INFO ] [sig ] [1622/2043] Forecasting SITE... [2025-09-26T11:14:05.121613] [INFO ] [sig ] Generating forecast for: SITE [2025-09-26T11:14:05.121729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-09-26T11:14:05.138861] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SITE'. [2025-09-26T11:14:05.139284] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-09-26T11:14:05.165280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:05.166146] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-09-26T11:14:05.166224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:05.166296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:05.166364] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:05.166461] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:05.184256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:05.184943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:05.185052] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:05.185122] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:05.222164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:05.222345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:05.222392] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:05.222426] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:05.226257] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=41.23%) [2025-09-26T11:14:05.226581] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-09-26T11:14:05.226775] [INFO ] [sig ] SITE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:05.379366] [INFO ] [LOCAL ] Saved forecast: SITE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SITE.txt [2025-09-26T11:14:05.379714] [INFO ] [sig ] [1622/2043] Completed SITE in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:05.379828] [INFO ] [sig ] [1623/2043] Forecasting SJM... [2025-09-26T11:14:05.379918] [INFO ] [sig ] Generating forecast for: SJM [2025-09-26T11:14:05.380007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-09-26T11:14:05.392090] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SJM'. [2025-09-26T11:14:05.392610] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-09-26T11:14:05.419100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:05.420023] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-09-26T11:14:05.420103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:05.420176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:05.420245] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:05.420347] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:05.438440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:05.439270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:05.439380] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:05.439450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:05.477777] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:05.477958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:05.478019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:05.478054] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:05.481614] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=81.41%) [2025-09-26T11:14:05.481949] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-09-26T11:14:05.482105] [INFO ] [sig ] SJM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:05.628125] [INFO ] [LOCAL ] Saved forecast: SJM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SJM.txt [2025-09-26T11:14:05.628418] [INFO ] [sig ] [1623/2043] Completed SJM in 0.2s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:05.628503] [INFO ] [sig ] [1624/2043] Forecasting SJT... [2025-09-26T11:14:05.628551] [INFO ] [sig ] Generating forecast for: SJT [2025-09-26T11:14:05.628633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'. [2025-09-26T11:14:05.639982] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SJT'. [2025-09-26T11:14:05.640474] [INFO ] [FORECASTER] Starting predict_future for SJT [2025-09-26T11:14:05.668627] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:05.669560] [DEBUG] [LOCAL ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt [2025-09-26T11:14:05.669664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:05.669743] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:05.669816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:05.669926] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:05.688471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:05.689121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:05.689232] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:05.689302] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:05.727899] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:05.728034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:05.728077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:05.728109] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:05.731437] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=89.20%) [2025-09-26T11:14:05.731795] [INFO ] [FORECASTER] Completed predict_future for SJT [2025-09-26T11:14:05.731959] [INFO ] [sig ] SJT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:05.885140] [INFO ] [LOCAL ] Saved forecast: SJT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SJT.txt [2025-09-26T11:14:05.885388] [INFO ] [sig ] [1624/2043] Completed SJT in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:05.885467] [INFO ] [sig ] [1625/2043] Forecasting SKE... [2025-09-26T11:14:05.885538] [INFO ] [sig ] Generating forecast for: SKE [2025-09-26T11:14:05.885585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-09-26T11:14:05.897052] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKE'. [2025-09-26T11:14:05.897458] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-09-26T11:14:05.925733] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:05.926708] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-09-26T11:14:05.926793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:05.926889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:05.926959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:05.927100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:05.946217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:05.947256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:05.947378] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:05.947449] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:05.990998] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:05.991207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:05.991266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:05.991310] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:05.996559] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: UP (p=84.61%) [2025-09-26T11:14:05.997045] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-09-26T11:14:05.997214] [INFO ] [sig ] SKE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:06.157041] [INFO ] [LOCAL ] Saved forecast: SKE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SKE.txt [2025-09-26T11:14:06.157306] [INFO ] [sig ] [1625/2043] Completed SKE in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:06.157386] [INFO ] [sig ] [1626/2043] Forecasting SKIL... [2025-09-26T11:14:06.157456] [INFO ] [sig ] Generating forecast for: SKIL [2025-09-26T11:14:06.157530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-09-26T11:14:06.168318] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKIL'. [2025-09-26T11:14:06.168781] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-09-26T11:14:06.201834] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:06.202775] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-09-26T11:14:06.202859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:06.202935] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:06.203003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:06.203104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:06.222499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:06.223306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:06.223414] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:06.223485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:06.262147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:06.262261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:06.262305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:06.262339] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:06.265672] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=32.97%) [2025-09-26T11:14:06.266019] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-09-26T11:14:06.266180] [INFO ] [sig ] SKIL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:06.416705] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SKIL.txt [2025-09-26T11:14:06.416969] [INFO ] [sig ] [1626/2043] Completed SKIL in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.9m [2025-09-26T11:14:06.417071] [INFO ] [sig ] [1627/2043] Forecasting SKLZ... [2025-09-26T11:14:06.417158] [INFO ] [sig ] Generating forecast for: SKLZ [2025-09-26T11:14:06.417248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-09-26T11:14:06.427932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKLZ'. [2025-09-26T11:14:06.428294] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-09-26T11:14:06.455521] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:06.456363] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-09-26T11:14:06.456447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:06.456521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:06.456592] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:06.456719] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:06.476109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:06.476746] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:06.476878] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:06.476961] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:06.516936] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:06.517054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:06.517096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:06.517131] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:06.520541] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=47.44%) [2025-09-26T11:14:06.520864] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-09-26T11:14:06.521021] [INFO ] [sig ] SKLZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:06.672882] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SKLZ.txt [2025-09-26T11:14:06.673142] [INFO ] [sig ] [1627/2043] Completed SKLZ in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.8m [2025-09-26T11:14:06.673238] [INFO ] [sig ] [1628/2043] Forecasting SKM... [2025-09-26T11:14:06.673323] [INFO ] [sig ] Generating forecast for: SKM [2025-09-26T11:14:06.673413] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-09-26T11:14:06.685051] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKM'. [2025-09-26T11:14:06.685414] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-09-26T11:14:06.712515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:06.713400] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-09-26T11:14:06.713482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:06.713555] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:06.713625] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:06.713745] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:06.732293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:06.732942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:06.733082] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:06.733153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:06.769687] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:06.769801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:06.769843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:06.769876] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:06.773193] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=71.17%) [2025-09-26T11:14:06.773561] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-09-26T11:14:06.773759] [INFO ] [sig ] SKM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:06.928325] [INFO ] [LOCAL ] Saved forecast: SKM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SKM.txt [2025-09-26T11:14:06.928581] [INFO ] [sig ] [1628/2043] Completed SKM in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.8m [2025-09-26T11:14:06.928686] [INFO ] [sig ] [1629/2043] Forecasting SKT... [2025-09-26T11:14:06.928758] [INFO ] [sig ] Generating forecast for: SKT [2025-09-26T11:14:06.928834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'. [2025-09-26T11:14:06.939701] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKT'. [2025-09-26T11:14:06.940079] [INFO ] [FORECASTER] Starting predict_future for SKT [2025-09-26T11:14:06.966303] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:06.967207] [DEBUG] [LOCAL ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt [2025-09-26T11:14:06.967285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:06.967356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:06.967420] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:06.967516] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:06.985260] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:06.985903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:06.986006] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:06.986071] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:07.018797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:07.019012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:07.019068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:07.019110] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:07.024000] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=11.45%) [2025-09-26T11:14:07.024352] [INFO ] [FORECASTER] Completed predict_future for SKT [2025-09-26T11:14:07.024517] [INFO ] [sig ] SKT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:07.194186] [INFO ] [LOCAL ] Saved forecast: SKT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SKT.txt [2025-09-26T11:14:07.194465] [INFO ] [sig ] [1629/2043] Completed SKT in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.8m [2025-09-26T11:14:07.194540] [INFO ] [sig ] [1630/2043] Forecasting SKY... [2025-09-26T11:14:07.194614] [INFO ] [sig ] Generating forecast for: SKY [2025-09-26T11:14:07.194716] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-09-26T11:14:07.204548] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKY'. [2025-09-26T11:14:07.204920] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-09-26T11:14:07.231773] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:07.232629] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-09-26T11:14:07.232729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:07.232808] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:07.232881] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:07.233004] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:07.252248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:07.252932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:07.253044] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:07.253134] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:07.288985] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:07.289185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:07.289235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:07.289333] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:07.293282] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=92.99%) [2025-09-26T11:14:07.293588] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-09-26T11:14:07.293782] [INFO ] [sig ] SKY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:07.449282] [INFO ] [LOCAL ] Saved forecast: SKY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SKY.txt [2025-09-26T11:14:07.449561] [INFO ] [sig ] [1630/2043] Completed SKY in 0.3s | 3.75 sym/s | Total: 7.2m | ETA: 1.8m [2025-09-26T11:14:07.449682] [INFO ] [sig ] [1631/2043] Forecasting SKYH... [2025-09-26T11:14:07.449752] [INFO ] [sig ] Generating forecast for: SKYH [2025-09-26T11:14:07.449823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-09-26T11:14:07.460212] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SKYH'. [2025-09-26T11:14:07.460589] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-09-26T11:14:07.487527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:07.488454] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-09-26T11:14:07.488538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:07.488611] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:07.488701] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:07.488799] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:07.507518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:07.508185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:07.508293] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:07.508360] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:07.537033] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:07.537192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:07.537238] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:07.537274] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:07.540786] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=82.91%) [2025-09-26T11:14:07.541081] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-09-26T11:14:07.541217] [INFO ] [sig ] SKYH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:07.695102] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SKYH.txt [2025-09-26T11:14:07.695397] [INFO ] [sig ] [1631/2043] Completed SKYH in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:07.695477] [INFO ] [sig ] [1632/2043] Forecasting SLB... [2025-09-26T11:14:07.695549] [INFO ] [sig ] Generating forecast for: SLB [2025-09-26T11:14:07.695620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-09-26T11:14:07.706548] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLB'. [2025-09-26T11:14:07.707018] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-09-26T11:14:07.733277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:07.734192] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-09-26T11:14:07.734273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:07.734352] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:07.734427] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:07.734556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:07.753724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:07.754742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:07.754860] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:07.754930] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:07.796899] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:07.797359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:07.797438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:07.797488] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:07.801890] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=3.96%) [2025-09-26T11:14:07.802214] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-09-26T11:14:07.802380] [INFO ] [sig ] SLB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:07.951811] [INFO ] [LOCAL ] Saved forecast: SLB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SLB.txt [2025-09-26T11:14:07.952090] [INFO ] [sig ] [1632/2043] Completed SLB in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:07.952169] [INFO ] [sig ] [1633/2043] Forecasting SLF... [2025-09-26T11:14:07.952239] [INFO ] [sig ] Generating forecast for: SLF [2025-09-26T11:14:07.952310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-09-26T11:14:07.962819] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLF'. [2025-09-26T11:14:07.963241] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-09-26T11:14:07.989391] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:07.990253] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-09-26T11:14:07.990331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:07.990403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:07.990472] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:07.990571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:08.008726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:08.009529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:08.009664] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:08.009737] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:08.048228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:08.048396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:08.048443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:08.048478] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:08.052034] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=57.61%) [2025-09-26T11:14:08.052327] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-09-26T11:14:08.052471] [INFO ] [sig ] SLF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:08.197379] [INFO ] [LOCAL ] Saved forecast: SLF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SLF.txt [2025-09-26T11:14:08.197715] [INFO ] [sig ] [1633/2043] Completed SLF in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:08.197796] [INFO ] [sig ] [1634/2043] Forecasting SLG... [2025-09-26T11:14:08.197867] [INFO ] [sig ] Generating forecast for: SLG [2025-09-26T11:14:08.197939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-09-26T11:14:08.208489] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLG'. [2025-09-26T11:14:08.208933] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-09-26T11:14:08.234714] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:08.235563] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-09-26T11:14:08.235664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:08.235739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:08.235808] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:08.235906] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:08.253665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:08.254356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:08.254469] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:08.254538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:08.291084] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:08.291266] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:08.291315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:08.291350] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:08.294966] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=48.28%) [2025-09-26T11:14:08.295260] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-09-26T11:14:08.295412] [INFO ] [sig ] SLG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:08.441004] [INFO ] [LOCAL ] Saved forecast: SLG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SLG.txt [2025-09-26T11:14:08.441300] [INFO ] [sig ] [1634/2043] Completed SLG in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:08.441380] [INFO ] [sig ] [1635/2043] Forecasting SLGN... [2025-09-26T11:14:08.441451] [INFO ] [sig ] Generating forecast for: SLGN [2025-09-26T11:14:08.441522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-09-26T11:14:08.452054] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLGN'. [2025-09-26T11:14:08.452444] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-09-26T11:14:08.478752] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:08.479619] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-09-26T11:14:08.479724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:08.479797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:08.479866] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:08.479965] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:08.497870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:08.498829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:08.498945] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:08.499015] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:08.535897] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:08.536141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:08.536195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:08.536230] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:08.540313] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=16.68%) [2025-09-26T11:14:08.540735] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-09-26T11:14:08.540912] [INFO ] [sig ] SLGN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:08.713416] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SLGN.txt [2025-09-26T11:14:08.713800] [INFO ] [sig ] [1635/2043] Completed SLGN in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:08.713902] [INFO ] [sig ] [1636/2043] Forecasting SLQT... [2025-09-26T11:14:08.713975] [INFO ] [sig ] Generating forecast for: SLQT [2025-09-26T11:14:08.714057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'. [2025-09-26T11:14:08.731480] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLQT'. [2025-09-26T11:14:08.731922] [INFO ] [FORECASTER] Starting predict_future for SLQT [2025-09-26T11:14:08.758088] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:08.758954] [DEBUG] [LOCAL ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt [2025-09-26T11:14:08.759033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:08.759105] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:08.759176] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:08.759276] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:08.777204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:08.777857] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:08.777963] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:08.778032] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:08.805371] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:08.805552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:08.805676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:08.805774] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:08.809452] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=17.64%) [2025-09-26T11:14:08.809793] [INFO ] [FORECASTER] Completed predict_future for SLQT [2025-09-26T11:14:08.809944] [INFO ] [sig ] SLQT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:08.961492] [INFO ] [LOCAL ] Saved forecast: SLQT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SLQT.txt [2025-09-26T11:14:08.962831] [INFO ] [sig ] [1636/2043] Completed SLQT in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:08.962915] [INFO ] [sig ] [1637/2043] Forecasting SLVM... [2025-09-26T11:14:08.962994] [INFO ] [sig ] Generating forecast for: SLVM [2025-09-26T11:14:08.963089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-09-26T11:14:08.974192] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SLVM'. [2025-09-26T11:14:08.974767] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-09-26T11:14:09.002737] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:09.003717] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-09-26T11:14:09.003802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:09.003888] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:09.003974] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:09.004087] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:09.023013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:09.023883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:09.023996] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:09.024075] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:09.056904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:09.057073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:09.057123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:09.057181] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:09.061329] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=81.21%) [2025-09-26T11:14:09.061677] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-09-26T11:14:09.061901] [INFO ] [sig ] SLVM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:09.214663] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SLVM.txt [2025-09-26T11:14:09.214933] [INFO ] [sig ] [1637/2043] Completed SLVM in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:09.215028] [INFO ] [sig ] [1638/2043] Forecasting SM... [2025-09-26T11:14:09.215113] [INFO ] [sig ] Generating forecast for: SM [2025-09-26T11:14:09.215198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-09-26T11:14:09.225762] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SM'. [2025-09-26T11:14:09.226207] [INFO ] [FORECASTER] Starting predict_future for SM [2025-09-26T11:14:09.253290] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:09.254204] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-09-26T11:14:09.254287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:09.254360] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:09.254430] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:09.254532] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:09.272590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:09.273327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:09.273439] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:09.273509] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:09.309737] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:09.309921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:09.309971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:09.310006] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:09.313638] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-09-26T11:14:09.313968] [INFO ] [FORECASTER] Completed predict_future for SM [2025-09-26T11:14:09.314113] [INFO ] [sig ] SM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:09.470451] [INFO ] [LOCAL ] Saved forecast: SM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SM.txt [2025-09-26T11:14:09.470762] [INFO ] [sig ] [1638/2043] Completed SM in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:09.470845] [INFO ] [sig ] [1639/2043] Forecasting SMBK... [2025-09-26T11:14:09.470918] [INFO ] [sig ] Generating forecast for: SMBK [2025-09-26T11:14:09.470996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-09-26T11:14:09.481609] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMBK'. [2025-09-26T11:14:09.481983] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-09-26T11:14:09.508881] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:09.509932] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-09-26T11:14:09.510013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:09.510097] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:09.510184] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:09.510414] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:09.529713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:09.530533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:09.530680] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:09.530757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:09.562135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:09.562303] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:09.562351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:09.562388] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:09.566677] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-09-26T11:14:09.567069] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-09-26T11:14:09.567237] [INFO ] [sig ] SMBK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:09.718977] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SMBK.txt [2025-09-26T11:14:09.719251] [INFO ] [sig ] [1639/2043] Completed SMBK in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:09.719347] [INFO ] [sig ] [1640/2043] Forecasting SMC... [2025-09-26T11:14:09.719429] [INFO ] [sig ] Generating forecast for: SMC [2025-09-26T11:14:09.719482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'. [2025-09-26T11:14:09.729798] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMC'. [2025-09-26T11:14:09.730151] [INFO ] [FORECASTER] Starting predict_future for SMC [2025-09-26T11:14:09.755762] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:09.756639] [DEBUG] [LOCAL ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt [2025-09-26T11:14:09.756742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:09.756844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:09.756926] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:09.757074] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:09.774856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:09.775728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:09.775840] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:09.775923] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:09.811060] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:09.811241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:09.811290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:09.811326] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:09.815114] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: DOWN (p=39.35%) [2025-09-26T11:14:09.815425] [INFO ] [FORECASTER] Completed predict_future for SMC [2025-09-26T11:14:09.815574] [INFO ] [sig ] SMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:09.967212] [INFO ] [LOCAL ] Saved forecast: SMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SMC.txt [2025-09-26T11:14:09.967490] [INFO ] [sig ] [1640/2043] Completed SMC in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:09.967588] [INFO ] [sig ] [1641/2043] Forecasting SMFG... [2025-09-26T11:14:09.967688] [INFO ] [sig ] Generating forecast for: SMFG [2025-09-26T11:14:09.967774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-09-26T11:14:09.979072] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMFG'. [2025-09-26T11:14:09.979552] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-09-26T11:14:10.007957] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:10.008955] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-09-26T11:14:10.009038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:10.009123] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:10.009202] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:10.009323] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:10.028391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:10.029131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:10.029242] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:10.029324] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:10.067150] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:10.067324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:10.067369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:10.067403] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:10.071022] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: DOWN (p=6.65%) [2025-09-26T11:14:10.071315] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-09-26T11:14:10.071458] [INFO ] [sig ] SMFG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:10.222064] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SMFG.txt [2025-09-26T11:14:10.222336] [INFO ] [sig ] [1641/2043] Completed SMFG in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:10.222433] [INFO ] [sig ] [1642/2043] Forecasting SMG... [2025-09-26T11:14:10.222512] [INFO ] [sig ] Generating forecast for: SMG [2025-09-26T11:14:10.222595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'. [2025-09-26T11:14:10.232778] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMG'. [2025-09-26T11:14:10.233127] [INFO ] [FORECASTER] Starting predict_future for SMG [2025-09-26T11:14:10.258878] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:10.259781] [DEBUG] [LOCAL ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt [2025-09-26T11:14:10.259858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:10.259930] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:10.260010] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:10.260171] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:10.278086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:10.278865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:10.278978] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:10.279058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:10.316804] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:10.317013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:10.317063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:10.317099] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:10.320942] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=2.01%) [2025-09-26T11:14:10.321254] [INFO ] [FORECASTER] Completed predict_future for SMG [2025-09-26T11:14:10.321405] [INFO ] [sig ] SMG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:10.470450] [INFO ] [LOCAL ] Saved forecast: SMG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SMG.txt [2025-09-26T11:14:10.470769] [INFO ] [sig ] [1642/2043] Completed SMG in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:10.470862] [INFO ] [sig ] [1643/2043] Forecasting SMHI... [2025-09-26T11:14:10.470936] [INFO ] [sig ] Generating forecast for: SMHI [2025-09-26T11:14:10.471011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-09-26T11:14:10.482567] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMHI'. [2025-09-26T11:14:10.483062] [INFO ] [FORECASTER] Starting predict_future for SMHI [2025-09-26T11:14:10.513999] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:10.515003] [DEBUG] [LOCAL ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt [2025-09-26T11:14:10.515089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:10.515163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:10.515233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:10.515334] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:10.534833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:10.535819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:10.535945] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:10.536017] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:10.574884] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:10.575102] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:10.575154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:10.575191] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:10.579553] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=5.22%) [2025-09-26T11:14:10.580032] [INFO ] [FORECASTER] Completed predict_future for SMHI [2025-09-26T11:14:10.580216] [INFO ] [sig ] SMHI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:10.735929] [INFO ] [LOCAL ] Saved forecast: SMHI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SMHI.txt [2025-09-26T11:14:10.736215] [INFO ] [sig ] [1643/2043] Completed SMHI in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:10.736295] [INFO ] [sig ] [1644/2043] Forecasting SMP... [2025-09-26T11:14:10.736365] [INFO ] [sig ] Generating forecast for: SMP [2025-09-26T11:14:10.736436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'. [2025-09-26T11:14:10.747105] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMP'. [2025-09-26T11:14:10.747467] [INFO ] [FORECASTER] Starting predict_future for SMP [2025-09-26T11:14:10.774939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:10.775895] [DEBUG] [LOCAL ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt [2025-09-26T11:14:10.775975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:10.776048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:10.776118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:10.776218] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:10.795083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:10.795927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:10.796046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:10.796117] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:10.834573] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:10.834796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:10.834860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:10.834915] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:10.838794] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: DOWN (p=16.80%) [2025-09-26T11:14:10.839133] [INFO ] [FORECASTER] Completed predict_future for SMP [2025-09-26T11:14:10.839287] [INFO ] [sig ] SMP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:10.998705] [INFO ] [LOCAL ] Saved forecast: SMP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SMP.txt [2025-09-26T11:14:10.998997] [INFO ] [sig ] [1644/2043] Completed SMP in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:10.999083] [INFO ] [sig ] [1645/2043] Forecasting SMRT... [2025-09-26T11:14:10.999164] [INFO ] [sig ] Generating forecast for: SMRT [2025-09-26T11:14:10.999255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'. [2025-09-26T11:14:11.010912] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMRT'. [2025-09-26T11:14:11.011319] [INFO ] [FORECASTER] Starting predict_future for SMRT [2025-09-26T11:14:11.038989] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:11.039899] [DEBUG] [LOCAL ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt [2025-09-26T11:14:11.039979] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:11.040052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:11.040121] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:11.040220] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:11.058900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:11.059721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:11.059839] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:11.059908] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:11.095412] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:11.095613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:11.095700] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:11.095760] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:11.099624] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=35.85%) [2025-09-26T11:14:11.100026] [INFO ] [FORECASTER] Completed predict_future for SMRT [2025-09-26T11:14:11.100190] [INFO ] [sig ] SMRT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:11.252009] [INFO ] [LOCAL ] Saved forecast: SMRT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SMRT.txt [2025-09-26T11:14:11.252315] [INFO ] [sig ] [1645/2043] Completed SMRT in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:11.252396] [INFO ] [sig ] [1646/2043] Forecasting SMWB... [2025-09-26T11:14:11.252468] [INFO ] [sig ] Generating forecast for: SMWB [2025-09-26T11:14:11.252548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-09-26T11:14:11.264279] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SMWB'. [2025-09-26T11:14:11.264676] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-09-26T11:14:11.291811] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:11.292744] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-09-26T11:14:11.292825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:11.292901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:11.292972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:11.293076] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:11.311788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:11.312496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:11.312605] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:11.312698] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:11.351702] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:11.351884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:11.351932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:11.351968] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:11.355809] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=86.30%) [2025-09-26T11:14:11.356154] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-09-26T11:14:11.356313] [INFO ] [sig ] SMWB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:11.509401] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SMWB.txt [2025-09-26T11:14:11.509753] [INFO ] [sig ] [1646/2043] Completed SMWB in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:11.509835] [INFO ] [sig ] [1647/2043] Forecasting SN... [2025-09-26T11:14:11.509905] [INFO ] [sig ] Generating forecast for: SN [2025-09-26T11:14:11.509976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-09-26T11:14:11.522204] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SN'. [2025-09-26T11:14:11.522616] [INFO ] [FORECASTER] Starting predict_future for SN [2025-09-26T11:14:11.550115] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:11.551164] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-09-26T11:14:11.551256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:11.551333] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:11.551404] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:11.551505] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:11.572359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:11.573285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:11.573402] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:11.573475] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:11.615460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:11.615812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:11.615900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:11.615943] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:11.620044] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=9.78%) [2025-09-26T11:14:11.620404] [INFO ] [FORECASTER] Completed predict_future for SN [2025-09-26T11:14:11.620564] [INFO ] [sig ] SN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:11.776351] [INFO ] [LOCAL ] Saved forecast: SN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SN.txt [2025-09-26T11:14:11.776676] [INFO ] [sig ] [1647/2043] Completed SN in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:11.776762] [INFO ] [sig ] [1648/2043] Forecasting SNA... [2025-09-26T11:14:11.776858] [INFO ] [sig ] Generating forecast for: SNA [2025-09-26T11:14:11.776932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-09-26T11:14:11.788184] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNA'. [2025-09-26T11:14:11.788753] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-09-26T11:14:11.816959] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:11.817995] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-09-26T11:14:11.818090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:11.818164] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:11.818233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:11.818335] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:11.839272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:11.840313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:11.840439] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:11.840509] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:11.880270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:11.880472] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:11.880522] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:11.880558] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:11.884808] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: UP (p=83.84%) [2025-09-26T11:14:11.885162] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-09-26T11:14:11.885322] [INFO ] [sig ] SNA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:12.043358] [INFO ] [LOCAL ] Saved forecast: SNA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SNA.txt [2025-09-26T11:14:12.043693] [INFO ] [sig ] [1648/2043] Completed SNA in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:12.043777] [INFO ] [sig ] [1649/2043] Forecasting SNAP... [2025-09-26T11:14:12.043849] [INFO ] [sig ] Generating forecast for: SNAP [2025-09-26T11:14:12.043925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-09-26T11:14:12.055270] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNAP'. [2025-09-26T11:14:12.055712] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-09-26T11:14:12.083764] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:12.084737] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-09-26T11:14:12.084820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:12.084894] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:12.085012] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:12.085115] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:12.103936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:12.104717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:12.104830] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:12.104902] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:12.142389] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:12.142553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:12.142597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:12.142633] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:12.146283] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=39.57%) [2025-09-26T11:14:12.146585] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-09-26T11:14:12.146803] [INFO ] [sig ] SNAP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:12.308370] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SNAP.txt [2025-09-26T11:14:12.308668] [INFO ] [sig ] [1649/2043] Completed SNAP in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.8m [2025-09-26T11:14:12.308756] [INFO ] [sig ] [1650/2043] Forecasting SNDA... [2025-09-26T11:14:12.308826] [INFO ] [sig ] Generating forecast for: SNDA [2025-09-26T11:14:12.308899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'. [2025-09-26T11:14:12.318479] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNDA'. [2025-09-26T11:14:12.318842] [INFO ] [FORECASTER] Starting predict_future for SNDA [2025-09-26T11:14:12.344732] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:12.345538] [DEBUG] [LOCAL ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt [2025-09-26T11:14:12.345615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:12.345710] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:12.345778] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:12.345875] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:12.364394] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:12.365034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:12.365140] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:12.365207] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:12.401667] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:12.401820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:12.401864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:12.401899] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:12.405227] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=0.30%) [2025-09-26T11:14:12.405509] [INFO ] [FORECASTER] Completed predict_future for SNDA [2025-09-26T11:14:12.405675] [INFO ] [sig ] SNDA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:12.555115] [INFO ] [LOCAL ] Saved forecast: SNDA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SNDA.txt [2025-09-26T11:14:12.555392] [INFO ] [sig ] [1650/2043] Completed SNDA in 0.2s | 3.75 sym/s | Total: 7.3m | ETA: 1.7m [2025-09-26T11:14:12.555471] [INFO ] [sig ] [1651/2043] Forecasting SNDR... [2025-09-26T11:14:12.555543] [INFO ] [sig ] Generating forecast for: SNDR [2025-09-26T11:14:12.555614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'. [2025-09-26T11:14:12.567113] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNDR'. [2025-09-26T11:14:12.567612] [INFO ] [FORECASTER] Starting predict_future for SNDR [2025-09-26T11:14:12.594412] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:12.595271] [DEBUG] [LOCAL ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt [2025-09-26T11:14:12.595347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:12.595419] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:12.595488] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:12.595586] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:12.614358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:12.615023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:12.615131] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:12.615199] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:12.653185] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:12.653334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:12.653378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:12.653426] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:12.656990] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=15.43%) [2025-09-26T11:14:12.657275] [INFO ] [FORECASTER] Completed predict_future for SNDR [2025-09-26T11:14:12.657417] [INFO ] [sig ] SNDR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:12.809360] [INFO ] [LOCAL ] Saved forecast: SNDR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SNDR.txt [2025-09-26T11:14:12.809630] [INFO ] [sig ] [1651/2043] Completed SNDR in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.7m [2025-09-26T11:14:12.809731] [INFO ] [sig ] [1652/2043] Forecasting SNN... [2025-09-26T11:14:12.809798] [INFO ] [sig ] Generating forecast for: SNN [2025-09-26T11:14:12.809870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-09-26T11:14:12.820926] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNN'. [2025-09-26T11:14:12.821313] [INFO ] [FORECASTER] Starting predict_future for SNN [2025-09-26T11:14:12.848458] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:12.849381] [DEBUG] [LOCAL ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt [2025-09-26T11:14:12.849463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:12.849541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:12.849610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:12.849733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:12.869088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:12.869868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:12.869976] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:12.870045] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:12.917915] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:12.918086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:12.918156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:12.918225] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:12.922140] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=46.28%) [2025-09-26T11:14:12.922436] [INFO ] [FORECASTER] Completed predict_future for SNN [2025-09-26T11:14:12.922588] [INFO ] [sig ] SNN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:13.073601] [INFO ] [LOCAL ] Saved forecast: SNN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SNN.txt [2025-09-26T11:14:13.073950] [INFO ] [sig ] [1652/2043] Completed SNN in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.7m [2025-09-26T11:14:13.074032] [INFO ] [sig ] [1653/2043] Forecasting SNV... [2025-09-26T11:14:13.074104] [INFO ] [sig ] Generating forecast for: SNV [2025-09-26T11:14:13.074177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'. [2025-09-26T11:14:13.085738] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNV'. [2025-09-26T11:14:13.086125] [INFO ] [FORECASTER] Starting predict_future for SNV [2025-09-26T11:14:13.113498] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:13.114363] [DEBUG] [LOCAL ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt [2025-09-26T11:14:13.114441] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:13.114513] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:13.114581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:13.114709] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:13.132635] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:13.133280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:13.133388] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:13.133457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:13.173462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:13.173628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:13.173712] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:13.173763] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:13.177879] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: UP (p=75.10%) [2025-09-26T11:14:13.178168] [INFO ] [FORECASTER] Completed predict_future for SNV [2025-09-26T11:14:13.178311] [INFO ] [sig ] SNV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:13.328467] [INFO ] [LOCAL ] Saved forecast: SNV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SNV.txt [2025-09-26T11:14:13.328826] [INFO ] [sig ] [1653/2043] Completed SNV in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.7m [2025-09-26T11:14:13.328910] [INFO ] [sig ] [1654/2043] Forecasting SNX... [2025-09-26T11:14:13.328983] [INFO ] [sig ] Generating forecast for: SNX [2025-09-26T11:14:13.329056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-09-26T11:14:13.340313] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SNX'. [2025-09-26T11:14:13.340780] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-09-26T11:14:13.366880] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:13.367765] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-09-26T11:14:13.367844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:13.367921] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:13.367996] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:13.368101] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:13.387911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:13.389011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:13.389156] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:13.389260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:13.432132] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:13.432271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:13.432315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:13.432349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:13.435872] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=19.91%) [2025-09-26T11:14:13.436215] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-09-26T11:14:13.436365] [INFO ] [sig ] SNX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:13.600485] [INFO ] [LOCAL ] Saved forecast: SNX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SNX.txt [2025-09-26T11:14:13.600824] [INFO ] [sig ] [1654/2043] Completed SNX in 0.3s | 3.75 sym/s | Total: 7.3m | ETA: 1.7m [2025-09-26T11:14:13.600907] [INFO ] [sig ] [1655/2043] Forecasting SOBO... [2025-09-26T11:14:13.600977] [INFO ] [sig ] Generating forecast for: SOBO [2025-09-26T11:14:13.601051] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'. [2025-09-26T11:14:13.612750] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOBO'. [2025-09-26T11:14:13.613169] [INFO ] [FORECASTER] Starting predict_future for SOBO [2025-09-26T11:14:13.644307] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:13.645396] [DEBUG] [LOCAL ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt [2025-09-26T11:14:13.645482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:13.645557] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:13.645627] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:13.645750] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:13.666302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:13.667471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:13.667592] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:13.667688] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:13.711817] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:13.712031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:13.712102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:13.712140] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:13.716421] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-09-26T11:14:13.716867] [INFO ] [FORECASTER] Completed predict_future for SOBO [2025-09-26T11:14:13.717045] [INFO ] [sig ] SOBO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:13.878078] [INFO ] [LOCAL ] Saved forecast: SOBO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOBO.txt [2025-09-26T11:14:13.878336] [INFO ] [sig ] [1655/2043] Completed SOBO in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:13.878434] [INFO ] [sig ] [1656/2043] Forecasting SOC... [2025-09-26T11:14:13.878506] [INFO ] [sig ] Generating forecast for: SOC [2025-09-26T11:14:13.878579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'. [2025-09-26T11:14:13.889972] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOC'. [2025-09-26T11:14:13.890335] [INFO ] [FORECASTER] Starting predict_future for SOC [2025-09-26T11:14:13.917299] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:13.918155] [DEBUG] [LOCAL ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt [2025-09-26T11:14:13.918235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:13.918308] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:13.918377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:13.918477] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:13.937139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:13.937787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:13.937893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:13.937963] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:13.975282] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:13.975424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:13.975468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:13.975502] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:13.979019] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-09-26T11:14:13.979308] [INFO ] [FORECASTER] Completed predict_future for SOC [2025-09-26T11:14:13.979450] [INFO ] [sig ] SOC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:14.135174] [INFO ] [LOCAL ] Saved forecast: SOC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOC.txt [2025-09-26T11:14:14.135505] [INFO ] [sig ] [1656/2043] Completed SOC in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:14.135597] [INFO ] [sig ] [1657/2043] Forecasting SOJC... [2025-09-26T11:14:14.135692] [INFO ] [sig ] Generating forecast for: SOJC [2025-09-26T11:14:14.135767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-09-26T11:14:14.145932] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOJC'. [2025-09-26T11:14:14.146374] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-09-26T11:14:14.174195] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:14.175114] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-09-26T11:14:14.175193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:14.175266] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:14.175338] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:14.175445] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:14.194619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:14.195250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:14.195398] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:14.195474] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:14.232984] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:14.233146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:14.233190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:14.233224] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:14.236860] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=92.52%) [2025-09-26T11:14:14.237167] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-09-26T11:14:14.237317] [INFO ] [sig ] SOJC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:14.392057] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOJC.txt [2025-09-26T11:14:14.392394] [INFO ] [sig ] [1657/2043] Completed SOJC in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:14.392481] [INFO ] [sig ] [1658/2043] Forecasting SOJD... [2025-09-26T11:14:14.392555] [INFO ] [sig ] Generating forecast for: SOJD [2025-09-26T11:14:14.392631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-09-26T11:14:14.404399] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOJD'. [2025-09-26T11:14:14.404921] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-09-26T11:14:14.432919] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:14.433957] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-09-26T11:14:14.434042] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:14.434114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:14.434197] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:14.434419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:14.454187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:14.455161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:14.455284] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:14.455375] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:14.495875] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:14.496090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:14.496142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:14.496194] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:14.500964] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=96.95%) [2025-09-26T11:14:14.501361] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-09-26T11:14:14.501533] [INFO ] [sig ] SOJD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:14.655600] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOJD.txt [2025-09-26T11:14:14.655930] [INFO ] [sig ] [1658/2043] Completed SOJD in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:14.656032] [INFO ] [sig ] [1659/2043] Forecasting SOJE... [2025-09-26T11:14:14.656118] [INFO ] [sig ] Generating forecast for: SOJE [2025-09-26T11:14:14.656208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-09-26T11:14:14.667994] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOJE'. [2025-09-26T11:14:14.668403] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-09-26T11:14:14.697105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:14.698324] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-09-26T11:14:14.698423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:14.698748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:14.698830] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:14.698970] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:14.720027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:14.720866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:14.721002] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:14.721094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:14.754386] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:14.754591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:14.754668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:14.754739] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:14.760786] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: UP (p=66.92%) [2025-09-26T11:14:14.761393] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-09-26T11:14:14.761630] [INFO ] [sig ] SOJE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:14.915539] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOJE.txt [2025-09-26T11:14:14.915818] [INFO ] [sig ] [1659/2043] Completed SOJE in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:14.915899] [INFO ] [sig ] [1660/2043] Forecasting SOL... [2025-09-26T11:14:14.915970] [INFO ] [sig ] Generating forecast for: SOL [2025-09-26T11:14:14.916043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-09-26T11:14:14.927375] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOL'. [2025-09-26T11:14:14.927752] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-09-26T11:14:14.954702] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:14.955687] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-09-26T11:14:14.955770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:14.955862] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:14.955946] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:14.956073] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:14.974959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:14.975629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:14.975758] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:14.975843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:15.011600] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:15.011762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:15.011817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:15.011854] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:15.015323] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=13.71%) [2025-09-26T11:14:15.015610] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-09-26T11:14:15.015796] [INFO ] [sig ] SOL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:15.169246] [INFO ] [LOCAL ] Saved forecast: SOL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SOL.txt [2025-09-26T11:14:15.169491] [INFO ] [sig ] [1660/2043] Completed SOL in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:15.169594] [INFO ] [sig ] [1661/2043] Forecasting SOLV... [2025-09-26T11:14:15.169717] [INFO ] [sig ] Generating forecast for: SOLV [2025-09-26T11:14:15.169813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'. [2025-09-26T11:14:15.180545] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOLV'. [2025-09-26T11:14:15.180913] [INFO ] [FORECASTER] Starting predict_future for SOLV [2025-09-26T11:14:15.207963] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:15.208943] [DEBUG] [LOCAL ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt [2025-09-26T11:14:15.209024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:15.209101] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:15.209184] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:15.209381] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:15.228440] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:15.229109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:15.229219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:15.229303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:15.266577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:15.266726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:15.266788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:15.266873] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:15.270458] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: UP (p=95.68%) [2025-09-26T11:14:15.270809] [INFO ] [FORECASTER] Completed predict_future for SOLV [2025-09-26T11:14:15.270969] [INFO ] [sig ] SOLV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:15.427785] [INFO ] [LOCAL ] Saved forecast: SOLV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOLV.txt [2025-09-26T11:14:15.428042] [INFO ] [sig ] [1661/2043] Completed SOLV in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:15.428143] [INFO ] [sig ] [1662/2043] Forecasting SON... [2025-09-26T11:14:15.428226] [INFO ] [sig ] Generating forecast for: SON [2025-09-26T11:14:15.428312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-09-26T11:14:15.439176] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SON'. [2025-09-26T11:14:15.439520] [INFO ] [FORECASTER] Starting predict_future for SON [2025-09-26T11:14:15.466896] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:15.467776] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-09-26T11:14:15.467855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:15.467927] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:15.468011] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:15.468125] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:15.487167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:15.487817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:15.487924] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:15.488009] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:15.524975] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:15.525106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:15.525150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:15.525187] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:15.528769] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=74.84%) [2025-09-26T11:14:15.529051] [INFO ] [FORECASTER] Completed predict_future for SON [2025-09-26T11:14:15.529199] [INFO ] [sig ] SON: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:15.677979] [INFO ] [LOCAL ] Saved forecast: SON 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SON.txt [2025-09-26T11:14:15.678223] [INFO ] [sig ] [1662/2043] Completed SON in 0.2s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:15.678317] [INFO ] [sig ] [1663/2043] Forecasting SONY... [2025-09-26T11:14:15.678402] [INFO ] [sig ] Generating forecast for: SONY [2025-09-26T11:14:15.678489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'. [2025-09-26T11:14:15.689443] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SONY'. [2025-09-26T11:14:15.689809] [INFO ] [FORECASTER] Starting predict_future for SONY [2025-09-26T11:14:15.716987] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:15.717835] [DEBUG] [LOCAL ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt [2025-09-26T11:14:15.717913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:15.717993] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:15.718074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:15.718180] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:15.736783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:15.737872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:15.737979] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:15.738049] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:15.780108] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:15.780210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:15.780250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:15.780283] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:15.784453] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-09-26T11:14:15.784793] [INFO ] [FORECASTER] Completed predict_future for SONY [2025-09-26T11:14:15.784948] [INFO ] [sig ] SONY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:15.954747] [INFO ] [LOCAL ] Saved forecast: SONY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SONY.txt [2025-09-26T11:14:15.954996] [INFO ] [sig ] [1663/2043] Completed SONY in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:15.955084] [INFO ] [sig ] [1664/2043] Forecasting SOR... [2025-09-26T11:14:15.955156] [INFO ] [sig ] Generating forecast for: SOR [2025-09-26T11:14:15.955230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'. [2025-09-26T11:14:15.965905] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOR'. [2025-09-26T11:14:15.966335] [INFO ] [FORECASTER] Starting predict_future for SOR [2025-09-26T11:14:15.994192] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:15.995093] [DEBUG] [LOCAL ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt [2025-09-26T11:14:15.995173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:15.995245] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:15.995314] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:15.995414] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:16.013257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:16.014099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:16.014216] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:16.014294] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:16.051698] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:16.051912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:16.051961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:16.051995] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:16.055882] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: UP (p=53.24%) [2025-09-26T11:14:16.056205] [INFO ] [FORECASTER] Completed predict_future for SOR [2025-09-26T11:14:16.056366] [INFO ] [sig ] SOR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:16.211091] [INFO ] [LOCAL ] Saved forecast: SOR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOR.txt [2025-09-26T11:14:16.211434] [INFO ] [sig ] [1664/2043] Completed SOR in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:16.211517] [INFO ] [sig ] [1665/2043] Forecasting SOS... [2025-09-26T11:14:16.211587] [INFO ] [sig ] Generating forecast for: SOS [2025-09-26T11:14:16.211684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'. [2025-09-26T11:14:16.223897] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SOS'. [2025-09-26T11:14:16.224487] [INFO ] [FORECASTER] Starting predict_future for SOS [2025-09-26T11:14:16.253457] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:16.254563] [DEBUG] [LOCAL ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt [2025-09-26T11:14:16.254680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:16.254756] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:16.254825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:16.254925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:16.276844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:16.277804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:16.277927] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:16.277996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:16.316019] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:16.316211] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:16.316261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:16.316314] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:16.320211] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: UP (p=97.36%) [2025-09-26T11:14:16.320516] [INFO ] [FORECASTER] Completed predict_future for SOS [2025-09-26T11:14:16.320720] [INFO ] [sig ] SOS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:16.492781] [INFO ] [LOCAL ] Saved forecast: SOS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SOS.txt [2025-09-26T11:14:16.493226] [INFO ] [sig ] [1665/2043] Completed SOS in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:16.493311] [INFO ] [sig ] [1666/2043] Forecasting SPB... [2025-09-26T11:14:16.493382] [INFO ] [sig ] Generating forecast for: SPB [2025-09-26T11:14:16.493464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-09-26T11:14:16.507120] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPB'. [2025-09-26T11:14:16.507518] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-09-26T11:14:16.535400] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:16.536291] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-09-26T11:14:16.536372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:16.536446] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:16.536516] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:16.536614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:16.556881] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:16.557586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:16.557718] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:16.557791] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:16.596309] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:16.596500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:16.596548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:16.596585] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:16.600548] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=63.08%) [2025-09-26T11:14:16.601336] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-09-26T11:14:16.601531] [INFO ] [sig ] SPB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:16.754750] [INFO ] [LOCAL ] Saved forecast: SPB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPB.txt [2025-09-26T11:14:16.755055] [INFO ] [sig ] [1666/2043] Completed SPB in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:16.755135] [INFO ] [sig ] [1667/2043] Forecasting SPCE... [2025-09-26T11:14:16.755206] [INFO ] [sig ] Generating forecast for: SPCE [2025-09-26T11:14:16.755277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-09-26T11:14:16.766315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPCE'. [2025-09-26T11:14:16.766770] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-09-26T11:14:16.794727] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:16.795694] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-09-26T11:14:16.795777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:16.795871] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:16.795957] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:16.796075] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:16.814984] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:16.815757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:16.815867] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:16.815952] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:16.853775] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:16.853958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:16.854006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:16.854040] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:16.857750] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=67.89%) [2025-09-26T11:14:16.858054] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-09-26T11:14:16.858213] [INFO ] [sig ] SPCE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:17.013197] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPCE.txt [2025-09-26T11:14:17.013494] [INFO ] [sig ] [1667/2043] Completed SPCE in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:17.013575] [INFO ] [sig ] [1668/2043] Forecasting SPE... [2025-09-26T11:14:17.013670] [INFO ] [sig ] Generating forecast for: SPE [2025-09-26T11:14:17.013749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-09-26T11:14:17.025076] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPE'. [2025-09-26T11:14:17.025524] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-09-26T11:14:17.053389] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:17.054308] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-09-26T11:14:17.054390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:17.054464] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:17.054533] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:17.054633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:17.074113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:17.075075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:17.075198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:17.075308] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:17.110680] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:17.110878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:17.110927] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:17.110961] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:17.114767] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-09-26T11:14:17.115161] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-09-26T11:14:17.115336] [INFO ] [sig ] SPE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:17.265989] [INFO ] [LOCAL ] Saved forecast: SPE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SPE.txt [2025-09-26T11:14:17.266291] [INFO ] [sig ] [1668/2043] Completed SPE in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:17.266366] [INFO ] [sig ] [1669/2043] Forecasting SPG... [2025-09-26T11:14:17.266435] [INFO ] [sig ] Generating forecast for: SPG [2025-09-26T11:14:17.266507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-09-26T11:14:17.278069] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPG'. [2025-09-26T11:14:17.278472] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-09-26T11:14:17.304587] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:17.305498] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-09-26T11:14:17.305576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:17.305668] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:17.305738] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:17.305837] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:17.324974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:17.325596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:17.325726] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:17.325800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:17.362172] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:17.362351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:17.362400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:17.362437] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:17.366107] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=13.83%) [2025-09-26T11:14:17.366450] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-09-26T11:14:17.366604] [INFO ] [sig ] SPG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:17.519218] [INFO ] [LOCAL ] Saved forecast: SPG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SPG.txt [2025-09-26T11:14:17.519516] [INFO ] [sig ] [1669/2043] Completed SPG in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:17.519598] [INFO ] [sig ] [1670/2043] Forecasting SPGI... [2025-09-26T11:14:17.519695] [INFO ] [sig ] Generating forecast for: SPGI [2025-09-26T11:14:17.519750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-09-26T11:14:17.530421] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPGI'. [2025-09-26T11:14:17.530819] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-09-26T11:14:17.557825] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:17.558755] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-09-26T11:14:17.558844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:17.558935] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:17.559008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:17.559111] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:17.579356] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:17.580324] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:17.580439] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:17.580510] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:17.619790] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:17.619966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:17.620031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:17.620071] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:17.623828] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: UP (p=69.28%) [2025-09-26T11:14:17.624134] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-09-26T11:14:17.624279] [INFO ] [sig ] SPGI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:17.778967] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPGI.txt [2025-09-26T11:14:17.779297] [INFO ] [sig ] [1670/2043] Completed SPGI in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:17.779389] [INFO ] [sig ] [1671/2043] Forecasting SPH... [2025-09-26T11:14:17.779462] [INFO ] [sig ] Generating forecast for: SPH [2025-09-26T11:14:17.779537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-09-26T11:14:17.790881] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPH'. [2025-09-26T11:14:17.791273] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-09-26T11:14:17.817745] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:17.818820] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-09-26T11:14:17.818904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:17.818979] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:17.819056] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:17.819168] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:17.838839] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:17.839784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:17.839900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:17.839971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:17.877837] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:17.877979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:17.878025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:17.878062] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:17.881756] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=68.98%) [2025-09-26T11:14:17.882076] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-09-26T11:14:17.882255] [INFO ] [sig ] SPH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:18.035896] [INFO ] [LOCAL ] Saved forecast: SPH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPH.txt [2025-09-26T11:14:18.036210] [INFO ] [sig ] [1671/2043] Completed SPH in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.7m [2025-09-26T11:14:18.036291] [INFO ] [sig ] [1672/2043] Forecasting SPHR... [2025-09-26T11:14:18.036364] [INFO ] [sig ] Generating forecast for: SPHR [2025-09-26T11:14:18.036437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'. [2025-09-26T11:14:18.047848] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPHR'. [2025-09-26T11:14:18.048350] [INFO ] [FORECASTER] Starting predict_future for SPHR [2025-09-26T11:14:18.076596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:18.077517] [DEBUG] [LOCAL ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt [2025-09-26T11:14:18.077597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:18.077695] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:18.077767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:18.077869] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:18.096522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:18.097232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:18.097345] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:18.097416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:18.139672] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:18.139858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:18.139907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:18.140004] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:18.143967] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=87.27%) [2025-09-26T11:14:18.144306] [INFO ] [FORECASTER] Completed predict_future for SPHR [2025-09-26T11:14:18.144467] [INFO ] [sig ] SPHR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:18.298403] [INFO ] [LOCAL ] Saved forecast: SPHR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPHR.txt [2025-09-26T11:14:18.298728] [INFO ] [sig ] [1672/2043] Completed SPHR in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.6m [2025-09-26T11:14:18.298814] [INFO ] [sig ] [1673/2043] Forecasting SPIR... [2025-09-26T11:14:18.298888] [INFO ] [sig ] Generating forecast for: SPIR [2025-09-26T11:14:18.298961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'. [2025-09-26T11:14:18.309450] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPIR'. [2025-09-26T11:14:18.309931] [INFO ] [FORECASTER] Starting predict_future for SPIR [2025-09-26T11:14:18.337460] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:18.338404] [DEBUG] [LOCAL ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt [2025-09-26T11:14:18.338483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:18.338556] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:18.338624] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:18.338749] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:18.357026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:18.357924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:18.358044] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:18.358116] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:18.398276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:18.398481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:18.398529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:18.398564] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:18.402444] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=23.56%) [2025-09-26T11:14:18.402802] [INFO ] [FORECASTER] Completed predict_future for SPIR [2025-09-26T11:14:18.402971] [INFO ] [sig ] SPIR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:18.572193] [INFO ] [LOCAL ] Saved forecast: SPIR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SPIR.txt [2025-09-26T11:14:18.572892] [INFO ] [sig ] [1673/2043] Completed SPIR in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.6m [2025-09-26T11:14:18.572997] [INFO ] [sig ] [1674/2043] Forecasting SPMC... [2025-09-26T11:14:18.573079] [INFO ] [sig ] Generating forecast for: SPMC [2025-09-26T11:14:18.573195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'. [2025-09-26T11:14:18.590017] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPMC'. [2025-09-26T11:14:18.590581] [INFO ] [FORECASTER] Starting predict_future for SPMC [2025-09-26T11:14:18.622108] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:18.623206] [DEBUG] [LOCAL ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt [2025-09-26T11:14:18.623288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:18.623392] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:18.623464] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:18.623618] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:18.641961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:18.642995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:18.643197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:18.643276] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:18.683348] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:18.683548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:18.683610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:18.683696] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:18.689331] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: UP (p=58.10%) [2025-09-26T11:14:18.689813] [INFO ] [FORECASTER] Completed predict_future for SPMC [2025-09-26T11:14:18.690027] [INFO ] [sig ] SPMC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:18.842268] [INFO ] [LOCAL ] Saved forecast: SPMC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPMC.txt [2025-09-26T11:14:18.842538] [INFO ] [sig ] [1674/2043] Completed SPMC in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.6m [2025-09-26T11:14:18.842619] [INFO ] [sig ] [1675/2043] Forecasting SPNT... [2025-09-26T11:14:18.842713] [INFO ] [sig ] Generating forecast for: SPNT [2025-09-26T11:14:18.842785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'. [2025-09-26T11:14:18.854863] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPNT'. [2025-09-26T11:14:18.855373] [INFO ] [FORECASTER] Starting predict_future for SPNT [2025-09-26T11:14:18.882201] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:18.883119] [DEBUG] [LOCAL ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt [2025-09-26T11:14:18.883198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:18.883270] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:18.883338] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:18.883436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:18.902398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:18.903297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:18.903415] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:18.903501] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:18.934400] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:18.934571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:18.934635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:18.934719] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:18.938276] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=95.84%) [2025-09-26T11:14:18.938592] [INFO ] [FORECASTER] Completed predict_future for SPNT [2025-09-26T11:14:18.938795] [INFO ] [sig ] SPNT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:19.088848] [INFO ] [LOCAL ] Saved forecast: SPNT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPNT.txt [2025-09-26T11:14:19.089148] [INFO ] [sig ] [1675/2043] Completed SPNT in 0.2s | 3.75 sym/s | Total: 7.4m | ETA: 1.6m [2025-09-26T11:14:19.089228] [INFO ] [sig ] [1676/2043] Forecasting SPOT... [2025-09-26T11:14:19.089298] [INFO ] [sig ] Generating forecast for: SPOT [2025-09-26T11:14:19.089369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'. [2025-09-26T11:14:19.100424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPOT'. [2025-09-26T11:14:19.100833] [INFO ] [FORECASTER] Starting predict_future for SPOT [2025-09-26T11:14:19.127482] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:19.128409] [DEBUG] [LOCAL ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt [2025-09-26T11:14:19.128487] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:19.128560] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:19.128639] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:19.128777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:19.147483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:19.148197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:19.148360] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:19.148437] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:19.186072] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:19.186253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:19.186318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:19.186373] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:19.190491] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=94.89%) [2025-09-26T11:14:19.190922] [INFO ] [FORECASTER] Completed predict_future for SPOT [2025-09-26T11:14:19.191093] [INFO ] [sig ] SPOT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:19.340016] [INFO ] [LOCAL ] Saved forecast: SPOT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPOT.txt [2025-09-26T11:14:19.340308] [INFO ] [sig ] [1676/2043] Completed SPOT in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.6m [2025-09-26T11:14:19.340410] [INFO ] [sig ] [1677/2043] Forecasting SPR... [2025-09-26T11:14:19.340493] [INFO ] [sig ] Generating forecast for: SPR [2025-09-26T11:14:19.340578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'. [2025-09-26T11:14:19.351361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPR'. [2025-09-26T11:14:19.351842] [INFO ] [FORECASTER] Starting predict_future for SPR [2025-09-26T11:14:19.377888] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:19.378883] [DEBUG] [LOCAL ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt [2025-09-26T11:14:19.378966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:19.379041] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:19.379127] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:19.379284] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:19.397936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:19.398912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:19.399033] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:19.399122] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:19.436095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:19.436297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:19.436346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:19.436382] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:19.440178] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: UP (p=77.43%) [2025-09-26T11:14:19.440550] [INFO ] [FORECASTER] Completed predict_future for SPR [2025-09-26T11:14:19.440773] [INFO ] [sig ] SPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:19.593396] [INFO ] [LOCAL ] Saved forecast: SPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPR.txt [2025-09-26T11:14:19.593738] [INFO ] [sig ] [1677/2043] Completed SPR in 0.3s | 3.75 sym/s | Total: 7.4m | ETA: 1.6m [2025-09-26T11:14:19.593842] [INFO ] [sig ] [1678/2043] Forecasting SPRU... [2025-09-26T11:14:19.593920] [INFO ] [sig ] Generating forecast for: SPRU [2025-09-26T11:14:19.594000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'. [2025-09-26T11:14:19.604617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPRU'. [2025-09-26T11:14:19.605054] [INFO ] [FORECASTER] Starting predict_future for SPRU [2025-09-26T11:14:19.631614] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:19.632556] [DEBUG] [LOCAL ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt [2025-09-26T11:14:19.632638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:19.632748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:19.632831] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:19.632956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:19.651353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:19.652281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:19.652396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:19.652484] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:19.689721] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:19.689923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:19.689971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:19.690006] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:19.694054] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: DOWN (p=13.30%) [2025-09-26T11:14:19.694394] [INFO ] [FORECASTER] Completed predict_future for SPRU [2025-09-26T11:14:19.694585] [INFO ] [sig ] SPRU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:19.857155] [INFO ] [LOCAL ] Saved forecast: SPRU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SPRU.txt [2025-09-26T11:14:19.857563] [INFO ] [sig ] [1678/2043] Completed SPRU in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:19.857687] [INFO ] [sig ] [1679/2043] Forecasting SPXC... [2025-09-26T11:14:19.857773] [INFO ] [sig ] Generating forecast for: SPXC [2025-09-26T11:14:19.857857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-09-26T11:14:19.869711] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPXC'. [2025-09-26T11:14:19.870161] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-09-26T11:14:19.898020] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:19.898971] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-09-26T11:14:19.899049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:19.899121] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:19.899203] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:19.899314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:19.919129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:19.919988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:19.920120] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:19.920222] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:19.960507] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:19.960727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:19.960796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:19.960852] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:19.964492] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=96.35%) [2025-09-26T11:14:19.964843] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-09-26T11:14:19.965008] [INFO ] [sig ] SPXC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:20.116638] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPXC.txt [2025-09-26T11:14:20.117000] [INFO ] [sig ] [1679/2043] Completed SPXC in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:20.117102] [INFO ] [sig ] [1680/2043] Forecasting SPXX... [2025-09-26T11:14:20.117185] [INFO ] [sig ] Generating forecast for: SPXX [2025-09-26T11:14:20.117269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-09-26T11:14:20.128874] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SPXX'. [2025-09-26T11:14:20.129337] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-09-26T11:14:20.159428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:20.160370] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-09-26T11:14:20.160456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:20.160580] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:20.160704] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:20.160810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:20.180231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:20.181188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:20.181301] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:20.181370] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:20.222706] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:20.222987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:20.223065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:20.223124] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:20.227685] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=94.39%) [2025-09-26T11:14:20.228067] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-09-26T11:14:20.228229] [INFO ] [sig ] SPXX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:20.375212] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SPXX.txt [2025-09-26T11:14:20.375572] [INFO ] [sig ] [1680/2043] Completed SPXX in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:20.375700] [INFO ] [sig ] [1681/2043] Forecasting SQM... [2025-09-26T11:14:20.375785] [INFO ] [sig ] Generating forecast for: SQM [2025-09-26T11:14:20.375873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-09-26T11:14:20.388510] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SQM'. [2025-09-26T11:14:20.389007] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-09-26T11:14:20.417766] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:20.418735] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-09-26T11:14:20.418815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:20.418887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:20.418969] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:20.419093] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:20.439295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:20.440256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:20.440375] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:20.440457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:20.479270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:20.479458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:20.479510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:20.479545] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:20.483304] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=50.80%) [2025-09-26T11:14:20.483614] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-09-26T11:14:20.483798] [INFO ] [sig ] SQM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:20.634291] [INFO ] [LOCAL ] Saved forecast: SQM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SQM.txt [2025-09-26T11:14:20.634606] [INFO ] [sig ] [1681/2043] Completed SQM in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:20.634740] [INFO ] [sig ] [1682/2043] Forecasting SQNS... [2025-09-26T11:14:20.634830] [INFO ] [sig ] Generating forecast for: SQNS [2025-09-26T11:14:20.634905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-09-26T11:14:20.646591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SQNS'. [2025-09-26T11:14:20.647119] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-09-26T11:14:20.673572] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:20.674509] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-09-26T11:14:20.674598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:20.674694] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:20.674764] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:20.674864] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:20.693353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:20.694294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:20.694409] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:20.694478] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:20.733149] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:20.733352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:20.733403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:20.733439] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:20.737376] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=9.01%) [2025-09-26T11:14:20.737737] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-09-26T11:14:20.737910] [INFO ] [sig ] SQNS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:20.908500] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SQNS.txt [2025-09-26T11:14:20.908829] [INFO ] [sig ] [1682/2043] Completed SQNS in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:20.908912] [INFO ] [sig ] [1683/2043] Forecasting SR... [2025-09-26T11:14:20.908985] [INFO ] [sig ] Generating forecast for: SR [2025-09-26T11:14:20.909055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'. [2025-09-26T11:14:20.920127] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SR'. [2025-09-26T11:14:20.920622] [INFO ] [FORECASTER] Starting predict_future for SR [2025-09-26T11:14:20.954189] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:20.955474] [DEBUG] [LOCAL ] No optimal features file found for SR: ./output/feature-sets/SR.txt [2025-09-26T11:14:20.955570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:20.955706] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:20.955791] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:20.955944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:20.981849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:20.982929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:20.983082] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:20.983169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:21.021711] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:21.021906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:21.021956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:21.021993] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:21.026092] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: DOWN (p=17.41%) [2025-09-26T11:14:21.026431] [INFO ] [FORECASTER] Completed predict_future for SR [2025-09-26T11:14:21.026586] [INFO ] [sig ] SR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:21.186269] [INFO ] [LOCAL ] Saved forecast: SR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SR.txt [2025-09-26T11:14:21.186631] [INFO ] [sig ] [1683/2043] Completed SR in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:21.186741] [INFO ] [sig ] [1684/2043] Forecasting SRE... [2025-09-26T11:14:21.186849] [INFO ] [sig ] Generating forecast for: SRE [2025-09-26T11:14:21.186936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-09-26T11:14:21.197568] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRE'. [2025-09-26T11:14:21.197985] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-09-26T11:14:21.225562] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:21.226543] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-09-26T11:14:21.226625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:21.226714] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:21.226846] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:21.226963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:21.246479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:21.247276] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:21.247388] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:21.247474] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:21.286022] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:21.286209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:21.286258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:21.286294] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:21.290177] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: UP (p=94.44%) [2025-09-26T11:14:21.290550] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-09-26T11:14:21.290742] [INFO ] [sig ] SRE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:21.457026] [INFO ] [LOCAL ] Saved forecast: SRE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SRE.txt [2025-09-26T11:14:21.457338] [INFO ] [sig ] [1684/2043] Completed SRE in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:21.457470] [INFO ] [sig ] [1685/2043] Forecasting SREA... [2025-09-26T11:14:21.457545] [INFO ] [sig ] Generating forecast for: SREA [2025-09-26T11:14:21.457633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-09-26T11:14:21.468424] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SREA'. [2025-09-26T11:14:21.468817] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-09-26T11:14:21.494484] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:21.495352] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-09-26T11:14:21.495431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:21.495529] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:21.495611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:21.495756] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:21.513508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:21.514214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:21.514321] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:21.514436] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:21.550392] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:21.550588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:21.550635] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:21.550720] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:21.554295] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=8.46%) [2025-09-26T11:14:21.554590] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-09-26T11:14:21.554777] [INFO ] [sig ] SREA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:21.703694] [INFO ] [LOCAL ] Saved forecast: SREA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SREA.txt [2025-09-26T11:14:21.703966] [INFO ] [sig ] [1685/2043] Completed SREA in 0.2s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:21.704045] [INFO ] [sig ] [1686/2043] Forecasting SRFM... [2025-09-26T11:14:21.704116] [INFO ] [sig ] Generating forecast for: SRFM [2025-09-26T11:14:21.704189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-09-26T11:14:21.714886] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRFM'. [2025-09-26T11:14:21.715210] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-09-26T11:14:21.741358] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:21.742331] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-09-26T11:14:21.742433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:21.742525] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:21.742612] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:21.742771] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:21.761450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:21.762170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:21.762280] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:21.762350] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:21.802317] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:21.802457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:21.802722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:21.802793] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:21.806385] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: DOWN (p=5.50%) [2025-09-26T11:14:21.806700] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-09-26T11:14:21.806913] [INFO ] [sig ] SRFM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:21.959849] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SRFM.txt [2025-09-26T11:14:21.960100] [INFO ] [sig ] [1686/2043] Completed SRFM in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:21.960178] [INFO ] [sig ] [1687/2043] Forecasting SRG... [2025-09-26T11:14:21.960253] [INFO ] [sig ] Generating forecast for: SRG [2025-09-26T11:14:21.960325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-09-26T11:14:21.971170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRG'. [2025-09-26T11:14:21.971552] [INFO ] [FORECASTER] Starting predict_future for SRG [2025-09-26T11:14:21.997810] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:21.998592] [DEBUG] [LOCAL ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt [2025-09-26T11:14:21.998695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:21.998770] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:21.998841] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:21.998941] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:22.017920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:22.018543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:22.018702] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:22.018778] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:22.064248] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:22.065397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:22.065479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:22.065538] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:22.069448] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: UP (p=92.67%) [2025-09-26T11:14:22.069793] [INFO ] [FORECASTER] Completed predict_future for SRG [2025-09-26T11:14:22.069954] [INFO ] [sig ] SRG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:22.221919] [INFO ] [LOCAL ] Saved forecast: SRG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SRG.txt [2025-09-26T11:14:22.222173] [INFO ] [sig ] [1687/2043] Completed SRG in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:22.222256] [INFO ] [sig ] [1688/2043] Forecasting SRI... [2025-09-26T11:14:22.222329] [INFO ] [sig ] Generating forecast for: SRI [2025-09-26T11:14:22.222401] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-09-26T11:14:22.235533] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRI'. [2025-09-26T11:14:22.235945] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-09-26T11:14:22.263595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:22.264408] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-09-26T11:14:22.264489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:22.264567] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:22.264640] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:22.264785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:22.284412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:22.285094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:22.285202] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:22.285278] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:22.323106] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:22.323297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:22.323346] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:22.323381] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:22.327020] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: DOWN (p=47.17%) [2025-09-26T11:14:22.327315] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-09-26T11:14:22.327467] [INFO ] [sig ] SRI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:22.480396] [INFO ] [LOCAL ] Saved forecast: SRI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SRI.txt [2025-09-26T11:14:22.480705] [INFO ] [sig ] [1688/2043] Completed SRI in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:22.480803] [INFO ] [sig ] [1689/2043] Forecasting SRV... [2025-09-26T11:14:22.480884] [INFO ] [sig ] Generating forecast for: SRV [2025-09-26T11:14:22.480960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'. [2025-09-26T11:14:22.492788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SRV'. [2025-09-26T11:14:22.493140] [INFO ] [FORECASTER] Starting predict_future for SRV [2025-09-26T11:14:22.520699] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:22.521542] [DEBUG] [LOCAL ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt [2025-09-26T11:14:22.521623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:22.521721] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:22.521803] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:22.521929] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:22.540222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:22.540928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:22.541049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:22.541138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:22.578329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:22.578456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:22.578506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:22.578546] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:22.582062] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: DOWN (p=14.42%) [2025-09-26T11:14:22.582354] [INFO ] [FORECASTER] Completed predict_future for SRV [2025-09-26T11:14:22.582533] [INFO ] [sig ] SRV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:22.736329] [INFO ] [LOCAL ] Saved forecast: SRV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SRV.txt [2025-09-26T11:14:22.736637] [INFO ] [sig ] [1689/2043] Completed SRV in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:22.736745] [INFO ] [sig ] [1690/2043] Forecasting SSB... [2025-09-26T11:14:22.736834] [INFO ] [sig ] Generating forecast for: SSB [2025-09-26T11:14:22.736910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-09-26T11:14:22.747736] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSB'. [2025-09-26T11:14:22.748075] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-09-26T11:14:22.775387] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:22.776282] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-09-26T11:14:22.776362] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:22.776449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:22.776536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:22.776690] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:22.795704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:22.796322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:22.796434] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:22.796521] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:22.834372] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:22.834490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:22.834531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:22.834565] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:22.837996] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=60.64%) [2025-09-26T11:14:22.838289] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-09-26T11:14:22.838433] [INFO ] [sig ] SSB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:22.990113] [INFO ] [LOCAL ] Saved forecast: SSB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SSB.txt [2025-09-26T11:14:22.990364] [INFO ] [sig ] [1690/2043] Completed SSB in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:22.990442] [INFO ] [sig ] [1691/2043] Forecasting SSD... [2025-09-26T11:14:22.990513] [INFO ] [sig ] Generating forecast for: SSD [2025-09-26T11:14:22.990585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-09-26T11:14:23.001439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSD'. [2025-09-26T11:14:23.001786] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-09-26T11:14:23.028521] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:23.029396] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-09-26T11:14:23.029480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:23.029555] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:23.029625] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:23.029751] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:23.049075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:23.049833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:23.049962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:23.050056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:23.088690] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:23.088821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:23.088863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:23.088898] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:23.092796] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=97.75%) [2025-09-26T11:14:23.093091] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-09-26T11:14:23.093235] [INFO ] [sig ] SSD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:23.245764] [INFO ] [LOCAL ] Saved forecast: SSD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SSD.txt [2025-09-26T11:14:23.246006] [INFO ] [sig ] [1691/2043] Completed SSD in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:23.246086] [INFO ] [sig ] [1692/2043] Forecasting SSL... [2025-09-26T11:14:23.246163] [INFO ] [sig ] Generating forecast for: SSL [2025-09-26T11:14:23.246235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-09-26T11:14:23.256631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSL'. [2025-09-26T11:14:23.256993] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-09-26T11:14:23.283239] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:23.284105] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-09-26T11:14:23.284184] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:23.284257] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:23.284326] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:23.284426] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:23.302638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:23.303261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:23.303374] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:23.303450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:23.343289] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:23.343486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:23.343534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:23.343568] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:23.347242] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-09-26T11:14:23.347535] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-09-26T11:14:23.347709] [INFO ] [sig ] SSL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:23.495292] [INFO ] [LOCAL ] Saved forecast: SSL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SSL.txt [2025-09-26T11:14:23.495543] [INFO ] [sig ] [1692/2043] Completed SSL in 0.2s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:23.495620] [INFO ] [sig ] [1693/2043] Forecasting SST... [2025-09-26T11:14:23.495720] [INFO ] [sig ] Generating forecast for: SST [2025-09-26T11:14:23.495793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'. [2025-09-26T11:14:23.507788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SST'. [2025-09-26T11:14:23.508312] [INFO ] [FORECASTER] Starting predict_future for SST [2025-09-26T11:14:23.536748] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:23.537684] [DEBUG] [LOCAL ] No optimal features file found for SST: ./output/feature-sets/SST.txt [2025-09-26T11:14:23.537763] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:23.537836] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:23.537916] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:23.537992] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:23.556145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:23.556920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:23.557032] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:23.557103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:23.595450] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:23.595700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:23.595774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:23.595813] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:23.599568] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=94.09%) [2025-09-26T11:14:23.599895] [INFO ] [FORECASTER] Completed predict_future for SST [2025-09-26T11:14:23.600053] [INFO ] [sig ] SST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:23.761333] [INFO ] [LOCAL ] Saved forecast: SST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SST.txt [2025-09-26T11:14:23.761708] [INFO ] [sig ] [1693/2043] Completed SST in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:23.761794] [INFO ] [sig ] [1694/2043] Forecasting SSTK... [2025-09-26T11:14:23.761866] [INFO ] [sig ] Generating forecast for: SSTK [2025-09-26T11:14:23.761940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-09-26T11:14:23.774911] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SSTK'. [2025-09-26T11:14:23.775320] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-09-26T11:14:23.804256] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:23.805121] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-09-26T11:14:23.805206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:23.805279] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:23.805359] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:23.805475] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:23.825490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:23.826178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:23.826286] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:23.826392] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:23.868580] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:23.868736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:23.868795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:23.868833] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:23.872479] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=71.02%) [2025-09-26T11:14:23.872859] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-09-26T11:14:23.873021] [INFO ] [sig ] SSTK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:24.025268] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SSTK.txt [2025-09-26T11:14:24.025535] [INFO ] [sig ] [1694/2043] Completed SSTK in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.6m [2025-09-26T11:14:24.025621] [INFO ] [sig ] [1695/2043] Forecasting ST... [2025-09-26T11:14:24.025722] [INFO ] [sig ] Generating forecast for: ST [2025-09-26T11:14:24.025797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'. [2025-09-26T11:14:24.037588] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ST'. [2025-09-26T11:14:24.038061] [INFO ] [FORECASTER] Starting predict_future for ST [2025-09-26T11:14:24.068715] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:24.069635] [DEBUG] [LOCAL ] No optimal features file found for ST: ./output/feature-sets/ST.txt [2025-09-26T11:14:24.069740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:24.069853] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:24.069923] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:24.070026] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:24.088833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:24.089772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:24.089889] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:24.089959] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:24.130546] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:24.130778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:24.130837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:24.130874] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:24.134854] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=67.36%) [2025-09-26T11:14:24.135206] [INFO ] [FORECASTER] Completed predict_future for ST [2025-09-26T11:14:24.135399] [INFO ] [sig ] ST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:24.292244] [INFO ] [LOCAL ] Saved forecast: ST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ST.txt [2025-09-26T11:14:24.292563] [INFO ] [sig ] [1695/2043] Completed ST in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.5m [2025-09-26T11:14:24.292667] [INFO ] [sig ] [1696/2043] Forecasting STAG... [2025-09-26T11:14:24.292734] [INFO ] [sig ] Generating forecast for: STAG [2025-09-26T11:14:24.292801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-09-26T11:14:24.305098] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STAG'. [2025-09-26T11:14:24.305626] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-09-26T11:14:24.334291] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:24.335241] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-09-26T11:14:24.335321] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:24.335395] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:24.335479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:24.335589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:24.354213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:24.354981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:24.355104] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:24.355181] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:24.394006] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:24.394208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:24.394256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:24.394292] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:24.398233] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=73.41%) [2025-09-26T11:14:24.398606] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-09-26T11:14:24.398800] [INFO ] [sig ] STAG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:24.554084] [INFO ] [LOCAL ] Saved forecast: STAG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STAG.txt [2025-09-26T11:14:24.554388] [INFO ] [sig ] [1696/2043] Completed STAG in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.5m [2025-09-26T11:14:24.554469] [INFO ] [sig ] [1697/2043] Forecasting STC... [2025-09-26T11:14:24.554541] [INFO ] [sig ] Generating forecast for: STC [2025-09-26T11:14:24.554614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-09-26T11:14:24.568708] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STC'. [2025-09-26T11:14:24.569301] [INFO ] [FORECASTER] Starting predict_future for STC [2025-09-26T11:14:24.607279] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:24.608458] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-09-26T11:14:24.608552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:24.608681] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:24.608806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:24.608960] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:24.633334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:24.634030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:24.634152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:24.634235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:24.671716] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:24.671852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:24.671896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:24.671931] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:24.675329] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: DOWN (p=24.94%) [2025-09-26T11:14:24.675621] [INFO ] [FORECASTER] Completed predict_future for STC [2025-09-26T11:14:24.675801] [INFO ] [sig ] STC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:24.834353] [INFO ] [LOCAL ] Saved forecast: STC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STC.txt [2025-09-26T11:14:24.834683] [INFO ] [sig ] [1697/2043] Completed STC in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.5m [2025-09-26T11:14:24.834787] [INFO ] [sig ] [1698/2043] Forecasting STE... [2025-09-26T11:14:24.834875] [INFO ] [sig ] Generating forecast for: STE [2025-09-26T11:14:24.834963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-09-26T11:14:24.847192] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STE'. [2025-09-26T11:14:24.847684] [INFO ] [FORECASTER] Starting predict_future for STE [2025-09-26T11:14:24.874333] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:24.875318] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-09-26T11:14:24.875401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:24.875477] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:24.875547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:24.875668] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:24.894630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:24.895593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:24.895736] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:24.895809] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:24.934148] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:24.934365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:24.934415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:24.934451] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:24.938291] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=17.72%) [2025-09-26T11:14:24.938614] [INFO ] [FORECASTER] Completed predict_future for STE [2025-09-26T11:14:24.938808] [INFO ] [sig ] STE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:25.094795] [INFO ] [LOCAL ] Saved forecast: STE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STE.txt [2025-09-26T11:14:25.095125] [INFO ] [sig ] [1698/2043] Completed STE in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.5m [2025-09-26T11:14:25.095205] [INFO ] [sig ] [1699/2043] Forecasting STEL... [2025-09-26T11:14:25.095282] [INFO ] [sig ] Generating forecast for: STEL [2025-09-26T11:14:25.095355] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-09-26T11:14:25.108929] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STEL'. [2025-09-26T11:14:25.109419] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-09-26T11:14:25.146229] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:25.147420] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-09-26T11:14:25.147514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:25.147615] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:25.147746] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:25.148003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:25.174890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:25.175781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:25.175911] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:25.176011] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:25.228761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:25.229001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:25.229067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:25.229104] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:25.232878] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=72.55%) [2025-09-26T11:14:25.233176] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-09-26T11:14:25.233332] [INFO ] [sig ] STEL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:25.380423] [INFO ] [LOCAL ] Saved forecast: STEL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STEL.txt [2025-09-26T11:14:25.380752] [INFO ] [sig ] [1699/2043] Completed STEL in 0.3s | 3.75 sym/s | Total: 7.5m | ETA: 1.5m [2025-09-26T11:14:25.380857] [INFO ] [sig ] [1700/2043] Forecasting STEM... [2025-09-26T11:14:25.380939] [INFO ] [sig ] Generating forecast for: STEM [2025-09-26T11:14:25.381025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-09-26T11:14:25.392220] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STEM'. [2025-09-26T11:14:25.392569] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-09-26T11:14:25.419004] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:25.419860] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-09-26T11:14:25.419939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:25.420012] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:25.420081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:25.420181] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:25.438741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:25.439339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:25.439444] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:25.439515] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:25.480194] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:25.480357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:25.480402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:25.480436] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:25.484288] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: DOWN (p=13.59%) [2025-09-26T11:14:25.484586] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-09-26T11:14:25.484766] [INFO ] [sig ] STEM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:25.638973] [INFO ] [LOCAL ] Saved forecast: STEM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STEM.txt [2025-09-26T11:14:25.639259] [INFO ] [sig ] [1700/2043] Completed STEM in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:25.639344] [INFO ] [sig ] [1701/2043] Forecasting STEW... [2025-09-26T11:14:25.639417] [INFO ] [sig ] Generating forecast for: STEW [2025-09-26T11:14:25.639489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'. [2025-09-26T11:14:25.651186] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STEW'. [2025-09-26T11:14:25.651699] [INFO ] [FORECASTER] Starting predict_future for STEW [2025-09-26T11:14:25.679328] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:25.680287] [DEBUG] [LOCAL ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt [2025-09-26T11:14:25.680369] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:25.680444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:25.680514] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:25.680615] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:25.699403] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:25.700407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:25.700530] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:25.700602] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:25.740047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:25.740263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:25.740317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:25.740354] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:25.744117] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=26.37%) [2025-09-26T11:14:25.744444] [INFO ] [FORECASTER] Completed predict_future for STEW [2025-09-26T11:14:25.744604] [INFO ] [sig ] STEW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:25.903288] [INFO ] [LOCAL ] Saved forecast: STEW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STEW.txt [2025-09-26T11:14:25.903594] [INFO ] [sig ] [1701/2043] Completed STEW in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:25.903699] [INFO ] [sig ] [1702/2043] Forecasting STK... [2025-09-26T11:14:25.903772] [INFO ] [sig ] Generating forecast for: STK [2025-09-26T11:14:25.903850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-09-26T11:14:25.915269] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STK'. [2025-09-26T11:14:25.915746] [INFO ] [FORECASTER] Starting predict_future for STK [2025-09-26T11:14:25.942213] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:25.943115] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-09-26T11:14:25.943206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:25.943301] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:25.943398] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:25.943539] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:25.961916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:25.962559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:25.962702] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:25.962787] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:26.005808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:26.005940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:26.005985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:26.006022] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:26.010024] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=77.08%) [2025-09-26T11:14:26.010337] [INFO ] [FORECASTER] Completed predict_future for STK [2025-09-26T11:14:26.010543] [INFO ] [sig ] STK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:26.160091] [INFO ] [LOCAL ] Saved forecast: STK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STK.txt [2025-09-26T11:14:26.160392] [INFO ] [sig ] [1702/2043] Completed STK in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:26.160484] [INFO ] [sig ] [1703/2043] Forecasting STLA... [2025-09-26T11:14:26.160577] [INFO ] [sig ] Generating forecast for: STLA [2025-09-26T11:14:26.160770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-09-26T11:14:26.172293] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STLA'. [2025-09-26T11:14:26.172828] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-09-26T11:14:26.201256] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:26.202270] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-09-26T11:14:26.202359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:26.202437] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:26.202514] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:26.202631] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:26.222024] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:26.222959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:26.223084] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:26.223153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:26.265584] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:26.265816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:26.265876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:26.265912] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:26.269801] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=88.63%) [2025-09-26T11:14:26.270129] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-09-26T11:14:26.270286] [INFO ] [sig ] STLA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:26.429587] [INFO ] [LOCAL ] Saved forecast: STLA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STLA.txt [2025-09-26T11:14:26.429972] [INFO ] [sig ] [1703/2043] Completed STLA in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:26.430056] [INFO ] [sig ] [1704/2043] Forecasting STM... [2025-09-26T11:14:26.430128] [INFO ] [sig ] Generating forecast for: STM [2025-09-26T11:14:26.430202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-09-26T11:14:26.442254] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STM'. [2025-09-26T11:14:26.442722] [INFO ] [FORECASTER] Starting predict_future for STM [2025-09-26T11:14:26.470494] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:26.471449] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-09-26T11:14:26.471529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:26.471604] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:26.471698] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:26.471800] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:26.492530] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:26.493473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:26.493608] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:26.493715] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:26.535310] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:26.535523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:26.535594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:26.535635] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:26.539596] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=23.40%) [2025-09-26T11:14:26.539935] [INFO ] [FORECASTER] Completed predict_future for STM [2025-09-26T11:14:26.540093] [INFO ] [sig ] STM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:26.693158] [INFO ] [LOCAL ] Saved forecast: STM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STM.txt [2025-09-26T11:14:26.693488] [INFO ] [sig ] [1704/2043] Completed STM in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:26.693568] [INFO ] [sig ] [1705/2043] Forecasting STN... [2025-09-26T11:14:26.693666] [INFO ] [sig ] Generating forecast for: STN [2025-09-26T11:14:26.693745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-09-26T11:14:26.708307] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STN'. [2025-09-26T11:14:26.708807] [INFO ] [FORECASTER] Starting predict_future for STN [2025-09-26T11:14:26.747917] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:26.749142] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-09-26T11:14:26.749237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:26.749335] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:26.749428] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:26.749563] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:26.770308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:26.771131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:26.771246] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:26.771338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:26.808676] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:26.808801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:26.808843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:26.808879] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:26.812173] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=8.47%) [2025-09-26T11:14:26.812473] [INFO ] [FORECASTER] Completed predict_future for STN [2025-09-26T11:14:26.812617] [INFO ] [sig ] STN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:26.977789] [INFO ] [LOCAL ] Saved forecast: STN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STN.txt [2025-09-26T11:14:26.978099] [INFO ] [sig ] [1705/2043] Completed STN in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:26.978204] [INFO ] [sig ] [1706/2043] Forecasting STNG... [2025-09-26T11:14:26.978295] [INFO ] [sig ] Generating forecast for: STNG [2025-09-26T11:14:26.978380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'. [2025-09-26T11:14:26.988982] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STNG'. [2025-09-26T11:14:26.989310] [INFO ] [FORECASTER] Starting predict_future for STNG [2025-09-26T11:14:27.017564] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:27.018481] [DEBUG] [LOCAL ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt [2025-09-26T11:14:27.018567] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:27.018665] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:27.018755] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:27.018874] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:27.037878] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:27.038542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:27.038667] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:27.038752] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:27.080167] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:27.080282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:27.080327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:27.080363] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:27.084266] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: DOWN (p=5.35%) [2025-09-26T11:14:27.084574] [INFO ] [FORECASTER] Completed predict_future for STNG [2025-09-26T11:14:27.084775] [INFO ] [sig ] STNG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:27.236515] [INFO ] [LOCAL ] Saved forecast: STNG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STNG.txt [2025-09-26T11:14:27.236788] [INFO ] [sig ] [1706/2043] Completed STNG in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:27.236919] [INFO ] [sig ] [1707/2043] Forecasting STRV... [2025-09-26T11:14:27.237018] [INFO ] [sig ] Generating forecast for: STRV [2025-09-26T11:14:27.237107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'. [2025-09-26T11:14:27.248751] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STRV'. [2025-09-26T11:14:27.249237] [INFO ] [FORECASTER] Starting predict_future for STRV [2025-09-26T11:14:27.276458] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:27.277440] [DEBUG] [LOCAL ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt [2025-09-26T11:14:27.277522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:27.277601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:27.277697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:27.277839] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:27.296577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:27.297313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:27.297428] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:27.297504] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:27.338535] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:27.338769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:27.338835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:27.338873] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:27.342878] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=56.58%) [2025-09-26T11:14:27.343179] [INFO ] [FORECASTER] Completed predict_future for STRV [2025-09-26T11:14:27.343336] [INFO ] [sig ] STRV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:27.498823] [INFO ] [LOCAL ] Saved forecast: STRV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STRV.txt [2025-09-26T11:14:27.499133] [INFO ] [sig ] [1707/2043] Completed STRV in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:27.499212] [INFO ] [sig ] [1708/2043] Forecasting STT... [2025-09-26T11:14:27.499289] [INFO ] [sig ] Generating forecast for: STT [2025-09-26T11:14:27.499365] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'. [2025-09-26T11:14:27.510059] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STT'. [2025-09-26T11:14:27.510433] [INFO ] [FORECASTER] Starting predict_future for STT [2025-09-26T11:14:27.537515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:27.538483] [DEBUG] [LOCAL ] No optimal features file found for STT: ./output/feature-sets/STT.txt [2025-09-26T11:14:27.538568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:27.538675] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:27.538759] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:27.538881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:27.557925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:27.558834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:27.558954] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:27.559038] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:27.588079] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:27.588252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:27.588302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:27.588339] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:27.592378] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: UP (p=89.02%) [2025-09-26T11:14:27.592722] [INFO ] [FORECASTER] Completed predict_future for STT [2025-09-26T11:14:27.592891] [INFO ] [sig ] STT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:27.749566] [INFO ] [LOCAL ] Saved forecast: STT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STT.txt [2025-09-26T11:14:27.749926] [INFO ] [sig ] [1708/2043] Completed STT in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:27.750008] [INFO ] [sig ] [1709/2043] Forecasting STVN... [2025-09-26T11:14:27.750092] [INFO ] [sig ] Generating forecast for: STVN [2025-09-26T11:14:27.750166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-09-26T11:14:27.760788] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STVN'. [2025-09-26T11:14:27.761150] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-09-26T11:14:27.788211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:27.789194] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-09-26T11:14:27.789276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:27.789350] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:27.789419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:27.789517] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:27.808455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:27.809116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:27.809244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:27.809314] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:27.837400] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:27.837551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:27.837597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:27.837632] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:27.841552] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=82.14%) [2025-09-26T11:14:27.841916] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-09-26T11:14:27.842085] [INFO ] [sig ] STVN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:27.993325] [INFO ] [LOCAL ] Saved forecast: STVN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STVN.txt [2025-09-26T11:14:27.993579] [INFO ] [sig ] [1709/2043] Completed STVN in 0.2s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:27.993674] [INFO ] [sig ] [1710/2043] Forecasting STWD... [2025-09-26T11:14:27.993747] [INFO ] [sig ] Generating forecast for: STWD [2025-09-26T11:14:27.993815] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-09-26T11:14:28.004251] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STWD'. [2025-09-26T11:14:28.004591] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-09-26T11:14:28.030986] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:28.031908] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-09-26T11:14:28.031988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:28.032077] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:28.032163] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:28.032277] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:28.055549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:28.056748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:28.056888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:28.056970] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:28.087587] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:28.087765] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:28.087854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:28.087926] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:28.092065] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=85.18%) [2025-09-26T11:14:28.092418] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-09-26T11:14:28.092580] [INFO ] [sig ] STWD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:28.253450] [INFO ] [LOCAL ] Saved forecast: STWD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STWD.txt [2025-09-26T11:14:28.253787] [INFO ] [sig ] [1710/2043] Completed STWD in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:28.253871] [INFO ] [sig ] [1711/2043] Forecasting STXD... [2025-09-26T11:14:28.253955] [INFO ] [sig ] Generating forecast for: STXD [2025-09-26T11:14:28.254042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'. [2025-09-26T11:14:28.264872] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXD'. [2025-09-26T11:14:28.265220] [INFO ] [FORECASTER] Starting predict_future for STXD [2025-09-26T11:14:28.294052] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:28.295005] [DEBUG] [LOCAL ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt [2025-09-26T11:14:28.295085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:28.295171] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:28.295257] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:28.295380] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:28.314386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:28.315155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:28.315268] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:28.315353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:28.343822] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:28.343977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:28.344023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:28.344057] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:28.347522] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=67.34%) [2025-09-26T11:14:28.347846] [INFO ] [FORECASTER] Completed predict_future for STXD [2025-09-26T11:14:28.348000] [INFO ] [sig ] STXD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:28.494725] [INFO ] [LOCAL ] Saved forecast: STXD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STXD.txt [2025-09-26T11:14:28.495057] [INFO ] [sig ] [1711/2043] Completed STXD in 0.2s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:28.495138] [INFO ] [sig ] [1712/2043] Forecasting STXE... [2025-09-26T11:14:28.495219] [INFO ] [sig ] Generating forecast for: STXE [2025-09-26T11:14:28.495302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-09-26T11:14:28.504867] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXE'. [2025-09-26T11:14:28.505199] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-09-26T11:14:28.532174] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:28.533103] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-09-26T11:14:28.533183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:28.533254] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:28.533321] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:28.533419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:28.551610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:28.552298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:28.552407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:28.552526] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:28.587969] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:28.588134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:28.588182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:28.588218] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:28.591966] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=81.67%) [2025-09-26T11:14:28.592286] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-09-26T11:14:28.592431] [INFO ] [sig ] STXE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:28.747596] [INFO ] [LOCAL ] Saved forecast: STXE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STXE.txt [2025-09-26T11:14:28.747882] [INFO ] [sig ] [1712/2043] Completed STXE in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:28.747978] [INFO ] [sig ] [1713/2043] Forecasting STXG... [2025-09-26T11:14:28.748066] [INFO ] [sig ] Generating forecast for: STXG [2025-09-26T11:14:28.748140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-09-26T11:14:28.758289] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXG'. [2025-09-26T11:14:28.758690] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-09-26T11:14:28.785163] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:28.786156] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-09-26T11:14:28.786237] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:28.786309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:28.786377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:28.786475] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:28.804701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:28.805365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:28.805474] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:28.805545] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:28.841001] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:28.841201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:28.841287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:28.841339] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:28.845492] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: DOWN (p=35.63%) [2025-09-26T11:14:28.845984] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-09-26T11:14:28.846198] [INFO ] [sig ] STXG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:28.999809] [INFO ] [LOCAL ] Saved forecast: STXG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STXG.txt [2025-09-26T11:14:29.000151] [INFO ] [sig ] [1713/2043] Completed STXG in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:29.000232] [INFO ] [sig ] [1714/2043] Forecasting STXK... [2025-09-26T11:14:29.000302] [INFO ] [sig ] Generating forecast for: STXK [2025-09-26T11:14:29.000375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'. [2025-09-26T11:14:29.010461] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXK'. [2025-09-26T11:14:29.010916] [INFO ] [FORECASTER] Starting predict_future for STXK [2025-09-26T11:14:29.037865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:29.038811] [DEBUG] [LOCAL ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt [2025-09-26T11:14:29.038894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:29.038970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:29.039040] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:29.039146] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:29.057873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:29.058609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:29.058741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:29.058812] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:29.098945] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:29.099147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:29.099198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:29.099232] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:29.103077] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=44.71%) [2025-09-26T11:14:29.103391] [INFO ] [FORECASTER] Completed predict_future for STXK [2025-09-26T11:14:29.103545] [INFO ] [sig ] STXK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:29.252229] [INFO ] [LOCAL ] Saved forecast: STXK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STXK.txt [2025-09-26T11:14:29.252514] [INFO ] [sig ] [1714/2043] Completed STXK in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:29.252592] [INFO ] [sig ] [1715/2043] Forecasting STXT... [2025-09-26T11:14:29.252685] [INFO ] [sig ] Generating forecast for: STXT [2025-09-26T11:14:29.252758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'. [2025-09-26T11:14:29.262742] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXT'. [2025-09-26T11:14:29.263059] [INFO ] [FORECASTER] Starting predict_future for STXT [2025-09-26T11:14:29.289375] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:29.290192] [DEBUG] [LOCAL ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt [2025-09-26T11:14:29.290271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:29.290345] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:29.290413] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:29.290511] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:29.308384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:29.308991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:29.309095] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:29.309164] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:29.345518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:29.345689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:29.345755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:29.345791] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:29.349217] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=95.51%) [2025-09-26T11:14:29.349559] [INFO ] [FORECASTER] Completed predict_future for STXT [2025-09-26T11:14:29.349746] [INFO ] [sig ] STXT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:29.498048] [INFO ] [LOCAL ] Saved forecast: STXT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STXT.txt [2025-09-26T11:14:29.498306] [INFO ] [sig ] [1715/2043] Completed STXT in 0.2s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:29.498385] [INFO ] [sig ] [1716/2043] Forecasting STXV... [2025-09-26T11:14:29.498460] [INFO ] [sig ] Generating forecast for: STXV [2025-09-26T11:14:29.498533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'. [2025-09-26T11:14:29.508194] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'STXV'. [2025-09-26T11:14:29.508500] [INFO ] [FORECASTER] Starting predict_future for STXV [2025-09-26T11:14:29.535215] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:29.536088] [DEBUG] [LOCAL ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt [2025-09-26T11:14:29.536167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:29.536239] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:29.536323] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:29.536515] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:29.554871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:29.555552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:29.555684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:29.555769] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:29.595561] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:29.595782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:29.595846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:29.595882] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:29.599621] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: UP (p=63.17%) [2025-09-26T11:14:29.599942] [INFO ] [FORECASTER] Completed predict_future for STXV [2025-09-26T11:14:29.600094] [INFO ] [sig ] STXV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:29.751692] [INFO ] [LOCAL ] Saved forecast: STXV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/STXV.txt [2025-09-26T11:14:29.751985] [INFO ] [sig ] [1716/2043] Completed STXV in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.5m [2025-09-26T11:14:29.752064] [INFO ] [sig ] [1717/2043] Forecasting STZ... [2025-09-26T11:14:29.752117] [INFO ] [sig ] Generating forecast for: STZ [2025-09-26T11:14:29.752161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-09-26T11:14:29.763782] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'STZ'. [2025-09-26T11:14:29.764219] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-09-26T11:14:29.792175] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:29.793499] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-09-26T11:14:29.793597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:29.793719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:29.793814] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:29.793963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:29.813513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:29.814421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:29.814557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:29.814677] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:29.854578] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:29.854821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:29.854886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:29.854925] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:29.859162] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=47.79%) [2025-09-26T11:14:29.859490] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-09-26T11:14:29.859670] [INFO ] [sig ] STZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:30.017275] [INFO ] [LOCAL ] Saved forecast: STZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/STZ.txt [2025-09-26T11:14:30.017671] [INFO ] [sig ] [1717/2043] Completed STZ in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:30.017764] [INFO ] [sig ] [1718/2043] Forecasting SU... [2025-09-26T11:14:30.017861] [INFO ] [sig ] Generating forecast for: SU [2025-09-26T11:14:30.017962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'. [2025-09-26T11:14:30.029405] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SU'. [2025-09-26T11:14:30.029913] [INFO ] [FORECASTER] Starting predict_future for SU [2025-09-26T11:14:30.057271] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:30.058196] [DEBUG] [LOCAL ] No optimal features file found for SU: ./output/feature-sets/SU.txt [2025-09-26T11:14:30.058290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:30.058380] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:30.058451] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:30.058552] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:30.077952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:30.078823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:30.078938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:30.079019] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:30.120073] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:30.120279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:30.120336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:30.120371] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:30.124169] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: UP (p=52.27%) [2025-09-26T11:14:30.124468] [INFO ] [FORECASTER] Completed predict_future for SU [2025-09-26T11:14:30.124616] [INFO ] [sig ] SU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:30.282698] [INFO ] [LOCAL ] Saved forecast: SU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SU.txt [2025-09-26T11:14:30.283021] [INFO ] [sig ] [1718/2043] Completed SU in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:30.283102] [INFO ] [sig ] [1719/2043] Forecasting SUI... [2025-09-26T11:14:30.283174] [INFO ] [sig ] Generating forecast for: SUI [2025-09-26T11:14:30.283247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-09-26T11:14:30.294505] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUI'. [2025-09-26T11:14:30.294978] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-09-26T11:14:30.323841] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:30.324954] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-09-26T11:14:30.325036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:30.325112] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:30.325197] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:30.325376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:30.344456] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:30.345266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:30.345382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:30.345470] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:30.386434] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:30.386636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:30.386735] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:30.386782] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:30.390562] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=77.80%) [2025-09-26T11:14:30.390928] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-09-26T11:14:30.391095] [INFO ] [sig ] SUI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:30.551677] [INFO ] [LOCAL ] Saved forecast: SUI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SUI.txt [2025-09-26T11:14:30.551992] [INFO ] [sig ] [1719/2043] Completed SUI in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:30.552075] [INFO ] [sig ] [1720/2043] Forecasting SUN... [2025-09-26T11:14:30.552155] [INFO ] [sig ] Generating forecast for: SUN [2025-09-26T11:14:30.552228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-09-26T11:14:30.563152] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUN'. [2025-09-26T11:14:30.563536] [INFO ] [FORECASTER] Starting predict_future for SUN [2025-09-26T11:14:30.590418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:30.591294] [DEBUG] [LOCAL ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt [2025-09-26T11:14:30.591372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:30.591444] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:30.591512] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:30.591612] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:30.611418] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:30.612311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:30.612430] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:30.612503] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:30.650214] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:30.650409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:30.650458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:30.650493] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:30.654557] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=80.56%) [2025-09-26T11:14:30.654918] [INFO ] [FORECASTER] Completed predict_future for SUN [2025-09-26T11:14:30.655114] [INFO ] [sig ] SUN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:30.809100] [INFO ] [LOCAL ] Saved forecast: SUN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SUN.txt [2025-09-26T11:14:30.809400] [INFO ] [sig ] [1720/2043] Completed SUN in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:30.809481] [INFO ] [sig ] [1721/2043] Forecasting SUPV... [2025-09-26T11:14:30.809552] [INFO ] [sig ] Generating forecast for: SUPV [2025-09-26T11:14:30.809625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'. [2025-09-26T11:14:30.820956] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUPV'. [2025-09-26T11:14:30.821342] [INFO ] [FORECASTER] Starting predict_future for SUPV [2025-09-26T11:14:30.847708] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:30.848545] [DEBUG] [LOCAL ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt [2025-09-26T11:14:30.848626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:30.848722] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:30.848792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:30.848892] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:30.867777] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:30.868503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:30.868614] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:30.868708] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:30.907090] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:30.907247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:30.907293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:30.907335] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:30.910965] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: UP (p=57.42%) [2025-09-26T11:14:30.911298] [INFO ] [FORECASTER] Completed predict_future for SUPV [2025-09-26T11:14:30.911456] [INFO ] [sig ] SUPV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:31.060258] [INFO ] [LOCAL ] Saved forecast: SUPV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SUPV.txt [2025-09-26T11:14:31.060564] [INFO ] [sig ] [1721/2043] Completed SUPV in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:31.060668] [INFO ] [sig ] [1722/2043] Forecasting SUZ... [2025-09-26T11:14:31.060741] [INFO ] [sig ] Generating forecast for: SUZ [2025-09-26T11:14:31.060813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-09-26T11:14:31.071727] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SUZ'. [2025-09-26T11:14:31.072133] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-09-26T11:14:31.099595] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:31.100496] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-09-26T11:14:31.100576] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:31.100670] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:31.100742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:31.100844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:31.118892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:31.119734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:31.119848] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:31.119918] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:31.163132] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:31.163325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:31.163373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:31.163407] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:31.167145] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=79.75%) [2025-09-26T11:14:31.167434] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-09-26T11:14:31.167582] [INFO ] [sig ] SUZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:31.321424] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SUZ.txt [2025-09-26T11:14:31.321807] [INFO ] [sig ] [1722/2043] Completed SUZ in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:31.321908] [INFO ] [sig ] [1723/2043] Forecasting SVV... [2025-09-26T11:14:31.321997] [INFO ] [sig ] Generating forecast for: SVV [2025-09-26T11:14:31.322091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'. [2025-09-26T11:14:31.333569] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SVV'. [2025-09-26T11:14:31.333966] [INFO ] [FORECASTER] Starting predict_future for SVV [2025-09-26T11:14:31.360666] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:31.361489] [DEBUG] [LOCAL ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt [2025-09-26T11:14:31.361569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:31.361666] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:31.361747] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:31.361849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:31.380401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:31.381035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:31.381160] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:31.381231] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:31.425368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:31.425496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:31.425542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:31.425579] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:31.429516] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: DOWN (p=29.11%) [2025-09-26T11:14:31.429870] [INFO ] [FORECASTER] Completed predict_future for SVV [2025-09-26T11:14:31.430036] [INFO ] [sig ] SVV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:31.578888] [INFO ] [LOCAL ] Saved forecast: SVV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SVV.txt [2025-09-26T11:14:31.579163] [INFO ] [sig ] [1723/2043] Completed SVV in 0.3s | 3.75 sym/s | Total: 7.6m | ETA: 1.4m [2025-09-26T11:14:31.579260] [INFO ] [sig ] [1724/2043] Forecasting SW... [2025-09-26T11:14:31.579351] [INFO ] [sig ] Generating forecast for: SW [2025-09-26T11:14:31.579447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'. [2025-09-26T11:14:31.590822] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SW'. [2025-09-26T11:14:31.591181] [INFO ] [FORECASTER] Starting predict_future for SW [2025-09-26T11:14:31.617240] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:31.618079] [DEBUG] [LOCAL ] No optimal features file found for SW: ./output/feature-sets/SW.txt [2025-09-26T11:14:31.618172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:31.618263] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:31.618351] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:31.618483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:31.636889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:31.637507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:31.637635] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:31.637751] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:31.681111] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:31.681225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:31.681312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:31.681366] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:31.685184] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: UP (p=82.25%) [2025-09-26T11:14:31.685509] [INFO ] [FORECASTER] Completed predict_future for SW [2025-09-26T11:14:31.685694] [INFO ] [sig ] SW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:31.836504] [INFO ] [LOCAL ] Saved forecast: SW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SW.txt [2025-09-26T11:14:31.836834] [INFO ] [sig ] [1724/2043] Completed SW in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:31.836936] [INFO ] [sig ] [1725/2043] Forecasting SWK... [2025-09-26T11:14:31.837028] [INFO ] [sig ] Generating forecast for: SWK [2025-09-26T11:14:31.837124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-09-26T11:14:31.848201] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SWK'. [2025-09-26T11:14:31.848577] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-09-26T11:14:31.875264] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:31.876140] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-09-26T11:14:31.876248] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:31.876342] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:31.876432] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:31.876579] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:31.894425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:31.895067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:31.895188] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:31.895275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:31.941194] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:31.941309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:31.941354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:31.941391] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:31.945260] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=63.27%) [2025-09-26T11:14:31.945561] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-09-26T11:14:31.945756] [INFO ] [sig ] SWK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:32.098284] [INFO ] [LOCAL ] Saved forecast: SWK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SWK.txt [2025-09-26T11:14:32.098553] [INFO ] [sig ] [1725/2043] Completed SWK in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:32.098676] [INFO ] [sig ] [1726/2043] Forecasting SWX... [2025-09-26T11:14:32.098771] [INFO ] [sig ] Generating forecast for: SWX [2025-09-26T11:14:32.098866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-09-26T11:14:32.109994] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SWX'. [2025-09-26T11:14:32.110392] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-09-26T11:14:32.136637] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:32.137544] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-09-26T11:14:32.137628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:32.137751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:32.137844] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:32.137982] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:32.157314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:32.158017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:32.158153] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:32.158253] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:32.203580] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:32.203820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:32.203879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:32.203918] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:32.208503] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=23.53%) [2025-09-26T11:14:32.208883] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-09-26T11:14:32.209058] [INFO ] [sig ] SWX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:32.358006] [INFO ] [LOCAL ] Saved forecast: SWX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SWX.txt [2025-09-26T11:14:32.358312] [INFO ] [sig ] [1726/2043] Completed SWX in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:32.358402] [INFO ] [sig ] [1727/2043] Forecasting SWZ... [2025-09-26T11:14:32.358519] [INFO ] [sig ] Generating forecast for: SWZ [2025-09-26T11:14:32.358664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-09-26T11:14:32.368355] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SWZ'. [2025-09-26T11:14:32.368780] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-09-26T11:14:32.395394] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:32.396296] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-09-26T11:14:32.396382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:32.396481] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:32.396587] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:32.396793] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:32.414952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:32.415610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:32.415760] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:32.415856] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:32.457760] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:32.457953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:32.458004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:32.458042] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:32.462283] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=98.59%) [2025-09-26T11:14:32.462608] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-09-26T11:14:32.462806] [INFO ] [sig ] SWZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:32.612328] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SWZ.txt [2025-09-26T11:14:32.612578] [INFO ] [sig ] [1727/2043] Completed SWZ in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:32.612682] [INFO ] [sig ] [1728/2043] Forecasting SXC... [2025-09-26T11:14:32.612765] [INFO ] [sig ] Generating forecast for: SXC [2025-09-26T11:14:32.612853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-09-26T11:14:32.624080] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SXC'. [2025-09-26T11:14:32.624455] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-09-26T11:14:32.650905] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:32.651795] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-09-26T11:14:32.651896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:32.651985] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:32.652067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:32.652189] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:32.671006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:32.671689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:32.671813] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:32.671903] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:32.716293] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:32.716408] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:32.716453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:32.716490] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:32.720571] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: DOWN (p=1.12%) [2025-09-26T11:14:32.720937] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-09-26T11:14:32.721123] [INFO ] [sig ] SXC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:32.873959] [INFO ] [LOCAL ] Saved forecast: SXC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SXC.txt [2025-09-26T11:14:32.874211] [INFO ] [sig ] [1728/2043] Completed SXC in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:32.874290] [INFO ] [sig ] [1729/2043] Forecasting SXI... [2025-09-26T11:14:32.874361] [INFO ] [sig ] Generating forecast for: SXI [2025-09-26T11:14:32.874440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-09-26T11:14:32.885221] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SXI'. [2025-09-26T11:14:32.885567] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-09-26T11:14:32.912784] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:32.913706] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-09-26T11:14:32.913791] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:32.913887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:32.914005] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:32.914174] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:32.932437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:32.933109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:32.933229] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:32.933357] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:32.979446] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:32.979566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:32.979610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:32.979678] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:32.983598] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=5.49%) [2025-09-26T11:14:32.983969] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-09-26T11:14:32.984153] [INFO ] [sig ] SXI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:33.140395] [INFO ] [LOCAL ] Saved forecast: SXI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SXI.txt [2025-09-26T11:14:33.140633] [INFO ] [sig ] [1729/2043] Completed SXI in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:33.140743] [INFO ] [sig ] [1730/2043] Forecasting SXT... [2025-09-26T11:14:33.140813] [INFO ] [sig ] Generating forecast for: SXT [2025-09-26T11:14:33.140906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'. [2025-09-26T11:14:33.153442] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SXT'. [2025-09-26T11:14:33.153841] [INFO ] [FORECASTER] Starting predict_future for SXT [2025-09-26T11:14:33.183076] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:33.184007] [DEBUG] [LOCAL ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt [2025-09-26T11:14:33.184092] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:33.184179] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:33.184260] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:33.184372] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:33.206170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:33.206974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:33.207131] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:33.207234] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:33.251132] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:33.251361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:33.251422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:33.251468] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:33.255778] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: UP (p=90.99%) [2025-09-26T11:14:33.256132] [INFO ] [FORECASTER] Completed predict_future for SXT [2025-09-26T11:14:33.256303] [INFO ] [sig ] SXT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:33.430723] [INFO ] [LOCAL ] Saved forecast: SXT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/SXT.txt [2025-09-26T11:14:33.431015] [INFO ] [sig ] [1730/2043] Completed SXT in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:33.431103] [INFO ] [sig ] [1731/2043] Forecasting SYF... [2025-09-26T11:14:33.431183] [INFO ] [sig ] Generating forecast for: SYF [2025-09-26T11:14:33.431266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-09-26T11:14:33.443266] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SYF'. [2025-09-26T11:14:33.443803] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-09-26T11:14:33.471941] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:33.472928] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-09-26T11:14:33.473008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:33.473082] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:33.473151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:33.473252] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:33.491973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:33.492637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:33.492774] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:33.492844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:33.526412] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:33.526587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:33.526634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:33.526719] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:33.530541] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=4.21%) [2025-09-26T11:14:33.530867] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-09-26T11:14:33.531027] [INFO ] [sig ] SYF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:33.723972] [INFO ] [LOCAL ] Saved forecast: SYF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SYF.txt [2025-09-26T11:14:33.724294] [INFO ] [sig ] [1731/2043] Completed SYF in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:33.724377] [INFO ] [sig ] [1732/2043] Forecasting SYK... [2025-09-26T11:14:33.724448] [INFO ] [sig ] Generating forecast for: SYK [2025-09-26T11:14:33.724523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-09-26T11:14:33.737543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SYK'. [2025-09-26T11:14:33.737965] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-09-26T11:14:33.764634] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:33.765519] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-09-26T11:14:33.765612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:33.765733] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:33.765810] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:33.765924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:33.792107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:33.793399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:33.793552] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:33.793678] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:33.835718] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:33.835893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:33.835939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:33.835979] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:33.839764] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=10.24%) [2025-09-26T11:14:33.840086] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-09-26T11:14:33.840235] [INFO ] [sig ] SYK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:34.002865] [INFO ] [LOCAL ] Saved forecast: SYK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SYK.txt [2025-09-26T11:14:34.003137] [INFO ] [sig ] [1732/2043] Completed SYK in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:34.003216] [INFO ] [sig ] [1733/2043] Forecasting SYY... [2025-09-26T11:14:34.003287] [INFO ] [sig ] Generating forecast for: SYY [2025-09-26T11:14:34.003360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-09-26T11:14:34.014380] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'SYY'. [2025-09-26T11:14:34.014809] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-09-26T11:14:34.044103] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:34.045079] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-09-26T11:14:34.045165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:34.045240] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:34.045310] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:34.045412] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:34.063603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:34.064221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:34.064329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:34.064399] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:34.104383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:34.104572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:34.104637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:34.104723] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:34.108179] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=17.06%) [2025-09-26T11:14:34.108466] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-09-26T11:14:34.108607] [INFO ] [sig ] SYY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:34.258556] [INFO ] [LOCAL ] Saved forecast: SYY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/SYY.txt [2025-09-26T11:14:34.258897] [INFO ] [sig ] [1733/2043] Completed SYY in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:34.258983] [INFO ] [sig ] [1734/2043] Forecasting T... [2025-09-26T11:14:34.259055] [INFO ] [sig ] Generating forecast for: T [2025-09-26T11:14:34.259105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'. [2025-09-26T11:14:34.269804] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'T'. [2025-09-26T11:14:34.270264] [INFO ] [FORECASTER] Starting predict_future for T [2025-09-26T11:14:34.298811] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:34.299742] [DEBUG] [LOCAL ] No optimal features file found for T: ./output/feature-sets/T.txt [2025-09-26T11:14:34.299823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:34.299895] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:34.299964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:34.300063] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:34.318877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:34.319832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:34.319955] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:34.320039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:34.361621] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:34.361849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:34.361907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:34.361942] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:34.365849] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: DOWN (p=27.25%) [2025-09-26T11:14:34.366211] [INFO ] [FORECASTER] Completed predict_future for T [2025-09-26T11:14:34.366371] [INFO ] [sig ] T: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:34.533924] [INFO ] [LOCAL ] Saved forecast: T 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/T.txt [2025-09-26T11:14:34.534236] [INFO ] [sig ] [1734/2043] Completed T in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:34.534317] [INFO ] [sig ] [1735/2043] Forecasting TAC... [2025-09-26T11:14:34.534389] [INFO ] [sig ] Generating forecast for: TAC [2025-09-26T11:14:34.534463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-09-26T11:14:34.546019] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAC'. [2025-09-26T11:14:34.546523] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-09-26T11:14:34.577833] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:34.578946] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-09-26T11:14:34.579078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:34.579155] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:34.579231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:34.579336] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:34.598622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:34.599544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:34.599684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:34.599760] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:34.641906] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:34.642121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:34.642186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:34.642226] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:34.646086] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=43.21%) [2025-09-26T11:14:34.646506] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-09-26T11:14:34.646700] [INFO ] [sig ] TAC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:34.810136] [INFO ] [LOCAL ] Saved forecast: TAC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TAC.txt [2025-09-26T11:14:34.810435] [INFO ] [sig ] [1735/2043] Completed TAC in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:34.810517] [INFO ] [sig ] [1736/2043] Forecasting TAK... [2025-09-26T11:14:34.810588] [INFO ] [sig ] Generating forecast for: TAK [2025-09-26T11:14:34.810688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-09-26T11:14:34.822297] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAK'. [2025-09-26T11:14:34.822811] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-09-26T11:14:34.851094] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:34.852024] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-09-26T11:14:34.852106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:34.852180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:34.852251] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:34.852353] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:34.871412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:34.872323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:34.872444] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:34.872522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:34.912359] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:34.912555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:34.912605] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:34.912664] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:34.916429] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=99.10%) [2025-09-26T11:14:34.916777] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-09-26T11:14:34.916986] [INFO ] [sig ] TAK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:35.076972] [INFO ] [LOCAL ] Saved forecast: TAK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TAK.txt [2025-09-26T11:14:35.077289] [INFO ] [sig ] [1736/2043] Completed TAK in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:35.077352] [INFO ] [sig ] [1737/2043] Forecasting TAL... [2025-09-26T11:14:35.077421] [INFO ] [sig ] Generating forecast for: TAL [2025-09-26T11:14:35.077496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-09-26T11:14:35.089189] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAL'. [2025-09-26T11:14:35.089620] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-09-26T11:14:35.116904] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:35.117815] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-09-26T11:14:35.117895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:35.117968] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:35.118038] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:35.118137] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:35.136711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:35.137608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:35.137748] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:35.137821] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:35.178626] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:35.178868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:35.178920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:35.178956] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:35.182799] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=47.09%) [2025-09-26T11:14:35.183147] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-09-26T11:14:35.183300] [INFO ] [sig ] TAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:35.340163] [INFO ] [LOCAL ] Saved forecast: TAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TAL.txt [2025-09-26T11:14:35.340494] [INFO ] [sig ] [1737/2043] Completed TAL in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:35.340587] [INFO ] [sig ] [1738/2043] Forecasting TALO... [2025-09-26T11:14:35.340680] [INFO ] [sig ] Generating forecast for: TALO [2025-09-26T11:14:35.340753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-09-26T11:14:35.352953] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TALO'. [2025-09-26T11:14:35.353427] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-09-26T11:14:35.380436] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:35.381332] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-09-26T11:14:35.381410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:35.381483] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:35.381557] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:35.381684] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:35.400342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:35.401032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:35.401142] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:35.401211] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:35.440963] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:35.441152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:35.441199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:35.441233] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:35.444901] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=20.19%) [2025-09-26T11:14:35.445196] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-09-26T11:14:35.445349] [INFO ] [sig ] TALO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:35.603863] [INFO ] [LOCAL ] Saved forecast: TALO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TALO.txt [2025-09-26T11:14:35.604169] [INFO ] [sig ] [1738/2043] Completed TALO in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.4m [2025-09-26T11:14:35.604249] [INFO ] [sig ] [1739/2043] Forecasting TAP... [2025-09-26T11:14:35.604319] [INFO ] [sig ] Generating forecast for: TAP [2025-09-26T11:14:35.604390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-09-26T11:14:35.615476] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TAP'. [2025-09-26T11:14:35.615884] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-09-26T11:14:35.642219] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:35.643322] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-09-26T11:14:35.643421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:35.643523] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:35.643604] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:35.643756] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:35.662843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:35.663553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:35.663693] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:35.663768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:35.703434] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:35.703597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:35.703666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:35.703735] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:35.707371] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=75.07%) [2025-09-26T11:14:35.707687] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-09-26T11:14:35.707863] [INFO ] [sig ] TAP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:35.858710] [INFO ] [LOCAL ] Saved forecast: TAP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TAP.txt [2025-09-26T11:14:35.858993] [INFO ] [sig ] [1739/2043] Completed TAP in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:35.859080] [INFO ] [sig ] [1740/2043] Forecasting TBB... [2025-09-26T11:14:35.859151] [INFO ] [sig ] Generating forecast for: TBB [2025-09-26T11:14:35.859223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-09-26T11:14:35.870310] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBB'. [2025-09-26T11:14:35.870802] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-09-26T11:14:35.902038] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:35.903153] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-09-26T11:14:35.903238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:35.903312] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:35.903389] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:35.903492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:35.923139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:35.924295] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:35.924416] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:35.924486] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:35.965423] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:35.965627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:35.965723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:35.965776] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:35.969828] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=61.17%) [2025-09-26T11:14:35.970274] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-09-26T11:14:35.970492] [INFO ] [sig ] TBB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:36.232093] [INFO ] [LOCAL ] Saved forecast: TBB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TBB.txt [2025-09-26T11:14:36.232370] [INFO ] [sig ] [1740/2043] Completed TBB in 0.4s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:36.232451] [INFO ] [sig ] [1741/2043] Forecasting TBBB... [2025-09-26T11:14:36.232522] [INFO ] [sig ] Generating forecast for: TBBB [2025-09-26T11:14:36.232598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'. [2025-09-26T11:14:36.242791] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBBB'. [2025-09-26T11:14:36.243151] [INFO ] [FORECASTER] Starting predict_future for TBBB [2025-09-26T11:14:36.269137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:36.270131] [DEBUG] [LOCAL ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt [2025-09-26T11:14:36.270212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:36.270284] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:36.270351] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:36.270449] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:36.288899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:36.289638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:36.289772] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:36.289842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:36.324103] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:36.324274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:36.324321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:36.324355] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:36.327991] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: DOWN (p=3.61%) [2025-09-26T11:14:36.328346] [INFO ] [FORECASTER] Completed predict_future for TBBB [2025-09-26T11:14:36.328512] [INFO ] [sig ] TBBB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:36.483726] [INFO ] [LOCAL ] Saved forecast: TBBB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TBBB.txt [2025-09-26T11:14:36.484021] [INFO ] [sig ] [1741/2043] Completed TBBB in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:36.484103] [INFO ] [sig ] [1742/2043] Forecasting TBI... [2025-09-26T11:14:36.484173] [INFO ] [sig ] Generating forecast for: TBI [2025-09-26T11:14:36.484246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-09-26T11:14:36.495821] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TBI'. [2025-09-26T11:14:36.496207] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-09-26T11:14:36.522966] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:36.523805] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-09-26T11:14:36.523886] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:36.523957] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:36.524025] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:36.524124] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:36.542713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:36.543351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:36.543459] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:36.543529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:36.576542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:36.576695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:36.576763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:36.576838] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:36.580308] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=99.20%) [2025-09-26T11:14:36.580611] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-09-26T11:14:36.580792] [INFO ] [sig ] TBI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:36.731943] [INFO ] [LOCAL ] Saved forecast: TBI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TBI.txt [2025-09-26T11:14:36.732219] [INFO ] [sig ] [1742/2043] Completed TBI in 0.2s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:36.732297] [INFO ] [sig ] [1743/2043] Forecasting TBN... [2025-09-26T11:14:36.732366] [INFO ] [sig ] Generating forecast for: TBN [2025-09-26T11:14:36.732437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'. [2025-09-26T11:14:36.742467] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'TBN'. [2025-09-26T11:14:36.742930] [INFO ] [FORECASTER] Starting predict_future for TBN [2025-09-26T11:14:36.771723] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:36.772719] [DEBUG] [LOCAL ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt [2025-09-26T11:14:36.772805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:36.772883] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:36.772959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:36.773118] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:36.792618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:36.793447] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:36.793563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:36.793636] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:36.831517] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:36.831749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:36.831868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:36.831914] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:36.835670] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: DOWN (p=25.98%) [2025-09-26T11:14:36.835983] [INFO ] [FORECASTER] Completed predict_future for TBN [2025-09-26T11:14:36.836141] [INFO ] [sig ] TBN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:36.988118] [INFO ] [LOCAL ] Saved forecast: TBN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TBN.txt [2025-09-26T11:14:36.988411] [INFO ] [sig ] [1743/2043] Completed TBN in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:36.988490] [INFO ] [sig ] [1744/2043] Forecasting TD... [2025-09-26T11:14:36.988560] [INFO ] [sig ] Generating forecast for: TD [2025-09-26T11:14:36.988634] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-09-26T11:14:37.002528] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TD'. [2025-09-26T11:14:37.003125] [INFO ] [FORECASTER] Starting predict_future for TD [2025-09-26T11:14:37.036966] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:37.038064] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-09-26T11:14:37.038159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:37.038241] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:37.038384] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:37.038492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:37.058569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:37.059792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:37.059909] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:37.059996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:37.102874] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:37.103109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:37.103186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:37.103241] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:37.107935] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=44.03%) [2025-09-26T11:14:37.108333] [INFO ] [FORECASTER] Completed predict_future for TD [2025-09-26T11:14:37.108494] [INFO ] [sig ] TD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:37.262525] [INFO ] [LOCAL ] Saved forecast: TD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TD.txt [2025-09-26T11:14:37.262828] [INFO ] [sig ] [1744/2043] Completed TD in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:37.262924] [INFO ] [sig ] [1745/2043] Forecasting TDC... [2025-09-26T11:14:37.262993] [INFO ] [sig ] Generating forecast for: TDC [2025-09-26T11:14:37.263074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-09-26T11:14:37.274758] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDC'. [2025-09-26T11:14:37.275331] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-09-26T11:14:37.303411] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:37.304445] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-09-26T11:14:37.304537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:37.304612] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:37.304807] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:37.304914] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:37.324523] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:37.325332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:37.325447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:37.325533] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:37.363921] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:37.364075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:37.364123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:37.364159] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:37.367908] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=10.19%) [2025-09-26T11:14:37.368202] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-09-26T11:14:37.368352] [INFO ] [sig ] TDC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:37.519895] [INFO ] [LOCAL ] Saved forecast: TDC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TDC.txt [2025-09-26T11:14:37.520179] [INFO ] [sig ] [1745/2043] Completed TDC in 0.3s | 3.75 sym/s | Total: 7.7m | ETA: 1.3m [2025-09-26T11:14:37.520287] [INFO ] [sig ] [1746/2043] Forecasting TDF... [2025-09-26T11:14:37.520378] [INFO ] [sig ] Generating forecast for: TDF [2025-09-26T11:14:37.520453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-09-26T11:14:37.531207] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDF'. [2025-09-26T11:14:37.531699] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-09-26T11:14:37.558301] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:37.559199] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-09-26T11:14:37.559278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:37.559366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:37.559436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:37.559541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:37.578708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:37.579340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:37.579452] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:37.579522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:37.616375] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:37.616498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:37.616540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:37.616573] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:37.620239] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=59.85%) [2025-09-26T11:14:37.620528] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-09-26T11:14:37.620705] [INFO ] [sig ] TDF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:37.777967] [INFO ] [LOCAL ] Saved forecast: TDF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TDF.txt [2025-09-26T11:14:37.778248] [INFO ] [sig ] [1746/2043] Completed TDF in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:37.778327] [INFO ] [sig ] [1747/2043] Forecasting TDG... [2025-09-26T11:14:37.778396] [INFO ] [sig ] Generating forecast for: TDG [2025-09-26T11:14:37.778466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-09-26T11:14:37.790213] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDG'. [2025-09-26T11:14:37.790685] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-09-26T11:14:37.817630] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:37.818588] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-09-26T11:14:37.818693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:37.818809] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:37.818926] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:37.819066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:37.837380] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:37.838282] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:37.838408] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:37.838494] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:37.872981] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:37.873196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:37.873249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:37.873285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:37.877543] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=85.80%) [2025-09-26T11:14:37.877896] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-09-26T11:14:37.878058] [INFO ] [sig ] TDG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:38.034691] [INFO ] [LOCAL ] Saved forecast: TDG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TDG.txt [2025-09-26T11:14:38.035023] [INFO ] [sig ] [1747/2043] Completed TDG in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:38.035139] [INFO ] [sig ] [1748/2043] Forecasting TDOC... [2025-09-26T11:14:38.035232] [INFO ] [sig ] Generating forecast for: TDOC [2025-09-26T11:14:38.035326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-09-26T11:14:38.047223] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDOC'. [2025-09-26T11:14:38.047775] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-09-26T11:14:38.077301] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:38.078311] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-09-26T11:14:38.078396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:38.078476] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:38.078547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:38.078680] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:38.098371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:38.099320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:38.099438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:38.099516] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:38.131161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:38.131315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:38.131360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:38.131395] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:38.135163] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=88.60%) [2025-09-26T11:14:38.135496] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-09-26T11:14:38.135663] [INFO ] [sig ] TDOC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:38.285224] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TDOC.txt [2025-09-26T11:14:38.285516] [INFO ] [sig ] [1748/2043] Completed TDOC in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:38.285597] [INFO ] [sig ] [1749/2043] Forecasting TDS... [2025-09-26T11:14:38.285695] [INFO ] [sig ] Generating forecast for: TDS [2025-09-26T11:14:38.285804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-09-26T11:14:38.296790] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDS'. [2025-09-26T11:14:38.297589] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-09-26T11:14:38.324296] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:38.325212] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-09-26T11:14:38.325294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:38.325369] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:38.325440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:38.325542] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:38.344034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:38.344834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:38.344946] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:38.345019] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:38.383973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:38.384177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:38.384229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:38.384265] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:38.388215] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: UP (p=92.03%) [2025-09-26T11:14:38.388527] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-09-26T11:14:38.388705] [INFO ] [sig ] TDS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:38.540635] [INFO ] [LOCAL ] Saved forecast: TDS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TDS.txt [2025-09-26T11:14:38.540995] [INFO ] [sig ] [1749/2043] Completed TDS in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:38.541080] [INFO ] [sig ] [1750/2043] Forecasting TDW... [2025-09-26T11:14:38.541166] [INFO ] [sig ] Generating forecast for: TDW [2025-09-26T11:14:38.541243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'. [2025-09-26T11:14:38.553137] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDW'. [2025-09-26T11:14:38.553626] [INFO ] [FORECASTER] Starting predict_future for TDW [2025-09-26T11:14:38.582108] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:38.583169] [DEBUG] [LOCAL ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt [2025-09-26T11:14:38.583251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:38.583326] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:38.583411] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:38.583558] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:38.603040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:38.603836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:38.603954] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:38.604039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:38.642669] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:38.642870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:38.642921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:38.642958] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:38.646758] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=18.93%) [2025-09-26T11:14:38.647118] [INFO ] [FORECASTER] Completed predict_future for TDW [2025-09-26T11:14:38.647278] [INFO ] [sig ] TDW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:38.805079] [INFO ] [LOCAL ] Saved forecast: TDW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TDW.txt [2025-09-26T11:14:38.805407] [INFO ] [sig ] [1750/2043] Completed TDW in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:38.805490] [INFO ] [sig ] [1751/2043] Forecasting TDY... [2025-09-26T11:14:38.805573] [INFO ] [sig ] Generating forecast for: TDY [2025-09-26T11:14:38.805688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-09-26T11:14:38.817389] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TDY'. [2025-09-26T11:14:38.817921] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-09-26T11:14:38.844603] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:38.845619] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-09-26T11:14:38.845758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:38.845842] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:38.845921] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:38.846044] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:38.866109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:38.867151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:38.867271] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:38.867352] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:38.907385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:38.907582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:38.907671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:38.907738] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:38.911625] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=5.10%) [2025-09-26T11:14:38.912027] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-09-26T11:14:38.912204] [INFO ] [sig ] TDY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:39.069814] [INFO ] [LOCAL ] Saved forecast: TDY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TDY.txt [2025-09-26T11:14:39.070096] [INFO ] [sig ] [1751/2043] Completed TDY in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:39.070176] [INFO ] [sig ] [1752/2043] Forecasting TEAF... [2025-09-26T11:14:39.070267] [INFO ] [sig ] Generating forecast for: TEAF [2025-09-26T11:14:39.070342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'. [2025-09-26T11:14:39.081600] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEAF'. [2025-09-26T11:14:39.082048] [INFO ] [FORECASTER] Starting predict_future for TEAF [2025-09-26T11:14:39.110007] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:39.111028] [DEBUG] [LOCAL ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt [2025-09-26T11:14:39.111127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:39.111202] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:39.111269] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:39.111369] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:39.141170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:39.142164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:39.142283] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:39.142351] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:39.178484] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:39.178717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:39.178788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:39.178825] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:39.182952] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: UP (p=80.64%) [2025-09-26T11:14:39.183285] [INFO ] [FORECASTER] Completed predict_future for TEAF [2025-09-26T11:14:39.183449] [INFO ] [sig ] TEAF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:39.334932] [INFO ] [LOCAL ] Saved forecast: TEAF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TEAF.txt [2025-09-26T11:14:39.335216] [INFO ] [sig ] [1752/2043] Completed TEAF in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:39.335295] [INFO ] [sig ] [1753/2043] Forecasting TECK... [2025-09-26T11:14:39.335365] [INFO ] [sig ] Generating forecast for: TECK [2025-09-26T11:14:39.335438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-09-26T11:14:39.346257] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TECK'. [2025-09-26T11:14:39.346696] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-09-26T11:14:39.372914] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:39.373824] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-09-26T11:14:39.373904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:39.373976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:39.374092] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:39.374191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:39.391906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:39.392693] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:39.392803] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:39.392881] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:39.431131] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:39.431332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:39.431381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:39.431415] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:39.435066] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: UP (p=61.87%) [2025-09-26T11:14:39.435366] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-09-26T11:14:39.435513] [INFO ] [sig ] TECK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:39.582203] [INFO ] [LOCAL ] Saved forecast: TECK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TECK.txt [2025-09-26T11:14:39.582501] [INFO ] [sig ] [1753/2043] Completed TECK in 0.2s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:39.582581] [INFO ] [sig ] [1754/2043] Forecasting TEF... [2025-09-26T11:14:39.582629] [INFO ] [sig ] Generating forecast for: TEF [2025-09-26T11:14:39.582726] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-09-26T11:14:39.593061] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEF'. [2025-09-26T11:14:39.593438] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-09-26T11:14:39.619099] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:39.619956] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-09-26T11:14:39.620035] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:39.620106] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:39.620185] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:39.620305] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:39.638187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:39.638829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:39.638932] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:39.639010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:39.673831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:39.673942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:39.673984] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:39.674018] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:39.677303] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: DOWN (p=41.31%) [2025-09-26T11:14:39.677582] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-09-26T11:14:39.677755] [INFO ] [sig ] TEF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:39.824183] [INFO ] [LOCAL ] Saved forecast: TEF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TEF.txt [2025-09-26T11:14:39.824445] [INFO ] [sig ] [1754/2043] Completed TEF in 0.2s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:39.824531] [INFO ] [sig ] [1755/2043] Forecasting TEI... [2025-09-26T11:14:39.824610] [INFO ] [sig ] Generating forecast for: TEI [2025-09-26T11:14:39.824709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-09-26T11:14:39.835753] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEI'. [2025-09-26T11:14:39.836200] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-09-26T11:14:39.862698] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:39.863662] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-09-26T11:14:39.863745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:39.863800] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:39.863875] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:39.863988] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:39.882941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:39.883919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:39.884033] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:39.884115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:39.920868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:39.921033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:39.921080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:39.921115] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:39.924909] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=25.48%) [2025-09-26T11:14:39.925218] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-09-26T11:14:39.925368] [INFO ] [sig ] TEI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:40.075406] [INFO ] [LOCAL ] Saved forecast: TEI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TEI.txt [2025-09-26T11:14:40.075714] [INFO ] [sig ] [1755/2043] Completed TEI in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:40.075797] [INFO ] [sig ] [1756/2043] Forecasting TEL... [2025-09-26T11:14:40.075947] [INFO ] [sig ] Generating forecast for: TEL [2025-09-26T11:14:40.075995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-09-26T11:14:40.086861] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEL'. [2025-09-26T11:14:40.087269] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-09-26T11:14:40.114409] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:40.115338] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-09-26T11:14:40.115427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:40.115508] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:40.115593] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:40.115766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:40.134104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:40.134791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:40.134900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:40.134983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:40.173173] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:40.173412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:40.173468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:40.173505] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:40.177333] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: DOWN (p=20.28%) [2025-09-26T11:14:40.177680] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-09-26T11:14:40.177854] [INFO ] [sig ] TEL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:40.338308] [INFO ] [LOCAL ] Saved forecast: TEL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TEL.txt [2025-09-26T11:14:40.338586] [INFO ] [sig ] [1756/2043] Completed TEL in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:40.338721] [INFO ] [sig ] [1757/2043] Forecasting TEN... [2025-09-26T11:14:40.338807] [INFO ] [sig ] Generating forecast for: TEN [2025-09-26T11:14:40.338895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'. [2025-09-26T11:14:40.350060] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEN'. [2025-09-26T11:14:40.350464] [INFO ] [FORECASTER] Starting predict_future for TEN [2025-09-26T11:14:40.376902] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:40.377802] [DEBUG] [LOCAL ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt [2025-09-26T11:14:40.377883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:40.377971] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:40.378057] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:40.378184] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:40.396568] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:40.397285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:40.397395] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:40.397478] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:40.434233] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:40.434402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:40.434447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:40.434483] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:40.438209] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: UP (p=72.14%) [2025-09-26T11:14:40.438507] [INFO ] [FORECASTER] Completed predict_future for TEN [2025-09-26T11:14:40.438682] [INFO ] [sig ] TEN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:40.594988] [INFO ] [LOCAL ] Saved forecast: TEN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TEN.txt [2025-09-26T11:14:40.595285] [INFO ] [sig ] [1757/2043] Completed TEN in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:40.595397] [INFO ] [sig ] [1758/2043] Forecasting TEO... [2025-09-26T11:14:40.595491] [INFO ] [sig ] Generating forecast for: TEO [2025-09-26T11:14:40.595584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-09-26T11:14:40.606685] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEO'. [2025-09-26T11:14:40.607115] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-09-26T11:14:40.633489] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:40.634478] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-09-26T11:14:40.634557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:40.634630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:40.634719] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:40.634818] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:40.653392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:40.654194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:40.654302] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:40.654350] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:40.693981] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:40.694168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:40.694230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:40.694266] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:40.697982] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: DOWN (p=24.58%) [2025-09-26T11:14:40.698278] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-09-26T11:14:40.698422] [INFO ] [sig ] TEO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:40.848627] [INFO ] [LOCAL ] Saved forecast: TEO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TEO.txt [2025-09-26T11:14:40.848920] [INFO ] [sig ] [1758/2043] Completed TEO in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:40.849067] [INFO ] [sig ] [1759/2043] Forecasting TEVA... [2025-09-26T11:14:40.849146] [INFO ] [sig ] Generating forecast for: TEVA [2025-09-26T11:14:40.849220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-09-26T11:14:40.860022] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEVA'. [2025-09-26T11:14:40.860368] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-09-26T11:14:40.887210] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:40.888210] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-09-26T11:14:40.888290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:40.888377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:40.888459] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:40.888581] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:40.906619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:40.908134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:40.908427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:40.908502] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:40.945888] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:40.946098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:40.946149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:40.946183] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:40.950029] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=30.27%) [2025-09-26T11:14:40.950342] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-09-26T11:14:40.950492] [INFO ] [sig ] TEVA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:41.132922] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TEVA.txt [2025-09-26T11:14:41.133483] [INFO ] [sig ] [1759/2043] Completed TEVA in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:41.133571] [INFO ] [sig ] [1760/2043] Forecasting TEX... [2025-09-26T11:14:41.133685] [INFO ] [sig ] Generating forecast for: TEX [2025-09-26T11:14:41.133791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-09-26T11:14:41.146540] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TEX'. [2025-09-26T11:14:41.147178] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-09-26T11:14:41.176200] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:41.177246] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-09-26T11:14:41.177326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:41.177415] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:41.177517] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:41.177631] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:41.196723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:41.197567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:41.197743] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:41.197818] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:41.236386] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:41.236582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:41.236630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:41.236720] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:41.240450] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: UP (p=67.13%) [2025-09-26T11:14:41.240814] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-09-26T11:14:41.240980] [INFO ] [sig ] TEX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:41.393911] [INFO ] [LOCAL ] Saved forecast: TEX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TEX.txt [2025-09-26T11:14:41.394208] [INFO ] [sig ] [1760/2043] Completed TEX in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:41.394312] [INFO ] [sig ] [1761/2043] Forecasting TFC... [2025-09-26T11:14:41.394405] [INFO ] [sig ] Generating forecast for: TFC [2025-09-26T11:14:41.394491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-09-26T11:14:41.405694] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFC'. [2025-09-26T11:14:41.406183] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-09-26T11:14:41.433436] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:41.434422] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-09-26T11:14:41.434503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:41.434589] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:41.434696] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:41.434811] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:41.453334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:41.454230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:41.454344] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:41.454428] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:41.491818] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:41.492020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:41.492069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:41.492104] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:41.495899] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=4.66%) [2025-09-26T11:14:41.496214] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-09-26T11:14:41.496373] [INFO ] [sig ] TFC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:41.651036] [INFO ] [LOCAL ] Saved forecast: TFC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TFC.txt [2025-09-26T11:14:41.651328] [INFO ] [sig ] [1761/2043] Completed TFC in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.3m [2025-09-26T11:14:41.651431] [INFO ] [sig ] [1762/2043] Forecasting TFII... [2025-09-26T11:14:41.651515] [INFO ] [sig ] Generating forecast for: TFII [2025-09-26T11:14:41.651600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-09-26T11:14:41.662951] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFII'. [2025-09-26T11:14:41.663383] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-09-26T11:14:41.690180] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:41.691110] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-09-26T11:14:41.691188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:41.691274] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:41.691356] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:41.691478] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:41.709824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:41.710761] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:41.710876] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:41.710959] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:41.748100] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:41.748264] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:41.748308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:41.748342] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:41.751880] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=98.09%) [2025-09-26T11:14:41.752166] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-09-26T11:14:41.752309] [INFO ] [sig ] TFII: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:41.911373] [INFO ] [LOCAL ] Saved forecast: TFII 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TFII.txt [2025-09-26T11:14:41.911724] [INFO ] [sig ] [1762/2043] Completed TFII in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:41.911833] [INFO ] [sig ] [1763/2043] Forecasting TFIN... [2025-09-26T11:14:41.911920] [INFO ] [sig ] Generating forecast for: TFIN [2025-09-26T11:14:41.912010] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-09-26T11:14:41.923540] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFIN'. [2025-09-26T11:14:41.924116] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-09-26T11:14:41.953428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:41.954481] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-09-26T11:14:41.954577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:41.954688] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:41.954774] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:41.954900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:41.974490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:41.975541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:41.975703] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:41.975794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:42.015334] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:42.015536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:42.015616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:42.015710] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:42.020404] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-09-26T11:14:42.020871] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-09-26T11:14:42.021053] [INFO ] [sig ] TFIN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:42.171739] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TFIN.txt [2025-09-26T11:14:42.172028] [INFO ] [sig ] [1763/2043] Completed TFIN in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:42.172123] [INFO ] [sig ] [1764/2043] Forecasting TFPM... [2025-09-26T11:14:42.172208] [INFO ] [sig ] Generating forecast for: TFPM [2025-09-26T11:14:42.172293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-09-26T11:14:42.183601] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFPM'. [2025-09-26T11:14:42.184030] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-09-26T11:14:42.210807] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:42.211692] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-09-26T11:14:42.211788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:42.211879] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:42.211967] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:42.212088] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:42.230679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:42.231399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:42.231508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:42.231578] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:42.264802] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:42.264998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:42.265050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:42.265087] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:42.269358] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: DOWN (p=37.30%) [2025-09-26T11:14:42.269737] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-09-26T11:14:42.269913] [INFO ] [sig ] TFPM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:42.421469] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TFPM.txt [2025-09-26T11:14:42.421802] [INFO ] [sig ] [1764/2043] Completed TFPM in 0.2s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:42.421906] [INFO ] [sig ] [1765/2043] Forecasting TFX... [2025-09-26T11:14:42.421997] [INFO ] [sig ] Generating forecast for: TFX [2025-09-26T11:14:42.422098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'. [2025-09-26T11:14:42.432477] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TFX'. [2025-09-26T11:14:42.432884] [INFO ] [FORECASTER] Starting predict_future for TFX [2025-09-26T11:14:42.459926] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:42.460934] [DEBUG] [LOCAL ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt [2025-09-26T11:14:42.461030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:42.461127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:42.461221] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:42.461359] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:42.480760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:42.481748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:42.481890] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:42.481981] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:42.515017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:42.515201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:42.515284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:42.515326] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:42.519214] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=90.73%) [2025-09-26T11:14:42.519518] [INFO ] [FORECASTER] Completed predict_future for TFX [2025-09-26T11:14:42.519687] [INFO ] [sig ] TFX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:42.679757] [INFO ] [LOCAL ] Saved forecast: TFX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TFX.txt [2025-09-26T11:14:42.680521] [INFO ] [sig ] [1765/2043] Completed TFX in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:42.680667] [INFO ] [sig ] [1766/2043] Forecasting TG... [2025-09-26T11:14:42.680746] [INFO ] [sig ] Generating forecast for: TG [2025-09-26T11:14:42.680827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-09-26T11:14:42.695451] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TG'. [2025-09-26T11:14:42.696082] [INFO ] [FORECASTER] Starting predict_future for TG [2025-09-26T11:14:42.724609] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:42.725534] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-09-26T11:14:42.725616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:42.725726] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:42.725776] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:42.725873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:42.744470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:42.745417] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:42.745776] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:42.745860] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:42.795815] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:42.796111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:42.796166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:42.796202] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:42.800599] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-09-26T11:14:42.801005] [INFO ] [FORECASTER] Completed predict_future for TG [2025-09-26T11:14:42.801219] [INFO ] [sig ] TG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:42.954105] [INFO ] [LOCAL ] Saved forecast: TG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TG.txt [2025-09-26T11:14:42.954494] [INFO ] [sig ] [1766/2043] Completed TG in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:42.954577] [INFO ] [sig ] [1767/2043] Forecasting TGLS... [2025-09-26T11:14:42.954675] [INFO ] [sig ] Generating forecast for: TGLS [2025-09-26T11:14:42.954751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-09-26T11:14:42.966379] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGLS'. [2025-09-26T11:14:42.966797] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-09-26T11:14:42.993089] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:42.994153] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-09-26T11:14:42.994238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:42.994331] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:42.994404] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:42.994538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:43.012288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:43.013191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:43.013317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:43.013390] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:43.057049] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:43.057243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:43.057290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:43.057324] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:43.061136] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=9.46%) [2025-09-26T11:14:43.061442] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-09-26T11:14:43.061606] [INFO ] [sig ] TGLS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:43.225451] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TGLS.txt [2025-09-26T11:14:43.225910] [INFO ] [sig ] [1767/2043] Completed TGLS in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:43.225999] [INFO ] [sig ] [1768/2043] Forecasting TGNA... [2025-09-26T11:14:43.226072] [INFO ] [sig ] Generating forecast for: TGNA [2025-09-26T11:14:43.226149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-09-26T11:14:43.238714] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGNA'. [2025-09-26T11:14:43.239178] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-09-26T11:14:43.272380] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:43.273373] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-09-26T11:14:43.273476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:43.273574] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:43.273683] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:43.273791] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:43.298378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:43.299488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:43.299626] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:43.299724] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:43.351229] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:43.351512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:43.351567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:43.351603] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:43.356541] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=33.75%) [2025-09-26T11:14:43.357083] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-09-26T11:14:43.357310] [INFO ] [sig ] TGNA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:43.535812] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TGNA.txt [2025-09-26T11:14:43.536368] [INFO ] [sig ] [1768/2043] Completed TGNA in 0.3s | 3.75 sym/s | Total: 7.8m | ETA: 1.2m [2025-09-26T11:14:43.536478] [INFO ] [sig ] [1769/2043] Forecasting TGS... [2025-09-26T11:14:43.536570] [INFO ] [sig ] Generating forecast for: TGS [2025-09-26T11:14:43.536699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-09-26T11:14:43.549585] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGS'. [2025-09-26T11:14:43.550126] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-09-26T11:14:43.576792] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:43.577597] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-09-26T11:14:43.577700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:43.577776] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:43.577847] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:43.577950] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:43.595844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:43.596488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:43.596605] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:43.596700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:43.643877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:43.644126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:43.644175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:43.644211] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:43.648516] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=90.34%) [2025-09-26T11:14:43.648937] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-09-26T11:14:43.649128] [INFO ] [sig ] TGS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:43.794229] [INFO ] [LOCAL ] Saved forecast: TGS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TGS.txt [2025-09-26T11:14:43.794614] [INFO ] [sig ] [1769/2043] Completed TGS in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:43.794720] [INFO ] [sig ] [1770/2043] Forecasting TGT... [2025-09-26T11:14:43.794800] [INFO ] [sig ] Generating forecast for: TGT [2025-09-26T11:14:43.794859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'. [2025-09-26T11:14:43.806795] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TGT'. [2025-09-26T11:14:43.807183] [INFO ] [FORECASTER] Starting predict_future for TGT [2025-09-26T11:14:43.833835] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:43.834799] [DEBUG] [LOCAL ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt [2025-09-26T11:14:43.834884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:43.834960] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:43.835033] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:43.835137] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:43.853718] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:43.854357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:43.854474] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:43.854547] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:43.899864] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:43.900041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:43.900086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:43.900119] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:43.903773] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: DOWN (p=37.00%) [2025-09-26T11:14:43.904072] [INFO ] [FORECASTER] Completed predict_future for TGT [2025-09-26T11:14:43.904232] [INFO ] [sig ] TGT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:44.056990] [INFO ] [LOCAL ] Saved forecast: TGT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TGT.txt [2025-09-26T11:14:44.057440] [INFO ] [sig ] [1770/2043] Completed TGT in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:44.057547] [INFO ] [sig ] [1771/2043] Forecasting THC... [2025-09-26T11:14:44.057624] [INFO ] [sig ] Generating forecast for: THC [2025-09-26T11:14:44.057723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-09-26T11:14:44.070631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THC'. [2025-09-26T11:14:44.071090] [INFO ] [FORECASTER] Starting predict_future for THC [2025-09-26T11:14:44.097513] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:44.098395] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-09-26T11:14:44.098477] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:44.098554] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:44.098623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:44.098753] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:44.117153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:44.117869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:44.118051] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:44.118127] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:44.166260] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:44.166465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:44.166512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:44.166546] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:44.170444] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=7.42%) [2025-09-26T11:14:44.170797] [INFO ] [FORECASTER] Completed predict_future for THC [2025-09-26T11:14:44.170966] [INFO ] [sig ] THC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:44.325558] [INFO ] [LOCAL ] Saved forecast: THC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/THC.txt [2025-09-26T11:14:44.325958] [INFO ] [sig ] [1771/2043] Completed THC in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:44.326040] [INFO ] [sig ] [1772/2043] Forecasting THG... [2025-09-26T11:14:44.326110] [INFO ] [sig ] Generating forecast for: THG [2025-09-26T11:14:44.326183] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-09-26T11:14:44.337786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THG'. [2025-09-26T11:14:44.338196] [INFO ] [FORECASTER] Starting predict_future for THG [2025-09-26T11:14:44.368270] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:44.369277] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-09-26T11:14:44.369360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:44.369434] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:44.369505] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:44.369584] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:44.389200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:44.390248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:44.390367] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:44.390437] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:44.428977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:44.429178] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:44.429248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:44.429285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:44.433096] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=98.67%) [2025-09-26T11:14:44.433398] [INFO ] [FORECASTER] Completed predict_future for THG [2025-09-26T11:14:44.433549] [INFO ] [sig ] THG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:44.583556] [INFO ] [LOCAL ] Saved forecast: THG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/THG.txt [2025-09-26T11:14:44.583957] [INFO ] [sig ] [1772/2043] Completed THG in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:44.584061] [INFO ] [sig ] [1773/2043] Forecasting THIR... [2025-09-26T11:14:44.584154] [INFO ] [sig ] Generating forecast for: THIR [2025-09-26T11:14:44.584250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'. [2025-09-26T11:14:44.594377] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'THIR'. [2025-09-26T11:14:44.594822] [INFO ] [FORECASTER] Starting predict_future for THIR [2025-09-26T11:14:44.621531] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:44.622488] [DEBUG] [LOCAL ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt [2025-09-26T11:14:44.622585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:44.622709] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:44.622801] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:44.622931] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:44.641137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:44.642075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:44.642211] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:44.642302] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:44.679577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:44.679803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:44.679864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:44.679900] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:44.683924] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: UP (p=92.60%) [2025-09-26T11:14:44.684392] [INFO ] [FORECASTER] Completed predict_future for THIR [2025-09-26T11:14:44.684602] [INFO ] [sig ] THIR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:44.860506] [INFO ] [LOCAL ] Saved forecast: THIR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/THIR.txt [2025-09-26T11:14:44.861041] [INFO ] [sig ] [1773/2043] Completed THIR in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:44.861154] [INFO ] [sig ] [1774/2043] Forecasting THLV... [2025-09-26T11:14:44.861247] [INFO ] [sig ] Generating forecast for: THLV [2025-09-26T11:14:44.861349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'. [2025-09-26T11:14:44.873791] [DEBUG] [REMOTE ] Successfully parsed 1805 rows of historical data for symbol 'THLV'. [2025-09-26T11:14:44.874284] [INFO ] [FORECASTER] Starting predict_future for THLV [2025-09-26T11:14:44.906100] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:44.907200] [DEBUG] [LOCAL ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt [2025-09-26T11:14:44.907286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:44.907361] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:44.907429] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:44.907545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:44.926384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:44.927390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:44.927521] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:44.927590] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:44.966087] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:44.966292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:44.966344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:44.966380] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:44.970337] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: DOWN (p=27.22%) [2025-09-26T11:14:44.970779] [INFO ] [FORECASTER] Completed predict_future for THLV [2025-09-26T11:14:44.970948] [INFO ] [sig ] THLV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:45.146577] [INFO ] [LOCAL ] Saved forecast: THLV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/THLV.txt [2025-09-26T11:14:45.146953] [INFO ] [sig ] [1774/2043] Completed THLV in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:45.147049] [INFO ] [sig ] [1775/2043] Forecasting THO... [2025-09-26T11:14:45.147156] [INFO ] [sig ] Generating forecast for: THO [2025-09-26T11:14:45.147258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-09-26T11:14:45.159038] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THO'. [2025-09-26T11:14:45.159470] [INFO ] [FORECASTER] Starting predict_future for THO [2025-09-26T11:14:45.188081] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:45.189050] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-09-26T11:14:45.189133] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:45.189207] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:45.189277] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:45.189377] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:45.208567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:45.209395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:45.209512] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:45.209583] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:45.238193] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:45.238402] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:45.238460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:45.238507] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:45.242506] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-09-26T11:14:45.242848] [INFO ] [FORECASTER] Completed predict_future for THO [2025-09-26T11:14:45.243003] [INFO ] [sig ] THO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:45.399548] [INFO ] [LOCAL ] Saved forecast: THO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/THO.txt [2025-09-26T11:14:45.399844] [INFO ] [sig ] [1775/2043] Completed THO in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:45.399924] [INFO ] [sig ] [1776/2043] Forecasting THQ... [2025-09-26T11:14:45.399994] [INFO ] [sig ] Generating forecast for: THQ [2025-09-26T11:14:45.400067] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-09-26T11:14:45.410741] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THQ'. [2025-09-26T11:14:45.411093] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-09-26T11:14:45.438855] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:45.439797] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-09-26T11:14:45.439879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:45.439954] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:45.440025] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:45.440145] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:45.458434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:45.459076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:45.459186] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:45.459256] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:45.495976] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:45.496100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:45.496144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:45.496181] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:45.499581] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=87.36%) [2025-09-26T11:14:45.499888] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-09-26T11:14:45.500047] [INFO ] [sig ] THQ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:45.657583] [INFO ] [LOCAL ] Saved forecast: THQ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/THQ.txt [2025-09-26T11:14:45.657879] [INFO ] [sig ] [1776/2043] Completed THQ in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:45.657967] [INFO ] [sig ] [1777/2043] Forecasting THR... [2025-09-26T11:14:45.658063] [INFO ] [sig ] Generating forecast for: THR [2025-09-26T11:14:45.658137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'. [2025-09-26T11:14:45.670534] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THR'. [2025-09-26T11:14:45.670925] [INFO ] [FORECASTER] Starting predict_future for THR [2025-09-26T11:14:45.699702] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:45.700542] [DEBUG] [LOCAL ] No optimal features file found for THR: ./output/feature-sets/THR.txt [2025-09-26T11:14:45.700621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:45.700729] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:45.700801] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:45.700904] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:45.719507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:45.720236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:45.720343] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:45.720414] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:45.756835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:45.757026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:45.757072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:45.757106] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:45.760663] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: UP (p=69.36%) [2025-09-26T11:14:45.760960] [INFO ] [FORECASTER] Completed predict_future for THR [2025-09-26T11:14:45.761111] [INFO ] [sig ] THR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:45.911086] [INFO ] [LOCAL ] Saved forecast: THR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/THR.txt [2025-09-26T11:14:45.911346] [INFO ] [sig ] [1777/2043] Completed THR in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:45.911456] [INFO ] [sig ] [1778/2043] Forecasting THS... [2025-09-26T11:14:45.911527] [INFO ] [sig ] Generating forecast for: THS [2025-09-26T11:14:45.911600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-09-26T11:14:45.923043] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THS'. [2025-09-26T11:14:45.923430] [INFO ] [FORECASTER] Starting predict_future for THS [2025-09-26T11:14:45.949755] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:45.950536] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-09-26T11:14:45.950616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:45.950715] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:45.950785] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:45.950886] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:45.971084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:45.971731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:45.971839] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:45.971926] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:46.010459] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:46.010581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:46.010623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:46.010693] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:46.013966] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: DOWN (p=3.93%) [2025-09-26T11:14:46.014245] [INFO ] [FORECASTER] Completed predict_future for THS [2025-09-26T11:14:46.014388] [INFO ] [sig ] THS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:46.165396] [INFO ] [LOCAL ] Saved forecast: THS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/THS.txt [2025-09-26T11:14:46.165879] [INFO ] [sig ] [1778/2043] Completed THS in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:46.165972] [INFO ] [sig ] [1779/2043] Forecasting THW... [2025-09-26T11:14:46.166047] [INFO ] [sig ] Generating forecast for: THW [2025-09-26T11:14:46.166126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'. [2025-09-26T11:14:46.179065] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'THW'. [2025-09-26T11:14:46.179788] [INFO ] [FORECASTER] Starting predict_future for THW [2025-09-26T11:14:46.206565] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:46.207498] [DEBUG] [LOCAL ] No optimal features file found for THW: ./output/feature-sets/THW.txt [2025-09-26T11:14:46.207581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:46.207687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:46.207761] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:46.207865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:46.225413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:46.226755] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:46.226957] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:46.227041] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:46.270115] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:46.270407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:46.270461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:46.270524] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:46.274903] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-09-26T11:14:46.275231] [INFO ] [FORECASTER] Completed predict_future for THW [2025-09-26T11:14:46.275400] [INFO ] [sig ] THW: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:46.436318] [INFO ] [LOCAL ] Saved forecast: THW 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/THW.txt [2025-09-26T11:14:46.436682] [INFO ] [sig ] [1779/2043] Completed THW in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:46.436767] [INFO ] [sig ] [1780/2043] Forecasting TIMB... [2025-09-26T11:14:46.436851] [INFO ] [sig ] Generating forecast for: TIMB [2025-09-26T11:14:46.436928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-09-26T11:14:46.449625] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TIMB'. [2025-09-26T11:14:46.450145] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-09-26T11:14:46.476575] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:46.477434] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-09-26T11:14:46.477519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:46.477593] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:46.477691] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:46.477795] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:46.495471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:46.496111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:46.496226] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:46.496297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:46.542839] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:46.542997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:46.543040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:46.543076] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:46.546631] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=58.33%) [2025-09-26T11:14:46.547031] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-09-26T11:14:46.547196] [INFO ] [sig ] TIMB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:46.696527] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TIMB.txt [2025-09-26T11:14:46.696941] [INFO ] [sig ] [1780/2043] Completed TIMB in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:46.697029] [INFO ] [sig ] [1781/2043] Forecasting TISI... [2025-09-26T11:14:46.697102] [INFO ] [sig ] Generating forecast for: TISI [2025-09-26T11:14:46.697179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'. [2025-09-26T11:14:46.707717] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TISI'. [2025-09-26T11:14:46.708029] [INFO ] [FORECASTER] Starting predict_future for TISI [2025-09-26T11:14:46.733892] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:46.734876] [DEBUG] [LOCAL ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt [2025-09-26T11:14:46.734960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:46.735036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:46.735110] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:46.735235] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:46.752788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:46.753424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:46.753541] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:46.753612] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:46.796330] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:46.796467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:46.796509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:46.796542] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:46.799959] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: UP (p=95.92%) [2025-09-26T11:14:46.800247] [INFO ] [FORECASTER] Completed predict_future for TISI [2025-09-26T11:14:46.800403] [INFO ] [sig ] TISI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:46.952613] [INFO ] [LOCAL ] Saved forecast: TISI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TISI.txt [2025-09-26T11:14:46.953046] [INFO ] [sig ] [1781/2043] Completed TISI in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:46.953135] [INFO ] [sig ] [1782/2043] Forecasting TIXT... [2025-09-26T11:14:46.953207] [INFO ] [sig ] Generating forecast for: TIXT [2025-09-26T11:14:46.953282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'. [2025-09-26T11:14:46.965038] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TIXT'. [2025-09-26T11:14:46.965487] [INFO ] [FORECASTER] Starting predict_future for TIXT [2025-09-26T11:14:46.993473] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:46.994426] [DEBUG] [LOCAL ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt [2025-09-26T11:14:46.994508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:46.994583] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:46.994631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:46.994744] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:47.014601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:47.015433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:47.015557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:47.015631] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:47.055684] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:47.055906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:47.055956] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:47.055992] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:47.059949] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: DOWN (p=12.17%) [2025-09-26T11:14:47.060265] [INFO ] [FORECASTER] Completed predict_future for TIXT [2025-09-26T11:14:47.060426] [INFO ] [sig ] TIXT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:47.215729] [INFO ] [LOCAL ] Saved forecast: TIXT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TIXT.txt [2025-09-26T11:14:47.216023] [INFO ] [sig ] [1782/2043] Completed TIXT in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:47.216103] [INFO ] [sig ] [1783/2043] Forecasting TJX... [2025-09-26T11:14:47.216174] [INFO ] [sig ] Generating forecast for: TJX [2025-09-26T11:14:47.216248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-09-26T11:14:47.227171] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TJX'. [2025-09-26T11:14:47.227576] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-09-26T11:14:47.255208] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:47.256237] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-09-26T11:14:47.256320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:47.256396] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:47.256468] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:47.256570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:47.275157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:47.275884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:47.276031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:47.276103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:47.316213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:47.316426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:47.316474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:47.316508] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:47.320600] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=24.94%) [2025-09-26T11:14:47.321045] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-09-26T11:14:47.321216] [INFO ] [sig ] TJX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:47.482427] [INFO ] [LOCAL ] Saved forecast: TJX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TJX.txt [2025-09-26T11:14:47.482800] [INFO ] [sig ] [1783/2043] Completed TJX in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.2m [2025-09-26T11:14:47.482899] [INFO ] [sig ] [1784/2043] Forecasting TK... [2025-09-26T11:14:47.482980] [INFO ] [sig ] Generating forecast for: TK [2025-09-26T11:14:47.483053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-09-26T11:14:47.493968] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TK'. [2025-09-26T11:14:47.494404] [INFO ] [FORECASTER] Starting predict_future for TK [2025-09-26T11:14:47.522760] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:47.523761] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-09-26T11:14:47.523842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:47.523917] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:47.523985] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:47.524097] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:47.543045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:47.544018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:47.544137] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:47.544205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:47.581877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:47.582087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:47.582137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:47.582172] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:47.586133] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=4.57%) [2025-09-26T11:14:47.586480] [INFO ] [FORECASTER] Completed predict_future for TK [2025-09-26T11:14:47.586665] [INFO ] [sig ] TK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:47.741412] [INFO ] [LOCAL ] Saved forecast: TK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TK.txt [2025-09-26T11:14:47.741777] [INFO ] [sig ] [1784/2043] Completed TK in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:47.741867] [INFO ] [sig ] [1785/2043] Forecasting TKC... [2025-09-26T11:14:47.741938] [INFO ] [sig ] Generating forecast for: TKC [2025-09-26T11:14:47.742008] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-09-26T11:14:47.752965] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TKC'. [2025-09-26T11:14:47.753406] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-09-26T11:14:47.780339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:47.781327] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-09-26T11:14:47.781409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:47.781484] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:47.781555] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:47.781679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:47.801206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:47.802004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:47.802118] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:47.802187] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:47.838986] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:47.839168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:47.839216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:47.839251] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:47.842904] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=5.30%) [2025-09-26T11:14:47.843232] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-09-26T11:14:47.843407] [INFO ] [sig ] TKC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:48.006798] [INFO ] [LOCAL ] Saved forecast: TKC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TKC.txt [2025-09-26T11:14:48.007122] [INFO ] [sig ] [1785/2043] Completed TKC in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:48.007206] [INFO ] [sig ] [1786/2043] Forecasting TKO... [2025-09-26T11:14:48.007277] [INFO ] [sig ] Generating forecast for: TKO [2025-09-26T11:14:48.007351] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-09-26T11:14:48.019379] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TKO'. [2025-09-26T11:14:48.019829] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-09-26T11:14:48.047326] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:48.048341] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-09-26T11:14:48.048429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:48.048503] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:48.048575] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:48.048700] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:48.068554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:48.069308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:48.069422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:48.069493] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:48.109453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:48.109664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:48.109745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:48.109846] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:48.113859] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=32.41%) [2025-09-26T11:14:48.114232] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-09-26T11:14:48.114401] [INFO ] [sig ] TKO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:48.277413] [INFO ] [LOCAL ] Saved forecast: TKO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TKO.txt [2025-09-26T11:14:48.277737] [INFO ] [sig ] [1786/2043] Completed TKO in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:48.277818] [INFO ] [sig ] [1787/2043] Forecasting TKR... [2025-09-26T11:14:48.277888] [INFO ] [sig ] Generating forecast for: TKR [2025-09-26T11:14:48.277958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'. [2025-09-26T11:14:48.288811] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TKR'. [2025-09-26T11:14:48.289276] [INFO ] [FORECASTER] Starting predict_future for TKR [2025-09-26T11:14:48.315860] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:48.316731] [DEBUG] [LOCAL ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt [2025-09-26T11:14:48.316824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:48.316903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:48.316971] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:48.317067] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:48.335023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:48.335677] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:48.335787] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:48.335857] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:48.370098] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:48.370246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:48.370289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:48.370323] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:48.373976] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: DOWN (p=11.86%) [2025-09-26T11:14:48.374275] [INFO ] [FORECASTER] Completed predict_future for TKR [2025-09-26T11:14:48.374451] [INFO ] [sig ] TKR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:48.526738] [INFO ] [LOCAL ] Saved forecast: TKR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TKR.txt [2025-09-26T11:14:48.527083] [INFO ] [sig ] [1787/2043] Completed TKR in 0.2s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:48.527163] [INFO ] [sig ] [1788/2043] Forecasting TLK... [2025-09-26T11:14:48.527238] [INFO ] [sig ] Generating forecast for: TLK [2025-09-26T11:14:48.527291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-09-26T11:14:48.537844] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TLK'. [2025-09-26T11:14:48.538225] [INFO ] [FORECASTER] Starting predict_future for TLK [2025-09-26T11:14:48.566774] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:48.567856] [DEBUG] [LOCAL ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt [2025-09-26T11:14:48.567940] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:48.568013] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:48.568081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:48.568182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:48.587025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:48.587864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:48.587980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:48.588050] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:48.624452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:48.624670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:48.624746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:48.624785] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:48.628564] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-09-26T11:14:48.628891] [INFO ] [FORECASTER] Completed predict_future for TLK [2025-09-26T11:14:48.629050] [INFO ] [sig ] TLK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:48.796686] [INFO ] [LOCAL ] Saved forecast: TLK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TLK.txt [2025-09-26T11:14:48.797016] [INFO ] [sig ] [1788/2043] Completed TLK in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:48.797101] [INFO ] [sig ] [1789/2043] Forecasting TLYS... [2025-09-26T11:14:48.797171] [INFO ] [sig ] Generating forecast for: TLYS [2025-09-26T11:14:48.797246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-09-26T11:14:48.809250] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TLYS'. [2025-09-26T11:14:48.809717] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-09-26T11:14:48.837590] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:48.838508] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-09-26T11:14:48.838591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:48.838698] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:48.838770] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:48.838870] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:48.858056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:48.858972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:48.859085] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:48.859158] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:48.897002] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:48.897198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:48.897248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:48.897285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:48.901112] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=22.50%) [2025-09-26T11:14:48.901474] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-09-26T11:14:48.901670] [INFO ] [sig ] TLYS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:49.055481] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TLYS.txt [2025-09-26T11:14:49.055855] [INFO ] [sig ] [1789/2043] Completed TLYS in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:49.055940] [INFO ] [sig ] [1790/2043] Forecasting TM... [2025-09-26T11:14:49.056011] [INFO ] [sig ] Generating forecast for: TM [2025-09-26T11:14:49.056091] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-09-26T11:14:49.070382] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TM'. [2025-09-26T11:14:49.070877] [INFO ] [FORECASTER] Starting predict_future for TM [2025-09-26T11:14:49.097970] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:49.098887] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-09-26T11:14:49.098966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:49.099040] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:49.099109] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:49.099210] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:49.118149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:49.118902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:49.119014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:49.119085] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:49.155993] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:49.156198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:49.156251] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:49.156312] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:49.160550] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=94.50%) [2025-09-26T11:14:49.160890] [INFO ] [FORECASTER] Completed predict_future for TM [2025-09-26T11:14:49.161054] [INFO ] [sig ] TM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:49.315289] [INFO ] [LOCAL ] Saved forecast: TM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TM.txt [2025-09-26T11:14:49.315592] [INFO ] [sig ] [1790/2043] Completed TM in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:49.315701] [INFO ] [sig ] [1791/2043] Forecasting TME... [2025-09-26T11:14:49.315773] [INFO ] [sig ] Generating forecast for: TME [2025-09-26T11:14:49.315854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-09-26T11:14:49.327338] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TME'. [2025-09-26T11:14:49.327869] [INFO ] [FORECASTER] Starting predict_future for TME [2025-09-26T11:14:49.356497] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:49.357587] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-09-26T11:14:49.357700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:49.357775] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:49.357845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:49.357945] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:49.377249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:49.378228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:49.378352] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:49.378423] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:49.412518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:49.412760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:49.412833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:49.412873] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:49.420785] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=94.22%) [2025-09-26T11:14:49.421167] [INFO ] [FORECASTER] Completed predict_future for TME [2025-09-26T11:14:49.421326] [INFO ] [sig ] TME: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:49.571964] [INFO ] [LOCAL ] Saved forecast: TME 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TME.txt [2025-09-26T11:14:49.572246] [INFO ] [sig ] [1791/2043] Completed TME in 0.3s | 3.75 sym/s | Total: 7.9m | ETA: 1.1m [2025-09-26T11:14:49.572334] [INFO ] [sig ] [1792/2043] Forecasting TMHC... [2025-09-26T11:14:49.572416] [INFO ] [sig ] Generating forecast for: TMHC [2025-09-26T11:14:49.572490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-09-26T11:14:49.584778] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TMHC'. [2025-09-26T11:14:49.585178] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-09-26T11:14:49.612239] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:49.613173] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-09-26T11:14:49.613254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:49.613327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:49.613397] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:49.613495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:49.632632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:49.633683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:49.633801] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:49.633870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:49.671247] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:49.671422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:49.671467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:49.671501] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:49.675154] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=31.51%) [2025-09-26T11:14:49.675446] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-09-26T11:14:49.675598] [INFO ] [sig ] TMHC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:49.830237] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TMHC.txt [2025-09-26T11:14:49.830536] [INFO ] [sig ] [1792/2043] Completed TMHC in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:49.830614] [INFO ] [sig ] [1793/2043] Forecasting TMO... [2025-09-26T11:14:49.830707] [INFO ] [sig ] Generating forecast for: TMO [2025-09-26T11:14:49.830780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'. [2025-09-26T11:14:49.847221] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TMO'. [2025-09-26T11:14:49.847722] [INFO ] [FORECASTER] Starting predict_future for TMO [2025-09-26T11:14:49.874939] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:49.875923] [DEBUG] [LOCAL ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt [2025-09-26T11:14:49.876007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:49.876082] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:49.876151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:49.876253] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:49.895971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:49.896676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:49.896790] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:49.896876] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:49.927367] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:49.927568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:49.927621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:49.927712] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:49.931474] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: DOWN (p=28.02%) [2025-09-26T11:14:49.931849] [INFO ] [FORECASTER] Completed predict_future for TMO [2025-09-26T11:14:49.932004] [INFO ] [sig ] TMO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:50.102288] [INFO ] [LOCAL ] Saved forecast: TMO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TMO.txt [2025-09-26T11:14:50.102630] [INFO ] [sig ] [1793/2043] Completed TMO in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:50.102742] [INFO ] [sig ] [1794/2043] Forecasting TNC... [2025-09-26T11:14:50.102825] [INFO ] [sig ] Generating forecast for: TNC [2025-09-26T11:14:50.102901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-09-26T11:14:50.114437] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNC'. [2025-09-26T11:14:50.114968] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-09-26T11:14:50.143976] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:50.145535] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-09-26T11:14:50.145637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:50.145734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:50.145807] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:50.145913] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:50.165771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:50.166701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:50.166845] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:50.166920] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:50.197057] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:50.197246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:50.197297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:50.197340] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:50.201661] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=33.38%) [2025-09-26T11:14:50.201995] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-09-26T11:14:50.202200] [INFO ] [sig ] TNC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:50.370700] [INFO ] [LOCAL ] Saved forecast: TNC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TNC.txt [2025-09-26T11:14:50.371092] [INFO ] [sig ] [1794/2043] Completed TNC in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:50.371177] [INFO ] [sig ] [1795/2043] Forecasting TNET... [2025-09-26T11:14:50.371261] [INFO ] [sig ] Generating forecast for: TNET [2025-09-26T11:14:50.371348] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'. [2025-09-26T11:14:50.383843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNET'. [2025-09-26T11:14:50.384308] [INFO ] [FORECASTER] Starting predict_future for TNET [2025-09-26T11:14:50.416420] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:50.417503] [DEBUG] [LOCAL ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt [2025-09-26T11:14:50.417583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:50.417685] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:50.417757] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:50.417856] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:50.438119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:50.438966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:50.439078] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:50.439150] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:50.474414] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:50.474617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:50.474703] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:50.474760] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:50.478976] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=86.15%) [2025-09-26T11:14:50.479289] [INFO ] [FORECASTER] Completed predict_future for TNET [2025-09-26T11:14:50.479470] [INFO ] [sig ] TNET: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:50.629777] [INFO ] [LOCAL ] Saved forecast: TNET 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TNET.txt [2025-09-26T11:14:50.630126] [INFO ] [sig ] [1795/2043] Completed TNET in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:50.630237] [INFO ] [sig ] [1796/2043] Forecasting TNK... [2025-09-26T11:14:50.630336] [INFO ] [sig ] Generating forecast for: TNK [2025-09-26T11:14:50.630453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-09-26T11:14:50.642777] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNK'. [2025-09-26T11:14:50.643137] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-09-26T11:14:50.669147] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:50.670009] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-09-26T11:14:50.670088] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:50.670162] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:50.670231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:50.670330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:50.689285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:50.689950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:50.690061] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:50.690131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:50.727786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:50.727902] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:50.727944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:50.727976] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:50.731286] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: DOWN (p=8.33%) [2025-09-26T11:14:50.731564] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-09-26T11:14:50.731745] [INFO ] [sig ] TNK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:50.897867] [INFO ] [LOCAL ] Saved forecast: TNK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TNK.txt [2025-09-26T11:14:50.898134] [INFO ] [sig ] [1796/2043] Completed TNK in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:50.898213] [INFO ] [sig ] [1797/2043] Forecasting TNL... [2025-09-26T11:14:50.898284] [INFO ] [sig ] Generating forecast for: TNL [2025-09-26T11:14:50.898358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-09-26T11:14:50.909770] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TNL'. [2025-09-26T11:14:50.910153] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-09-26T11:14:50.940948] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:50.941983] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-09-26T11:14:50.942063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:50.942137] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:50.942209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:50.942310] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:50.961708] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:50.962338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:50.962461] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:50.962541] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:51.002145] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:51.002273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:51.002317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:51.002353] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:51.006090] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-09-26T11:14:51.006414] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-09-26T11:14:51.006559] [INFO ] [sig ] TNL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:51.168000] [INFO ] [LOCAL ] Saved forecast: TNL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TNL.txt [2025-09-26T11:14:51.168250] [INFO ] [sig ] [1797/2043] Completed TNL in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:51.168328] [INFO ] [sig ] [1798/2043] Forecasting TOL... [2025-09-26T11:14:51.168396] [INFO ] [sig ] Generating forecast for: TOL [2025-09-26T11:14:51.168468] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-09-26T11:14:51.179376] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TOL'. [2025-09-26T11:14:51.179714] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-09-26T11:14:51.206757] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:51.207588] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-09-26T11:14:51.207689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:51.207762] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:51.207835] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:51.207934] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:51.225910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:51.226496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:51.226601] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:51.226692] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:51.263724] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:51.263834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:51.263875] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:51.263909] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:51.267236] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=89.65%) [2025-09-26T11:14:51.267509] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-09-26T11:14:51.267668] [INFO ] [sig ] TOL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:51.414497] [INFO ] [LOCAL ] Saved forecast: TOL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TOL.txt [2025-09-26T11:14:51.414753] [INFO ] [sig ] [1798/2043] Completed TOL in 0.2s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:51.414842] [INFO ] [sig ] [1799/2043] Forecasting TOST... [2025-09-26T11:14:51.414911] [INFO ] [sig ] Generating forecast for: TOST [2025-09-26T11:14:51.414986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'. [2025-09-26T11:14:51.425620] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TOST'. [2025-09-26T11:14:51.425977] [INFO ] [FORECASTER] Starting predict_future for TOST [2025-09-26T11:14:51.451848] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:51.452758] [DEBUG] [LOCAL ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt [2025-09-26T11:14:51.452838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:51.452910] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:51.452987] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:51.453086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:51.470922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:51.471489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:51.471594] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:51.471688] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:51.508578] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:51.508704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:51.508764] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:51.508801] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:51.512770] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: DOWN (p=21.83%) [2025-09-26T11:14:51.513140] [INFO ] [FORECASTER] Completed predict_future for TOST [2025-09-26T11:14:51.513301] [INFO ] [sig ] TOST: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:51.671853] [INFO ] [LOCAL ] Saved forecast: TOST 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TOST.txt [2025-09-26T11:14:51.672118] [INFO ] [sig ] [1799/2043] Completed TOST in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:51.672195] [INFO ] [sig ] [1800/2043] Forecasting TPB... [2025-09-26T11:14:51.672265] [INFO ] [sig ] Generating forecast for: TPB [2025-09-26T11:14:51.672336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-09-26T11:14:51.688391] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPB'. [2025-09-26T11:14:51.688839] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-09-26T11:14:51.715281] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:51.716169] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-09-26T11:14:51.716247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:51.716319] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:51.716385] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:51.716486] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:51.735412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:51.736128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:51.736238] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:51.736303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:51.771019] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:51.771203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:51.771255] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:51.771304] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:51.775042] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=22.24%) [2025-09-26T11:14:51.775338] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-09-26T11:14:51.775482] [INFO ] [sig ] TPB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:51.927815] [INFO ] [LOCAL ] Saved forecast: TPB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TPB.txt [2025-09-26T11:14:51.928178] [INFO ] [sig ] [1800/2043] Completed TPB in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:51.928289] [INFO ] [sig ] [1801/2043] Forecasting TPC... [2025-09-26T11:14:51.928376] [INFO ] [sig ] Generating forecast for: TPC [2025-09-26T11:14:51.928462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-09-26T11:14:51.940543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPC'. [2025-09-26T11:14:51.941009] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-09-26T11:14:51.968189] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:51.969139] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-09-26T11:14:51.969218] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:51.969291] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:51.969359] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:51.969456] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:51.987463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:51.988540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:51.988708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:51.988785] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:52.021159] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:52.021509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:52.021687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:52.021768] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:52.027721] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=56.36%) [2025-09-26T11:14:52.028133] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-09-26T11:14:52.028316] [INFO ] [sig ] TPC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:52.181188] [INFO ] [LOCAL ] Saved forecast: TPC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TPC.txt [2025-09-26T11:14:52.181481] [INFO ] [sig ] [1801/2043] Completed TPC in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:52.181565] [INFO ] [sig ] [1802/2043] Forecasting TPH... [2025-09-26T11:14:52.181676] [INFO ] [sig ] Generating forecast for: TPH [2025-09-26T11:14:52.181777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-09-26T11:14:52.195535] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPH'. [2025-09-26T11:14:52.195969] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-09-26T11:14:52.223897] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:52.224922] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-09-26T11:14:52.225011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:52.225091] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:52.225161] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:52.225278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:52.244146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:52.245123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:52.245241] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:52.245310] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:52.273248] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:52.273411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:52.273456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:52.273490] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:52.277108] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=3.58%) [2025-09-26T11:14:52.277406] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-09-26T11:14:52.277543] [INFO ] [sig ] TPH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:52.434329] [INFO ] [LOCAL ] Saved forecast: TPH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TPH.txt [2025-09-26T11:14:52.434633] [INFO ] [sig ] [1802/2043] Completed TPH in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:52.434739] [INFO ] [sig ] [1803/2043] Forecasting TPL... [2025-09-26T11:14:52.434811] [INFO ] [sig ] Generating forecast for: TPL [2025-09-26T11:14:52.434884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-09-26T11:14:52.446975] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPL'. [2025-09-26T11:14:52.447454] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-09-26T11:14:52.475017] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:52.476317] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-09-26T11:14:52.476423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:52.476520] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:52.476611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:52.476775] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:52.496093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:52.497090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:52.497235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:52.497330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:52.525957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:52.526107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:52.526151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:52.526187] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:52.529873] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=26.90%) [2025-09-26T11:14:52.530166] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-09-26T11:14:52.530302] [INFO ] [sig ] TPL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:52.696148] [INFO ] [LOCAL ] Saved forecast: TPL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TPL.txt [2025-09-26T11:14:52.696421] [INFO ] [sig ] [1803/2043] Completed TPL in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:52.696513] [INFO ] [sig ] [1804/2043] Forecasting TPR... [2025-09-26T11:14:52.696597] [INFO ] [sig ] Generating forecast for: TPR [2025-09-26T11:14:52.696712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'. [2025-09-26T11:14:52.707228] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPR'. [2025-09-26T11:14:52.707564] [INFO ] [FORECASTER] Starting predict_future for TPR [2025-09-26T11:14:52.735132] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:52.736028] [DEBUG] [LOCAL ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt [2025-09-26T11:14:52.736109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:52.736183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:52.736254] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:52.736355] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:52.754739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:52.755311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:52.755417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:52.755487] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:52.798986] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:52.799182] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:52.799230] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:52.799263] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:52.803094] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: UP (p=94.81%) [2025-09-26T11:14:52.803390] [INFO ] [FORECASTER] Completed predict_future for TPR [2025-09-26T11:14:52.803534] [INFO ] [sig ] TPR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:52.953334] [INFO ] [LOCAL ] Saved forecast: TPR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TPR.txt [2025-09-26T11:14:52.953579] [INFO ] [sig ] [1804/2043] Completed TPR in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:52.953678] [INFO ] [sig ] [1805/2043] Forecasting TPVG... [2025-09-26T11:14:52.953751] [INFO ] [sig ] Generating forecast for: TPVG [2025-09-26T11:14:52.953822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-09-26T11:14:52.964773] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPVG'. [2025-09-26T11:14:52.965179] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-09-26T11:14:52.992315] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:52.993260] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-09-26T11:14:52.993339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:52.993412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:52.993492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:52.993611] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:53.012879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:53.013816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:53.013933] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:53.014016] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:53.053985] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:53.054800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:53.054904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:53.054974] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:53.060451] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=8.09%) [2025-09-26T11:14:53.060873] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-09-26T11:14:53.061078] [INFO ] [sig ] TPVG: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:53.216972] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TPVG.txt [2025-09-26T11:14:53.217292] [INFO ] [sig ] [1805/2043] Completed TPVG in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:53.217407] [INFO ] [sig ] [1806/2043] Forecasting TPYP... [2025-09-26T11:14:53.217536] [INFO ] [sig ] Generating forecast for: TPYP [2025-09-26T11:14:53.217625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-09-26T11:14:53.234452] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TPYP'. [2025-09-26T11:14:53.234987] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-09-26T11:14:53.261794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:53.262687] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-09-26T11:14:53.262766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:53.262838] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:53.262906] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:53.263004] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:53.281248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:53.282037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:53.282147] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:53.282216] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:53.319447] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:53.319743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:53.319810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:53.319846] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:53.323540] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=33.53%) [2025-09-26T11:14:53.323894] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-09-26T11:14:53.324056] [INFO ] [sig ] TPYP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:53.484996] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TPYP.txt [2025-09-26T11:14:53.485307] [INFO ] [sig ] [1806/2043] Completed TPYP in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.1m [2025-09-26T11:14:53.485388] [INFO ] [sig ] [1807/2043] Forecasting TPZ... [2025-09-26T11:14:53.485468] [INFO ] [sig ] Generating forecast for: TPZ [2025-09-26T11:14:53.485549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-09-26T11:14:53.496161] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'TPZ'. [2025-09-26T11:14:53.496479] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-09-26T11:14:53.524576] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:53.525445] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-09-26T11:14:53.525529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:53.525605] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:53.525710] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:53.525813] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:53.544298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:53.544938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:53.545045] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:53.545115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:53.584098] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:53.584214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:53.584257] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:53.584293] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:53.587773] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=18.93%) [2025-09-26T11:14:53.588057] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-09-26T11:14:53.588206] [INFO ] [sig ] TPZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:53.740321] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TPZ.txt [2025-09-26T11:14:53.740578] [INFO ] [sig ] [1807/2043] Completed TPZ in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:53.740681] [INFO ] [sig ] [1808/2043] Forecasting TR... [2025-09-26T11:14:53.740754] [INFO ] [sig ] Generating forecast for: TR [2025-09-26T11:14:53.740826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'. [2025-09-26T11:14:53.754190] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TR'. [2025-09-26T11:14:53.754622] [INFO ] [FORECASTER] Starting predict_future for TR [2025-09-26T11:14:53.781729] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:53.782584] [DEBUG] [LOCAL ] No optimal features file found for TR: ./output/feature-sets/TR.txt [2025-09-26T11:14:53.782690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:53.782766] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:53.782836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:53.782935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:53.800937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:53.801613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:53.801745] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:53.801817] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:53.840295] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:53.840479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:53.840525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:53.840558] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:53.844224] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: UP (p=75.61%) [2025-09-26T11:14:53.844527] [INFO ] [FORECASTER] Completed predict_future for TR [2025-09-26T11:14:53.844725] [INFO ] [sig ] TR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:53.994837] [INFO ] [LOCAL ] Saved forecast: TR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TR.txt [2025-09-26T11:14:53.995157] [INFO ] [sig ] [1808/2043] Completed TR in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:53.995237] [INFO ] [sig ] [1809/2043] Forecasting TRAK... [2025-09-26T11:14:53.995306] [INFO ] [sig ] Generating forecast for: TRAK [2025-09-26T11:14:53.995378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'. [2025-09-26T11:14:54.006599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRAK'. [2025-09-26T11:14:54.007081] [INFO ] [FORECASTER] Starting predict_future for TRAK [2025-09-26T11:14:54.033583] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:54.034483] [DEBUG] [LOCAL ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt [2025-09-26T11:14:54.034563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:54.034636] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:54.034732] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:54.034833] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:54.053522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:54.054325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:54.054439] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:54.054509] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:54.083942] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:54.084078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:54.084123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:54.084158] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:54.087774] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: DOWN (p=2.93%) [2025-09-26T11:14:54.088060] [INFO ] [FORECASTER] Completed predict_future for TRAK [2025-09-26T11:14:54.088198] [INFO ] [sig ] TRAK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:54.243410] [INFO ] [LOCAL ] Saved forecast: TRAK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRAK.txt [2025-09-26T11:14:54.243800] [INFO ] [sig ] [1809/2043] Completed TRAK in 0.2s | 3.76 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:54.243886] [INFO ] [sig ] [1810/2043] Forecasting TRC... [2025-09-26T11:14:54.243958] [INFO ] [sig ] Generating forecast for: TRC [2025-09-26T11:14:54.244033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-09-26T11:14:54.255811] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRC'. [2025-09-26T11:14:54.256246] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-09-26T11:14:54.283527] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:54.284629] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-09-26T11:14:54.284732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:54.284804] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:54.284873] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:54.284971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:54.304488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:54.305453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:54.305578] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:54.305678] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:54.336796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:54.337017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:54.337066] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:54.337100] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:54.340690] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=10.56%) [2025-09-26T11:14:54.340989] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-09-26T11:14:54.341129] [INFO ] [sig ] TRC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:54.510897] [INFO ] [LOCAL ] Saved forecast: TRC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRC.txt [2025-09-26T11:14:54.511371] [INFO ] [sig ] [1810/2043] Completed TRC in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:54.511475] [INFO ] [sig ] [1811/2043] Forecasting TREX... [2025-09-26T11:14:54.511561] [INFO ] [sig ] Generating forecast for: TREX [2025-09-26T11:14:54.511674] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-09-26T11:14:54.524044] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TREX'. [2025-09-26T11:14:54.524560] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-09-26T11:14:54.555225] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:54.556339] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-09-26T11:14:54.556420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:54.556493] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:54.556562] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:54.556722] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:54.577101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:54.578184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:54.578325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:54.578409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:54.621371] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:54.621581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:54.621632] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:54.621718] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:54.626683] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=8.01%) [2025-09-26T11:14:54.627200] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-09-26T11:14:54.627419] [INFO ] [sig ] TREX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:54.845667] [INFO ] [LOCAL ] Saved forecast: TREX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TREX.txt [2025-09-26T11:14:54.846048] [INFO ] [sig ] [1811/2043] Completed TREX in 0.3s | 3.76 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:54.846142] [INFO ] [sig ] [1812/2043] Forecasting TRGP... [2025-09-26T11:14:54.846228] [INFO ] [sig ] Generating forecast for: TRGP [2025-09-26T11:14:54.846327] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-09-26T11:14:54.866545] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRGP'. [2025-09-26T11:14:54.867368] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-09-26T11:14:54.914340] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:54.916313] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-09-26T11:14:54.916483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:54.916578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:54.916693] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:54.916857] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:54.947093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:54.948455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:54.948621] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:54.948737] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:55.006033] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:55.006280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:55.006345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:55.006393] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:55.012062] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=4.64%) [2025-09-26T11:14:55.012574] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-09-26T11:14:55.012822] [INFO ] [sig ] TRGP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:55.217749] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRGP.txt [2025-09-26T11:14:55.218158] [INFO ] [sig ] [1812/2043] Completed TRGP in 0.4s | 3.75 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:55.218266] [INFO ] [sig ] [1813/2043] Forecasting TRN... [2025-09-26T11:14:55.218371] [INFO ] [sig ] Generating forecast for: TRN [2025-09-26T11:14:55.218469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-09-26T11:14:55.231897] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRN'. [2025-09-26T11:14:55.232500] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-09-26T11:14:55.269965] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:55.271103] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-09-26T11:14:55.271204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:55.271290] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:55.271383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:55.271507] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:55.299306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:55.300518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:55.300700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:55.300778] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:55.353111] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:55.353350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:55.353431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:55.353495] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:55.358975] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: DOWN (p=33.30%) [2025-09-26T11:14:55.359409] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-09-26T11:14:55.359612] [INFO ] [sig ] TRN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:55.534168] [INFO ] [LOCAL ] Saved forecast: TRN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRN.txt [2025-09-26T11:14:55.534528] [INFO ] [sig ] [1813/2043] Completed TRN in 0.3s | 3.75 sym/s | Total: 8.0m | ETA: 1.0m [2025-09-26T11:14:55.534629] [INFO ] [sig ] [1814/2043] Forecasting TRNO... [2025-09-26T11:14:55.534728] [INFO ] [sig ] Generating forecast for: TRNO [2025-09-26T11:14:55.534817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-09-26T11:14:55.547590] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRNO'. [2025-09-26T11:14:55.548128] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-09-26T11:14:55.576418] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:55.577499] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-09-26T11:14:55.577583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:55.577679] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:55.577748] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:55.577849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:55.597803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:55.598551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:55.598709] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:55.598784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:55.635506] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:55.635717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:55.635784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:55.635821] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:55.639776] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=59.54%) [2025-09-26T11:14:55.640103] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-09-26T11:14:55.640252] [INFO ] [sig ] TRNO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:55.797712] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TRNO.txt [2025-09-26T11:14:55.798066] [INFO ] [sig ] [1814/2043] Completed TRNO in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 1.0m [2025-09-26T11:14:55.798148] [INFO ] [sig ] [1815/2043] Forecasting TROX... [2025-09-26T11:14:55.798222] [INFO ] [sig ] Generating forecast for: TROX [2025-09-26T11:14:55.798295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-09-26T11:14:55.809162] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TROX'. [2025-09-26T11:14:55.809551] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-09-26T11:14:55.838619] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:55.839738] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-09-26T11:14:55.839817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:55.839890] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:55.839958] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:55.840066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:55.861923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:55.862978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:55.863105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:55.863175] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:55.903457] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:55.903694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:55.903785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:55.903843] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:55.908379] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=52.00%) [2025-09-26T11:14:55.908797] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-09-26T11:14:55.908958] [INFO ] [sig ] TROX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:56.068125] [INFO ] [LOCAL ] Saved forecast: TROX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TROX.txt [2025-09-26T11:14:56.068414] [INFO ] [sig ] [1815/2043] Completed TROX in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 1.0m [2025-09-26T11:14:56.068492] [INFO ] [sig ] [1816/2043] Forecasting TRP... [2025-09-26T11:14:56.068561] [INFO ] [sig ] Generating forecast for: TRP [2025-09-26T11:14:56.068633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-09-26T11:14:56.079553] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRP'. [2025-09-26T11:14:56.079952] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-09-26T11:14:56.106893] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:56.107791] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-09-26T11:14:56.107869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:56.107939] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:56.108046] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:56.108186] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:56.127116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:56.128112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:56.128226] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:56.128299] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:56.166458] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:56.166625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:56.166714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:56.166773] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:56.170511] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=13.42%) [2025-09-26T11:14:56.170854] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-09-26T11:14:56.171059] [INFO ] [sig ] TRP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:56.322328] [INFO ] [LOCAL ] Saved forecast: TRP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRP.txt [2025-09-26T11:14:56.322609] [INFO ] [sig ] [1816/2043] Completed TRP in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 1.0m [2025-09-26T11:14:56.322707] [INFO ] [sig ] [1817/2043] Forecasting TRTX... [2025-09-26T11:14:56.322777] [INFO ] [sig ] Generating forecast for: TRTX [2025-09-26T11:14:56.322830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-09-26T11:14:56.334034] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRTX'. [2025-09-26T11:14:56.334430] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-09-26T11:14:56.361890] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:56.362799] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-09-26T11:14:56.362881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:56.362954] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:56.363024] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:56.363125] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:56.382478] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:56.383277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:56.383448] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:56.383539] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:56.425680] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:56.425872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:56.425922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:56.425959] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:56.430410] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=93.35%) [2025-09-26T11:14:56.430785] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-09-26T11:14:56.430960] [INFO ] [sig ] TRTX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:56.582714] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TRTX.txt [2025-09-26T11:14:56.583039] [INFO ] [sig ] [1817/2043] Completed TRTX in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 1.0m [2025-09-26T11:14:56.583120] [INFO ] [sig ] [1818/2043] Forecasting TRU... [2025-09-26T11:14:56.583190] [INFO ] [sig ] Generating forecast for: TRU [2025-09-26T11:14:56.583262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'. [2025-09-26T11:14:56.594529] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'TRU'. [2025-09-26T11:14:56.594987] [INFO ] [FORECASTER] Starting predict_future for TRU [2025-09-26T11:14:56.621781] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:56.622800] [DEBUG] [LOCAL ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt [2025-09-26T11:14:56.622888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:56.622986] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:56.623084] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:56.623228] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:56.641751] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:56.642569] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:56.642773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:56.642859] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:56.687367] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:56.687596] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:56.687675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:56.687745] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:56.691956] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=45.41%) [2025-09-26T11:14:56.692302] [INFO ] [FORECASTER] Completed predict_future for TRU [2025-09-26T11:14:56.692463] [INFO ] [sig ] TRU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:56.854309] [INFO ] [LOCAL ] Saved forecast: TRU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRU.txt [2025-09-26T11:14:56.854617] [INFO ] [sig ] [1818/2043] Completed TRU in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 59.9s [2025-09-26T11:14:56.854715] [INFO ] [sig ] [1819/2043] Forecasting TRV... [2025-09-26T11:14:56.854787] [INFO ] [sig ] Generating forecast for: TRV [2025-09-26T11:14:56.854859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'. [2025-09-26T11:14:56.865965] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TRV'. [2025-09-26T11:14:56.866452] [INFO ] [FORECASTER] Starting predict_future for TRV [2025-09-26T11:14:56.893936] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:56.894924] [DEBUG] [LOCAL ] No optimal features file found for TRV: ./output/feature-sets/TRV.txt [2025-09-26T11:14:56.895020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:56.895109] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:56.895197] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:56.895326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:56.914426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:56.915218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:56.915354] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:56.915445] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:56.951240] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:56.951398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:56.951445] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:56.951480] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:56.955413] [DEBUG] [FORECASTER] TRV: Forecast T+1@11:T+2@11: DOWN (p=7.88%) [2025-09-26T11:14:56.955764] [INFO ] [FORECASTER] Completed predict_future for TRV [2025-09-26T11:14:56.955925] [INFO ] [sig ] TRV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:57.113992] [INFO ] [LOCAL ] Saved forecast: TRV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TRV.txt [2025-09-26T11:14:57.114271] [INFO ] [sig ] [1819/2043] Completed TRV in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 59.7s [2025-09-26T11:14:57.114347] [INFO ] [sig ] [1820/2043] Forecasting TS... [2025-09-26T11:14:57.114439] [INFO ] [sig ] Generating forecast for: TS [2025-09-26T11:14:57.114514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-09-26T11:14:57.125370] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TS'. [2025-09-26T11:14:57.125767] [INFO ] [FORECASTER] Starting predict_future for TS [2025-09-26T11:14:57.153717] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:57.154913] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-09-26T11:14:57.155011] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:57.155100] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:57.155180] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:57.155345] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:57.178608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:57.179411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:57.179553] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:57.179633] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:57.215027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:57.215226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:57.215277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:57.215313] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:57.219311] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-09-26T11:14:57.219637] [INFO ] [FORECASTER] Completed predict_future for TS [2025-09-26T11:14:57.219830] [INFO ] [sig ] TS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:57.373047] [INFO ] [LOCAL ] Saved forecast: TS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TS.txt [2025-09-26T11:14:57.373324] [INFO ] [sig ] [1820/2043] Completed TS in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 59.4s [2025-09-26T11:14:57.373406] [INFO ] [sig ] [1821/2043] Forecasting TSE... [2025-09-26T11:14:57.373489] [INFO ] [sig ] Generating forecast for: TSE [2025-09-26T11:14:57.373571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'. [2025-09-26T11:14:57.384950] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSE'. [2025-09-26T11:14:57.385349] [INFO ] [FORECASTER] Starting predict_future for TSE [2025-09-26T11:14:57.412412] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:57.413342] [DEBUG] [LOCAL ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt [2025-09-26T11:14:57.413423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:57.413502] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:57.413576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:57.413709] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:57.432046] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:57.432793] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:57.432958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:57.433031] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:57.460831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:57.460961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:57.461005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:57.461041] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:57.465028] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: UP (p=69.96%) [2025-09-26T11:14:57.465348] [INFO ] [FORECASTER] Completed predict_future for TSE [2025-09-26T11:14:57.465618] [INFO ] [sig ] TSE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:57.629162] [INFO ] [LOCAL ] Saved forecast: TSE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TSE.txt [2025-09-26T11:14:57.629442] [INFO ] [sig ] [1821/2043] Completed TSE in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 59.1s [2025-09-26T11:14:57.629522] [INFO ] [sig ] [1822/2043] Forecasting TSI... [2025-09-26T11:14:57.629594] [INFO ] [sig ] Generating forecast for: TSI [2025-09-26T11:14:57.629695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-09-26T11:14:57.641147] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSI'. [2025-09-26T11:14:57.641500] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-09-26T11:14:57.673223] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:57.674104] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-09-26T11:14:57.674185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:57.674263] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:57.674337] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:57.674445] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:57.695531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:57.696216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:57.696329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:57.696402] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:57.736925] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:57.737087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:57.737133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:57.737167] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:57.741576] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=48.48%) [2025-09-26T11:14:57.741907] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-09-26T11:14:57.742063] [INFO ] [sig ] TSI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:57.901600] [INFO ] [LOCAL ] Saved forecast: TSI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TSI.txt [2025-09-26T11:14:57.901962] [INFO ] [sig ] [1822/2043] Completed TSI in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 58.9s [2025-09-26T11:14:57.902046] [INFO ] [sig ] [1823/2043] Forecasting TSLX... [2025-09-26T11:14:57.902118] [INFO ] [sig ] Generating forecast for: TSLX [2025-09-26T11:14:57.902189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-09-26T11:14:57.913499] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSLX'. [2025-09-26T11:14:57.913876] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-09-26T11:14:57.941023] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:57.942057] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-09-26T11:14:57.942155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:57.942236] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:57.942311] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:57.942424] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:57.961933] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:57.962607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:57.962753] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:57.962825] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:57.997442] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:57.997592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:57.997638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:57.997725] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:58.001590] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=90.18%) [2025-09-26T11:14:58.001915] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-09-26T11:14:58.002071] [INFO ] [sig ] TSLX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:58.161909] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TSLX.txt [2025-09-26T11:14:58.162197] [INFO ] [sig ] [1823/2043] Completed TSLX in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 58.6s [2025-09-26T11:14:58.162281] [INFO ] [sig ] [1824/2043] Forecasting TSM... [2025-09-26T11:14:58.162362] [INFO ] [sig ] Generating forecast for: TSM [2025-09-26T11:14:58.162442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-09-26T11:14:58.173015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSM'. [2025-09-26T11:14:58.173407] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-09-26T11:14:58.200470] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:58.201507] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-09-26T11:14:58.201592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:58.201689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:58.201759] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:58.201859] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:58.221077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:58.221846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:58.222005] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:58.222077] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:58.260311] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:58.260499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:58.260547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:58.260581] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:58.264422] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=7.01%) [2025-09-26T11:14:58.264761] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-09-26T11:14:58.264923] [INFO ] [sig ] TSM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:58.419287] [INFO ] [LOCAL ] Saved forecast: TSM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TSM.txt [2025-09-26T11:14:58.419584] [INFO ] [sig ] [1824/2043] Completed TSM in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 58.3s [2025-09-26T11:14:58.419686] [INFO ] [sig ] [1825/2043] Forecasting TSN... [2025-09-26T11:14:58.419757] [INFO ] [sig ] Generating forecast for: TSN [2025-09-26T11:14:58.419829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-09-26T11:14:58.430638] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSN'. [2025-09-26T11:14:58.431096] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-09-26T11:14:58.458930] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:58.460018] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-09-26T11:14:58.460171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:58.460251] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:58.460332] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:58.460445] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:58.479055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:58.479956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:58.480069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:58.480139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:58.521664] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:58.521895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:58.521967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:58.522012] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:58.527258] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=49.24%) [2025-09-26T11:14:58.527561] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-09-26T11:14:58.527748] [INFO ] [sig ] TSN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:58.683769] [INFO ] [LOCAL ] Saved forecast: TSN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TSN.txt [2025-09-26T11:14:58.684060] [INFO ] [sig ] [1825/2043] Completed TSN in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 58.1s [2025-09-26T11:14:58.684173] [INFO ] [sig ] [1826/2043] Forecasting TSQ... [2025-09-26T11:14:58.684246] [INFO ] [sig ] Generating forecast for: TSQ [2025-09-26T11:14:58.684321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-09-26T11:14:58.695916] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TSQ'. [2025-09-26T11:14:58.696334] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-09-26T11:14:58.722867] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:58.723716] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-09-26T11:14:58.723795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:58.723867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:58.723935] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:58.724033] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:58.742460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:58.743219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:58.743332] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:58.743404] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:58.782528] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:58.782742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:58.782847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:58.782902] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:58.786737] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=84.73%) [2025-09-26T11:14:58.787552] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-09-26T11:14:58.787789] [INFO ] [sig ] TSQ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:14:58.973844] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TSQ.txt [2025-09-26T11:14:58.974175] [INFO ] [sig ] [1826/2043] Completed TSQ in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 57.8s [2025-09-26T11:14:58.974257] [INFO ] [sig ] [1827/2043] Forecasting TT... [2025-09-26T11:14:58.974330] [INFO ] [sig ] Generating forecast for: TT [2025-09-26T11:14:58.974412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'. [2025-09-26T11:14:58.987141] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'TT'. [2025-09-26T11:14:58.987789] [INFO ] [FORECASTER] Starting predict_future for TT [2025-09-26T11:14:59.021444] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:59.022755] [DEBUG] [LOCAL ] No optimal features file found for TT: ./output/feature-sets/TT.txt [2025-09-26T11:14:59.022854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:59.022944] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:59.023030] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:59.023162] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:59.048016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:59.049105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:59.049227] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:59.049302] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:59.093729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:59.093971] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:59.094038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:59.094091] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:59.099069] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=9.75%) [2025-09-26T11:14:59.099445] [INFO ] [FORECASTER] Completed predict_future for TT [2025-09-26T11:14:59.099605] [INFO ] [sig ] TT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:59.258289] [INFO ] [LOCAL ] Saved forecast: TT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TT.txt [2025-09-26T11:14:59.258593] [INFO ] [sig ] [1827/2043] Completed TT in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 57.5s [2025-09-26T11:14:59.258700] [INFO ] [sig ] [1828/2043] Forecasting TTC... [2025-09-26T11:14:59.258770] [INFO ] [sig ] Generating forecast for: TTC [2025-09-26T11:14:59.258843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-09-26T11:14:59.269731] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TTC'. [2025-09-26T11:14:59.270120] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-09-26T11:14:59.296865] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:59.298031] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-09-26T11:14:59.298120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:59.298193] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:59.298261] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:59.298359] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:59.317941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:59.318691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:59.318802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:59.318871] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:59.360103] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:59.360265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:59.360313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:59.360347] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:59.364041] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: DOWN (p=2.77%) [2025-09-26T11:14:59.364347] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-09-26T11:14:59.364526] [INFO ] [sig ] TTC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:59.515395] [INFO ] [LOCAL ] Saved forecast: TTC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TTC.txt [2025-09-26T11:14:59.515745] [INFO ] [sig ] [1828/2043] Completed TTC in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 57.3s [2025-09-26T11:14:59.515830] [INFO ] [sig ] [1829/2043] Forecasting TTE... [2025-09-26T11:14:59.515898] [INFO ] [sig ] Generating forecast for: TTE [2025-09-26T11:14:59.515970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-09-26T11:14:59.528169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TTE'. [2025-09-26T11:14:59.528824] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-09-26T11:14:59.554590] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:59.555518] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-09-26T11:14:59.555597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:59.555694] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:59.555764] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:59.555862] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:59.575154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:59.576127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:59.576244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:59.576315] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:59.615482] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:59.615704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:59.615774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:59.615813] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:59.619810] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=9.57%) [2025-09-26T11:14:59.620209] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-09-26T11:14:59.620379] [INFO ] [sig ] TTE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:14:59.776185] [INFO ] [LOCAL ] Saved forecast: TTE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TTE.txt [2025-09-26T11:14:59.776476] [INFO ] [sig ] [1829/2043] Completed TTE in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 57.0s [2025-09-26T11:14:59.776581] [INFO ] [sig ] [1830/2043] Forecasting TTI... [2025-09-26T11:14:59.776693] [INFO ] [sig ] Generating forecast for: TTI [2025-09-26T11:14:59.776760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-09-26T11:14:59.787564] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TTI'. [2025-09-26T11:14:59.787927] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-09-26T11:14:59.814445] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:14:59.815325] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-09-26T11:14:59.815405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:14:59.815478] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:14:59.815546] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:14:59.815667] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:14:59.833950] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:14:59.834579] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:14:59.834708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:14:59.834794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:14:59.871409] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:14:59.871515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:14:59.871558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:14:59.871600] [INFO ] [FORECASTER] Training complete [2025-09-26T11:14:59.875088] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=93.43%) [2025-09-26T11:14:59.875369] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-09-26T11:14:59.875516] [INFO ] [sig ] TTI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:00.028772] [INFO ] [LOCAL ] Saved forecast: TTI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TTI.txt [2025-09-26T11:15:00.029075] [INFO ] [sig ] [1830/2043] Completed TTI in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 56.7s [2025-09-26T11:15:00.029168] [INFO ] [sig ] [1831/2043] Forecasting TU... [2025-09-26T11:15:00.029254] [INFO ] [sig ] Generating forecast for: TU [2025-09-26T11:15:00.029342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'. [2025-09-26T11:15:00.041619] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TU'. [2025-09-26T11:15:00.042089] [INFO ] [FORECASTER] Starting predict_future for TU [2025-09-26T11:15:00.068971] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:00.069872] [DEBUG] [LOCAL ] No optimal features file found for TU: ./output/feature-sets/TU.txt [2025-09-26T11:15:00.069951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:00.070022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:00.070091] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:00.070188] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:00.088925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:00.089533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:00.089662] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:00.089742] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:00.128997] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:00.129107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:00.129148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:00.129181] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:00.132558] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: UP (p=99.68%) [2025-09-26T11:15:00.132892] [INFO ] [FORECASTER] Completed predict_future for TU [2025-09-26T11:15:00.133042] [INFO ] [sig ] TU: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:00.286381] [INFO ] [LOCAL ] Saved forecast: TU 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TU.txt [2025-09-26T11:15:00.286673] [INFO ] [sig ] [1831/2043] Completed TU in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 56.5s [2025-09-26T11:15:00.286763] [INFO ] [sig ] [1832/2043] Forecasting TUYA... [2025-09-26T11:15:00.286853] [INFO ] [sig ] Generating forecast for: TUYA [2025-09-26T11:15:00.286932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'. [2025-09-26T11:15:00.298138] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TUYA'. [2025-09-26T11:15:00.298484] [INFO ] [FORECASTER] Starting predict_future for TUYA [2025-09-26T11:15:00.327259] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:00.328264] [DEBUG] [LOCAL ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt [2025-09-26T11:15:00.328364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:00.328445] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:00.328521] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:00.328628] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:00.348549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:00.349202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:00.349312] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:00.349383] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:00.389728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:00.389850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:00.389893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:00.389928] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:00.393393] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=93.94%) [2025-09-26T11:15:00.393754] [INFO ] [FORECASTER] Completed predict_future for TUYA [2025-09-26T11:15:00.393917] [INFO ] [sig ] TUYA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:00.559105] [INFO ] [LOCAL ] Saved forecast: TUYA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TUYA.txt [2025-09-26T11:15:00.559497] [INFO ] [sig ] [1832/2043] Completed TUYA in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 56.2s [2025-09-26T11:15:00.559594] [INFO ] [sig ] [1833/2043] Forecasting TV... [2025-09-26T11:15:00.559711] [INFO ] [sig ] Generating forecast for: TV [2025-09-26T11:15:00.559800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'. [2025-09-26T11:15:00.573278] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TV'. [2025-09-26T11:15:00.573928] [INFO ] [FORECASTER] Starting predict_future for TV [2025-09-26T11:15:00.613258] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:00.615107] [DEBUG] [LOCAL ] No optimal features file found for TV: ./output/feature-sets/TV.txt [2025-09-26T11:15:00.615245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:00.615360] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:00.615665] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:00.615797] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:00.637411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:00.638289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:00.638403] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:00.638475] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:00.677863] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:00.677979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:00.678023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:00.678067] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:00.681504] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: UP (p=59.63%) [2025-09-26T11:15:00.681849] [INFO ] [FORECASTER] Completed predict_future for TV [2025-09-26T11:15:00.682006] [INFO ] [sig ] TV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:00.841290] [INFO ] [LOCAL ] Saved forecast: TV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TV.txt [2025-09-26T11:15:00.841570] [INFO ] [sig ] [1833/2043] Completed TV in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 55.9s [2025-09-26T11:15:00.841674] [INFO ] [sig ] [1834/2043] Forecasting TVC... [2025-09-26T11:15:00.841747] [INFO ] [sig ] Generating forecast for: TVC [2025-09-26T11:15:00.841823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-09-26T11:15:00.852300] [DEBUG] [REMOTE ] Successfully parsed 1804 rows of historical data for symbol 'TVC'. [2025-09-26T11:15:00.852752] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-09-26T11:15:00.881247] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:00.882164] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-09-26T11:15:00.882257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:00.882338] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:00.882424] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:00.882527] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:00.903413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:00.904353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:00.904470] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:00.904542] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:00.947246] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:00.947482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:00.947541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:00.947577] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:00.951603] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=90.15%) [2025-09-26T11:15:00.952019] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-09-26T11:15:00.952206] [INFO ] [sig ] TVC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:01.113851] [INFO ] [LOCAL ] Saved forecast: TVC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TVC.txt [2025-09-26T11:15:01.114150] [INFO ] [sig ] [1834/2043] Completed TVC in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 55.7s [2025-09-26T11:15:01.114234] [INFO ] [sig ] [1835/2043] Forecasting TVE... [2025-09-26T11:15:01.114306] [INFO ] [sig ] Generating forecast for: TVE [2025-09-26T11:15:01.114379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-09-26T11:15:01.125011] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TVE'. [2025-09-26T11:15:01.125374] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-09-26T11:15:01.153035] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:01.154115] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-09-26T11:15:01.154209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:01.154297] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:01.154372] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:01.154489] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:01.179722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:01.180824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:01.180966] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:01.181051] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:01.231447] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:01.231688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:01.231775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:01.231828] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:01.236934] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=55.63%) [2025-09-26T11:15:01.237313] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-09-26T11:15:01.237552] [INFO ] [sig ] TVE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:01.461499] [INFO ] [LOCAL ] Saved forecast: TVE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TVE.txt [2025-09-26T11:15:01.461813] [INFO ] [sig ] [1835/2043] Completed TVE in 0.3s | 3.75 sym/s | Total: 8.1m | ETA: 55.4s [2025-09-26T11:15:01.461897] [INFO ] [sig ] [1836/2043] Forecasting TWI... [2025-09-26T11:15:01.461970] [INFO ] [sig ] Generating forecast for: TWI [2025-09-26T11:15:01.462043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-09-26T11:15:01.472850] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWI'. [2025-09-26T11:15:01.473297] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-09-26T11:15:01.507604] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:01.508568] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-09-26T11:15:01.508674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:01.508751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:01.508822] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:01.508922] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:01.528991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:01.529931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:01.530046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:01.530117] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:01.562585] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:01.562805] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:01.562864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:01.562901] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:01.566590] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=64.52%) [2025-09-26T11:15:01.567099] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-09-26T11:15:01.567300] [INFO ] [sig ] TWI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:01.749869] [INFO ] [LOCAL ] Saved forecast: TWI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TWI.txt [2025-09-26T11:15:01.750179] [INFO ] [sig ] [1836/2043] Completed TWI in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 55.1s [2025-09-26T11:15:01.750260] [INFO ] [sig ] [1837/2043] Forecasting TWLO... [2025-09-26T11:15:01.750343] [INFO ] [sig ] Generating forecast for: TWLO [2025-09-26T11:15:01.750426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-09-26T11:15:01.761281] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWLO'. [2025-09-26T11:15:01.761734] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-09-26T11:15:01.792562] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:01.793837] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-09-26T11:15:01.793924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:01.794020] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:01.794109] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:01.794234] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:01.813581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:01.814758] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:01.814905] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:01.814994] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:01.850180] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:01.850385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:01.850438] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:01.850477] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:01.854808] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=45.01%) [2025-09-26T11:15:01.855186] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-09-26T11:15:01.855347] [INFO ] [sig ] TWLO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:02.006352] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TWLO.txt [2025-09-26T11:15:02.006713] [INFO ] [sig ] [1837/2043] Completed TWLO in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 54.9s [2025-09-26T11:15:02.006835] [INFO ] [sig ] [1838/2043] Forecasting TWN... [2025-09-26T11:15:02.006927] [INFO ] [sig ] Generating forecast for: TWN [2025-09-26T11:15:02.007022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'. [2025-09-26T11:15:02.016791] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWN'. [2025-09-26T11:15:02.017194] [INFO ] [FORECASTER] Starting predict_future for TWN [2025-09-26T11:15:02.044069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:02.044967] [DEBUG] [LOCAL ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt [2025-09-26T11:15:02.045048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:02.045122] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:02.045190] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:02.045288] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:02.063927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:02.064927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:02.065036] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:02.065102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:02.097327] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:02.097537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:02.097595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:02.097697] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:02.102288] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: DOWN (p=8.29%) [2025-09-26T11:15:02.102617] [INFO ] [FORECASTER] Completed predict_future for TWN [2025-09-26T11:15:02.102823] [INFO ] [sig ] TWN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:02.257862] [INFO ] [LOCAL ] Saved forecast: TWN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TWN.txt [2025-09-26T11:15:02.258182] [INFO ] [sig ] [1838/2043] Completed TWN in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 54.6s [2025-09-26T11:15:02.258260] [INFO ] [sig ] [1839/2043] Forecasting TWO... [2025-09-26T11:15:02.258304] [INFO ] [sig ] Generating forecast for: TWO [2025-09-26T11:15:02.258391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-09-26T11:15:02.269853] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TWO'. [2025-09-26T11:15:02.270324] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-09-26T11:15:02.299172] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:02.300299] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-09-26T11:15:02.300429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:02.300538] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:02.300628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:02.300787] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:02.320354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:02.321380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:02.321555] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:02.321661] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:02.372556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:02.372796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:02.372863] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:02.372903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:02.377360] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=92.65%) [2025-09-26T11:15:02.377716] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-09-26T11:15:02.377883] [INFO ] [sig ] TWO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:02.539961] [INFO ] [LOCAL ] Saved forecast: TWO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TWO.txt [2025-09-26T11:15:02.540282] [INFO ] [sig ] [1839/2043] Completed TWO in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 54.3s [2025-09-26T11:15:02.540367] [INFO ] [sig ] [1840/2043] Forecasting TX... [2025-09-26T11:15:02.540438] [INFO ] [sig ] Generating forecast for: TX [2025-09-26T11:15:02.540513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-09-26T11:15:02.552478] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TX'. [2025-09-26T11:15:02.552978] [INFO ] [FORECASTER] Starting predict_future for TX [2025-09-26T11:15:02.581631] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:02.582637] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-09-26T11:15:02.582765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:02.582839] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:02.582908] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:02.583010] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:02.601544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:02.602500] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:02.602689] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:02.602767] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:02.640919] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:02.641105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:02.641153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:02.641190] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:02.645011] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=17.50%) [2025-09-26T11:15:02.645346] [INFO ] [FORECASTER] Completed predict_future for TX [2025-09-26T11:15:02.645495] [INFO ] [sig ] TX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:02.806343] [INFO ] [LOCAL ] Saved forecast: TX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TX.txt [2025-09-26T11:15:02.806716] [INFO ] [sig ] [1840/2043] Completed TX in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 54.1s [2025-09-26T11:15:02.806803] [INFO ] [sig ] [1841/2043] Forecasting TXNM... [2025-09-26T11:15:02.806903] [INFO ] [sig ] Generating forecast for: TXNM [2025-09-26T11:15:02.806976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'. [2025-09-26T11:15:02.817843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TXNM'. [2025-09-26T11:15:02.818267] [INFO ] [FORECASTER] Starting predict_future for TXNM [2025-09-26T11:15:02.844774] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:02.845788] [DEBUG] [LOCAL ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt [2025-09-26T11:15:02.845868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:02.845940] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:02.846010] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:02.846117] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:02.865819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:02.866588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:02.866726] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:02.866799] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:02.904303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:02.904493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:02.904542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:02.904577] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:02.908336] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=7.74%) [2025-09-26T11:15:02.908670] [INFO ] [FORECASTER] Completed predict_future for TXNM [2025-09-26T11:15:02.908847] [INFO ] [sig ] TXNM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:03.061834] [INFO ] [LOCAL ] Saved forecast: TXNM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TXNM.txt [2025-09-26T11:15:03.062144] [INFO ] [sig ] [1841/2043] Completed TXNM in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 53.8s [2025-09-26T11:15:03.062228] [INFO ] [sig ] [1842/2043] Forecasting TXO... [2025-09-26T11:15:03.062300] [INFO ] [sig ] Generating forecast for: TXO [2025-09-26T11:15:03.062373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-09-26T11:15:03.073188] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TXO'. [2025-09-26T11:15:03.073586] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-09-26T11:15:03.100137] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:03.101058] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-09-26T11:15:03.101142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:03.101217] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:03.101287] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:03.101389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:03.119879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:03.120610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:03.120740] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:03.120811] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:03.158123] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:03.158317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:03.158370] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:03.158405] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:03.162160] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=11.99%) [2025-09-26T11:15:03.162464] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-09-26T11:15:03.162624] [INFO ] [sig ] TXO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:03.314504] [INFO ] [LOCAL ] Saved forecast: TXO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/TXO.txt [2025-09-26T11:15:03.314815] [INFO ] [sig ] [1842/2043] Completed TXO in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 53.5s [2025-09-26T11:15:03.314900] [INFO ] [sig ] [1843/2043] Forecasting TXT... [2025-09-26T11:15:03.314973] [INFO ] [sig ] Generating forecast for: TXT [2025-09-26T11:15:03.315047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'. [2025-09-26T11:15:03.325591] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TXT'. [2025-09-26T11:15:03.326017] [INFO ] [FORECASTER] Starting predict_future for TXT [2025-09-26T11:15:03.353317] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:03.354325] [DEBUG] [LOCAL ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt [2025-09-26T11:15:03.354408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:03.354481] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:03.354551] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:03.354673] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:03.374069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:03.375032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:03.375154] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:03.375224] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:03.412464] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:03.412672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:03.412746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:03.412785] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:03.416600] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=58.56%) [2025-09-26T11:15:03.417002] [INFO ] [FORECASTER] Completed predict_future for TXT [2025-09-26T11:15:03.417189] [INFO ] [sig ] TXT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:03.571346] [INFO ] [LOCAL ] Saved forecast: TXT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TXT.txt [2025-09-26T11:15:03.571680] [INFO ] [sig ] [1843/2043] Completed TXT in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 53.3s [2025-09-26T11:15:03.571764] [INFO ] [sig ] [1844/2043] Forecasting TY... [2025-09-26T11:15:03.571837] [INFO ] [sig ] Generating forecast for: TY [2025-09-26T11:15:03.571910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-09-26T11:15:03.581798] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TY'. [2025-09-26T11:15:03.582208] [INFO ] [FORECASTER] Starting predict_future for TY [2025-09-26T11:15:03.609780] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:03.610708] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-09-26T11:15:03.610789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:03.610867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:03.610943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:03.611057] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:03.630210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:03.630985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:03.631112] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:03.631185] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:03.660720] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:03.660906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:03.660957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:03.660993] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:03.664786] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=98.97%) [2025-09-26T11:15:03.665103] [INFO ] [FORECASTER] Completed predict_future for TY [2025-09-26T11:15:03.665292] [INFO ] [sig ] TY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:03.845885] [INFO ] [LOCAL ] Saved forecast: TY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TY.txt [2025-09-26T11:15:03.846202] [INFO ] [sig ] [1844/2043] Completed TY in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 53.0s [2025-09-26T11:15:03.846293] [INFO ] [sig ] [1845/2043] Forecasting TYG... [2025-09-26T11:15:03.846368] [INFO ] [sig ] Generating forecast for: TYG [2025-09-26T11:15:03.846446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-09-26T11:15:03.857262] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TYG'. [2025-09-26T11:15:03.857746] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-09-26T11:15:03.886308] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:03.887370] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-09-26T11:15:03.887452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:03.887524] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:03.887593] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:03.887735] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:03.908146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:03.909056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:03.909170] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:03.909241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:03.941208] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:03.941399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:03.941449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:03.941487] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:03.945777] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=75.77%) [2025-09-26T11:15:03.946179] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-09-26T11:15:03.946347] [INFO ] [sig ] TYG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:04.102687] [INFO ] [LOCAL ] Saved forecast: TYG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TYG.txt [2025-09-26T11:15:04.103024] [INFO ] [sig ] [1845/2043] Completed TYG in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 52.7s [2025-09-26T11:15:04.103120] [INFO ] [sig ] [1846/2043] Forecasting TYL... [2025-09-26T11:15:04.103233] [INFO ] [sig ] Generating forecast for: TYL [2025-09-26T11:15:04.103333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-09-26T11:15:04.115315] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'TYL'. [2025-09-26T11:15:04.115761] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-09-26T11:15:04.141916] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:04.142951] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-09-26T11:15:04.143043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:04.143163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:04.143260] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:04.143404] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:04.162384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:04.163129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:04.163258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:04.163355] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:04.196798] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:04.197092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:04.197165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:04.197206] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:04.201457] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=73.93%) [2025-09-26T11:15:04.201842] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-09-26T11:15:04.202013] [INFO ] [sig ] TYL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:04.352091] [INFO ] [LOCAL ] Saved forecast: TYL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/TYL.txt [2025-09-26T11:15:04.352387] [INFO ] [sig ] [1846/2043] Completed TYL in 0.2s | 3.75 sym/s | Total: 8.2m | ETA: 52.5s [2025-09-26T11:15:04.352471] [INFO ] [sig ] [1847/2043] Forecasting U... [2025-09-26T11:15:04.352546] [INFO ] [sig ] Generating forecast for: U [2025-09-26T11:15:04.352628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'. [2025-09-26T11:15:04.363375] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'U'. [2025-09-26T11:15:04.363822] [INFO ] [FORECASTER] Starting predict_future for U [2025-09-26T11:15:04.390794] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:04.391779] [DEBUG] [LOCAL ] No optimal features file found for U: ./output/feature-sets/U.txt [2025-09-26T11:15:04.391862] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:04.391934] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:04.392003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:04.392104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:04.411212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:04.412267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:04.412390] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:04.412460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:04.444636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:04.444852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:04.444902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:04.444957] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:04.449270] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=91.62%) [2025-09-26T11:15:04.449637] [INFO ] [FORECASTER] Completed predict_future for U [2025-09-26T11:15:04.449861] [INFO ] [sig ] U: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:04.616920] [INFO ] [LOCAL ] Saved forecast: U 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/U.txt [2025-09-26T11:15:04.617227] [INFO ] [sig ] [1847/2043] Completed U in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 52.2s [2025-09-26T11:15:04.617317] [INFO ] [sig ] [1848/2043] Forecasting UA... [2025-09-26T11:15:04.617394] [INFO ] [sig ] Generating forecast for: UA [2025-09-26T11:15:04.617474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'. [2025-09-26T11:15:04.627786] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UA'. [2025-09-26T11:15:04.628265] [INFO ] [FORECASTER] Starting predict_future for UA [2025-09-26T11:15:04.657747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:04.658634] [DEBUG] [LOCAL ] No optimal features file found for UA: ./output/feature-sets/UA.txt [2025-09-26T11:15:04.658737] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:04.658814] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:04.658887] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:04.658998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:04.679610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:04.680590] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:04.680733] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:04.680804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:04.713043] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:04.713270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:04.713332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:04.713369] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:04.717941] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: DOWN (p=13.06%) [2025-09-26T11:15:04.718332] [INFO ] [FORECASTER] Completed predict_future for UA [2025-09-26T11:15:04.718490] [INFO ] [sig ] UA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:04.873013] [INFO ] [LOCAL ] Saved forecast: UA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UA.txt [2025-09-26T11:15:04.873321] [INFO ] [sig ] [1848/2043] Completed UA in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 51.9s [2025-09-26T11:15:04.873404] [INFO ] [sig ] [1849/2043] Forecasting UAA... [2025-09-26T11:15:04.873481] [INFO ] [sig ] Generating forecast for: UAA [2025-09-26T11:15:04.873579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-09-26T11:15:04.884168] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UAA'. [2025-09-26T11:15:04.884587] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-09-26T11:15:04.913207] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:04.914126] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-09-26T11:15:04.914214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:04.914309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:04.914381] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:04.914483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:04.934276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:04.935096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:04.935213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:04.935288] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:04.964438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:04.964573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:04.964618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:04.964687] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:04.968589] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=68.71%) [2025-09-26T11:15:04.969022] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-09-26T11:15:04.969211] [INFO ] [sig ] UAA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:05.128367] [INFO ] [LOCAL ] Saved forecast: UAA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UAA.txt [2025-09-26T11:15:05.128682] [INFO ] [sig ] [1849/2043] Completed UAA in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 51.7s [2025-09-26T11:15:05.128785] [INFO ] [sig ] [1850/2043] Forecasting UAN... [2025-09-26T11:15:05.128862] [INFO ] [sig ] Generating forecast for: UAN [2025-09-26T11:15:05.128936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'. [2025-09-26T11:15:05.138600] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UAN'. [2025-09-26T11:15:05.138974] [INFO ] [FORECASTER] Starting predict_future for UAN [2025-09-26T11:15:05.167009] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:05.167951] [DEBUG] [LOCAL ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt [2025-09-26T11:15:05.168031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:05.168109] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:05.168183] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:05.168293] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:05.188279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:05.188992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:05.189099] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:05.189170] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:05.218527] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:05.218691] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:05.218758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:05.218798] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:05.222539] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=4.71%) [2025-09-26T11:15:05.222869] [INFO ] [FORECASTER] Completed predict_future for UAN [2025-09-26T11:15:05.223020] [INFO ] [sig ] UAN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:05.380893] [INFO ] [LOCAL ] Saved forecast: UAN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UAN.txt [2025-09-26T11:15:05.381183] [INFO ] [sig ] [1850/2043] Completed UAN in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 51.4s [2025-09-26T11:15:05.381264] [INFO ] [sig ] [1851/2043] Forecasting UBER... [2025-09-26T11:15:05.381340] [INFO ] [sig ] Generating forecast for: UBER [2025-09-26T11:15:05.381417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-09-26T11:15:05.391767] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UBER'. [2025-09-26T11:15:05.392141] [INFO ] [FORECASTER] Starting predict_future for UBER [2025-09-26T11:15:05.419161] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:05.420103] [DEBUG] [LOCAL ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt [2025-09-26T11:15:05.420190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:05.420271] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:05.420345] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:05.420455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:05.438883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:05.439795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:05.439912] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:05.439987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:05.467197] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:05.467365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:05.467431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:05.467552] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:05.471103] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: UP (p=82.49%) [2025-09-26T11:15:05.471420] [INFO ] [FORECASTER] Completed predict_future for UBER [2025-09-26T11:15:05.471569] [INFO ] [sig ] UBER: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:05.627720] [INFO ] [LOCAL ] Saved forecast: UBER 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UBER.txt [2025-09-26T11:15:05.628015] [INFO ] [sig ] [1851/2043] Completed UBER in 0.2s | 3.75 sym/s | Total: 8.2m | ETA: 51.1s [2025-09-26T11:15:05.628096] [INFO ] [sig ] [1852/2043] Forecasting UBS... [2025-09-26T11:15:05.628189] [INFO ] [sig ] Generating forecast for: UBS [2025-09-26T11:15:05.628289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-09-26T11:15:05.639099] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UBS'. [2025-09-26T11:15:05.639467] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-09-26T11:15:05.666027] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:05.666973] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-09-26T11:15:05.667073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:05.667175] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:05.667270] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:05.667408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:05.685695] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:05.686322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:05.686445] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:05.686534] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:05.719200] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:05.719372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:05.719421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:05.719460] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:05.723673] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=90.16%) [2025-09-26T11:15:05.724004] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-09-26T11:15:05.724153] [INFO ] [sig ] UBS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:05.874397] [INFO ] [LOCAL ] Saved forecast: UBS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UBS.txt [2025-09-26T11:15:05.874701] [INFO ] [sig ] [1852/2043] Completed UBS in 0.2s | 3.75 sym/s | Total: 8.2m | ETA: 50.9s [2025-09-26T11:15:05.874833] [INFO ] [sig ] [1853/2043] Forecasting UCB... [2025-09-26T11:15:05.874904] [INFO ] [sig ] Generating forecast for: UCB [2025-09-26T11:15:05.874986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'. [2025-09-26T11:15:05.885167] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UCB'. [2025-09-26T11:15:05.885512] [INFO ] [FORECASTER] Starting predict_future for UCB [2025-09-26T11:15:05.911844] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:05.912805] [DEBUG] [LOCAL ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt [2025-09-26T11:15:05.912887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:05.912967] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:05.913059] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:05.913167] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:05.930956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:05.931549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:05.931676] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:05.931755] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:05.959676] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:05.959817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:05.959862] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:05.959897] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:05.963425] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: DOWN (p=17.85%) [2025-09-26T11:15:05.963773] [INFO ] [FORECASTER] Completed predict_future for UCB [2025-09-26T11:15:05.963929] [INFO ] [sig ] UCB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:06.113301] [INFO ] [LOCAL ] Saved forecast: UCB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UCB.txt [2025-09-26T11:15:06.113613] [INFO ] [sig ] [1853/2043] Completed UCB in 0.2s | 3.75 sym/s | Total: 8.2m | ETA: 50.6s [2025-09-26T11:15:06.113730] [INFO ] [sig ] [1854/2043] Forecasting UDR... [2025-09-26T11:15:06.113805] [INFO ] [sig ] Generating forecast for: UDR [2025-09-26T11:15:06.113888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-09-26T11:15:06.125028] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UDR'. [2025-09-26T11:15:06.125399] [INFO ] [FORECASTER] Starting predict_future for UDR [2025-09-26T11:15:06.152999] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:06.153983] [DEBUG] [LOCAL ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt [2025-09-26T11:15:06.154064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:06.154145] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:06.154219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:06.154330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:06.173531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:06.174283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:06.174400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:06.174472] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:06.203390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:06.203552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:06.203624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:06.203705] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:06.207912] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=95.33%) [2025-09-26T11:15:06.208212] [INFO ] [FORECASTER] Completed predict_future for UDR [2025-09-26T11:15:06.208354] [INFO ] [sig ] UDR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:06.361595] [INFO ] [LOCAL ] Saved forecast: UDR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UDR.txt [2025-09-26T11:15:06.361928] [INFO ] [sig ] [1854/2043] Completed UDR in 0.2s | 3.75 sym/s | Total: 8.2m | ETA: 50.3s [2025-09-26T11:15:06.362012] [INFO ] [sig ] [1855/2043] Forecasting UE... [2025-09-26T11:15:06.362083] [INFO ] [sig ] Generating forecast for: UE [2025-09-26T11:15:06.362153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-09-26T11:15:06.373021] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UE'. [2025-09-26T11:15:06.373457] [INFO ] [FORECASTER] Starting predict_future for UE [2025-09-26T11:15:06.400253] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:06.401215] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-09-26T11:15:06.401297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:06.401371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:06.401440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:06.401537] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:06.420034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:06.420697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:06.420807] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:06.420886] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:06.464277] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:06.464467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:06.464517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:06.464554] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:06.468417] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=88.32%) [2025-09-26T11:15:06.468762] [INFO ] [FORECASTER] Completed predict_future for UE [2025-09-26T11:15:06.468919] [INFO ] [sig ] UE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:06.622406] [INFO ] [LOCAL ] Saved forecast: UE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UE.txt [2025-09-26T11:15:06.622733] [INFO ] [sig ] [1855/2043] Completed UE in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 50.1s [2025-09-26T11:15:06.622825] [INFO ] [sig ] [1856/2043] Forecasting UFI... [2025-09-26T11:15:06.622900] [INFO ] [sig ] Generating forecast for: UFI [2025-09-26T11:15:06.622971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-09-26T11:15:06.632412] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UFI'. [2025-09-26T11:15:06.632773] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-09-26T11:15:06.661464] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:06.662400] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-09-26T11:15:06.662479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:06.662554] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:06.662623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:06.662749] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:06.682222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:06.682971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:06.683082] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:06.683153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:06.720408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:06.720580] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:06.720629] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:06.720706] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:06.724372] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: UP (p=54.29%) [2025-09-26T11:15:06.724730] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-09-26T11:15:06.724932] [INFO ] [sig ] UFI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:06.877954] [INFO ] [LOCAL ] Saved forecast: UFI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UFI.txt [2025-09-26T11:15:06.878266] [INFO ] [sig ] [1856/2043] Completed UFI in 0.3s | 3.76 sym/s | Total: 8.2m | ETA: 49.8s [2025-09-26T11:15:06.878347] [INFO ] [sig ] [1857/2043] Forecasting UGI... [2025-09-26T11:15:06.878420] [INFO ] [sig ] Generating forecast for: UGI [2025-09-26T11:15:06.878497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-09-26T11:15:06.889149] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UGI'. [2025-09-26T11:15:06.889553] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-09-26T11:15:06.915853] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:06.916800] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-09-26T11:15:06.916904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:06.916978] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:06.917048] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:06.917148] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:06.935229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:06.935987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:06.936099] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:06.936172] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:06.977050] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:06.977249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:06.977297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:06.977332] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:06.981192] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=75.08%) [2025-09-26T11:15:06.981524] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-09-26T11:15:06.981708] [INFO ] [sig ] UGI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:07.140345] [INFO ] [LOCAL ] Saved forecast: UGI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UGI.txt [2025-09-26T11:15:07.140759] [INFO ] [sig ] [1857/2043] Completed UGI in 0.3s | 3.76 sym/s | Total: 8.2m | ETA: 49.5s [2025-09-26T11:15:07.140844] [INFO ] [sig ] [1858/2043] Forecasting UGP... [2025-09-26T11:15:07.140914] [INFO ] [sig ] Generating forecast for: UGP [2025-09-26T11:15:07.140985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-09-26T11:15:07.152561] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UGP'. [2025-09-26T11:15:07.153123] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-09-26T11:15:07.184487] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:07.186182] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-09-26T11:15:07.186354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:07.186450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:07.186525] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:07.186635] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:07.208232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:07.209233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:07.209409] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:07.209496] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:07.251732] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:07.251952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:07.252020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:07.252057] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:07.256704] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=11.46%) [2025-09-26T11:15:07.257220] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-09-26T11:15:07.257410] [INFO ] [sig ] UGP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:07.416218] [INFO ] [LOCAL ] Saved forecast: UGP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UGP.txt [2025-09-26T11:15:07.416555] [INFO ] [sig ] [1858/2043] Completed UGP in 0.3s | 3.75 sym/s | Total: 8.2m | ETA: 49.3s [2025-09-26T11:15:07.416665] [INFO ] [sig ] [1859/2043] Forecasting UHAL... [2025-09-26T11:15:07.416790] [INFO ] [sig ] Generating forecast for: UHAL [2025-09-26T11:15:07.416934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-09-26T11:15:07.428001] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHAL'. [2025-09-26T11:15:07.428502] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-09-26T11:15:07.454888] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:07.455802] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-09-26T11:15:07.455883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:07.455958] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:07.456028] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:07.456134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:07.474137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:07.475045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:07.475165] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:07.475235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:07.515281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:07.515535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:07.515588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:07.515623] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:07.519430] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=35.21%) [2025-09-26T11:15:07.519791] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-09-26T11:15:07.519958] [INFO ] [sig ] UHAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:07.679747] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UHAL.txt [2025-09-26T11:15:07.680062] [INFO ] [sig ] [1859/2043] Completed UHAL in 0.3s | 3.76 sym/s | Total: 8.3m | ETA: 49.0s [2025-09-26T11:15:07.680145] [INFO ] [sig ] [1860/2043] Forecasting UHS... [2025-09-26T11:15:07.680214] [INFO ] [sig ] Generating forecast for: UHS [2025-09-26T11:15:07.680288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-09-26T11:15:07.692843] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHS'. [2025-09-26T11:15:07.693252] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-09-26T11:15:07.721721] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:07.722669] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-09-26T11:15:07.722753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:07.722829] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:07.722902] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:07.723021] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:07.743225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:07.744018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:07.744143] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:07.744218] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:07.787026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:07.787221] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:07.787270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:07.787307] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:07.791300] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: DOWN (p=19.69%) [2025-09-26T11:15:07.791618] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-09-26T11:15:07.791815] [INFO ] [sig ] UHS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:07.955917] [INFO ] [LOCAL ] Saved forecast: UHS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UHS.txt [2025-09-26T11:15:07.956253] [INFO ] [sig ] [1860/2043] Completed UHS in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 48.7s [2025-09-26T11:15:07.956339] [INFO ] [sig ] [1861/2043] Forecasting UHT... [2025-09-26T11:15:07.956420] [INFO ] [sig ] Generating forecast for: UHT [2025-09-26T11:15:07.956503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'. [2025-09-26T11:15:07.967853] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UHT'. [2025-09-26T11:15:07.968315] [INFO ] [FORECASTER] Starting predict_future for UHT [2025-09-26T11:15:07.997382] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:07.998323] [DEBUG] [LOCAL ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt [2025-09-26T11:15:07.998407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:07.998481] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:07.998552] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:07.998683] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:08.020060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:08.021185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:08.021321] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:08.021401] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:08.058844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:08.059035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:08.059084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:08.059120] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:08.063159] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=36.54%) [2025-09-26T11:15:08.063479] [INFO ] [FORECASTER] Completed predict_future for UHT [2025-09-26T11:15:08.063697] [INFO ] [sig ] UHT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:08.224358] [INFO ] [LOCAL ] Saved forecast: UHT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UHT.txt [2025-09-26T11:15:08.224712] [INFO ] [sig ] [1861/2043] Completed UHT in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 48.5s [2025-09-26T11:15:08.224818] [INFO ] [sig ] [1862/2043] Forecasting UI... [2025-09-26T11:15:08.224908] [INFO ] [sig ] Generating forecast for: UI [2025-09-26T11:15:08.225003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-09-26T11:15:08.236452] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UI'. [2025-09-26T11:15:08.237008] [INFO ] [FORECASTER] Starting predict_future for UI [2025-09-26T11:15:08.265043] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:08.266054] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-09-26T11:15:08.266141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:08.266215] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:08.266286] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:08.266390] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:08.285358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:08.286115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:08.286226] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:08.286299] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:08.325446] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:08.325667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:08.325747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:08.325787] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:08.329560] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=28.14%) [2025-09-26T11:15:08.329999] [INFO ] [FORECASTER] Completed predict_future for UI [2025-09-26T11:15:08.330173] [INFO ] [sig ] UI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:08.490857] [INFO ] [LOCAL ] Saved forecast: UI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UI.txt [2025-09-26T11:15:08.491210] [INFO ] [sig ] [1862/2043] Completed UI in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 48.2s [2025-09-26T11:15:08.491293] [INFO ] [sig ] [1863/2043] Forecasting UIS... [2025-09-26T11:15:08.491366] [INFO ] [sig ] Generating forecast for: UIS [2025-09-26T11:15:08.491440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-09-26T11:15:08.502289] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UIS'. [2025-09-26T11:15:08.502782] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-09-26T11:15:08.533381] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:08.534469] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-09-26T11:15:08.534556] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:08.534630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:08.534724] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:08.534825] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:08.554503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:08.555404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:08.555520] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:08.555592] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:08.601039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:08.601234] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:08.601284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:08.601320] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:08.605132] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=26.80%) [2025-09-26T11:15:08.605462] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-09-26T11:15:08.605611] [INFO ] [sig ] UIS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:08.761864] [INFO ] [LOCAL ] Saved forecast: UIS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UIS.txt [2025-09-26T11:15:08.762177] [INFO ] [sig ] [1863/2043] Completed UIS in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 47.9s [2025-09-26T11:15:08.762260] [INFO ] [sig ] [1864/2043] Forecasting UL... [2025-09-26T11:15:08.762332] [INFO ] [sig ] Generating forecast for: UL [2025-09-26T11:15:08.762402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-09-26T11:15:08.774573] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UL'. [2025-09-26T11:15:08.775099] [INFO ] [FORECASTER] Starting predict_future for UL [2025-09-26T11:15:08.804021] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:08.804985] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-09-26T11:15:08.805068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:08.805143] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:08.805213] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:08.805316] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:08.825776] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:08.826730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:08.826878] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:08.826952] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:08.871242] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:08.871451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:08.871501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:08.871537] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:08.875515] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=70.94%) [2025-09-26T11:15:08.875903] [INFO ] [FORECASTER] Completed predict_future for UL [2025-09-26T11:15:08.876078] [INFO ] [sig ] UL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:09.034010] [INFO ] [LOCAL ] Saved forecast: UL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UL.txt [2025-09-26T11:15:09.034344] [INFO ] [sig ] [1864/2043] Completed UL in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 47.7s [2025-09-26T11:15:09.034430] [INFO ] [sig ] [1865/2043] Forecasting ULS... [2025-09-26T11:15:09.034503] [INFO ] [sig ] Generating forecast for: ULS [2025-09-26T11:15:09.034578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'. [2025-09-26T11:15:09.046238] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ULS'. [2025-09-26T11:15:09.046746] [INFO ] [FORECASTER] Starting predict_future for ULS [2025-09-26T11:15:09.075099] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:09.076120] [DEBUG] [LOCAL ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt [2025-09-26T11:15:09.076207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:09.076298] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:09.076375] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:09.076478] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:09.095775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:09.096491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:09.096603] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:09.096698] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:09.137973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:09.138150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:09.138198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:09.138251] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:09.141983] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=61.37%) [2025-09-26T11:15:09.142346] [INFO ] [FORECASTER] Completed predict_future for ULS [2025-09-26T11:15:09.142501] [INFO ] [sig ] ULS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:09.291063] [INFO ] [LOCAL ] Saved forecast: ULS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ULS.txt [2025-09-26T11:15:09.291359] [INFO ] [sig ] [1865/2043] Completed ULS in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 47.4s [2025-09-26T11:15:09.291443] [INFO ] [sig ] [1866/2043] Forecasting UMC... [2025-09-26T11:15:09.291514] [INFO ] [sig ] Generating forecast for: UMC [2025-09-26T11:15:09.291589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-09-26T11:15:09.302817] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UMC'. [2025-09-26T11:15:09.303197] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-09-26T11:15:09.329763] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:09.330710] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-09-26T11:15:09.330793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:09.330869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:09.330943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:09.331044] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:09.349093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:09.349955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:09.350069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:09.350138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:09.392634] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:09.392845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:09.392894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:09.392929] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:09.396564] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-09-26T11:15:09.396951] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-09-26T11:15:09.397124] [INFO ] [sig ] UMC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:09.544970] [INFO ] [LOCAL ] Saved forecast: UMC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UMC.txt [2025-09-26T11:15:09.545290] [INFO ] [sig ] [1866/2043] Completed UMC in 0.3s | 3.76 sym/s | Total: 8.3m | ETA: 47.1s [2025-09-26T11:15:09.545373] [INFO ] [sig ] [1867/2043] Forecasting UMH... [2025-09-26T11:15:09.545427] [INFO ] [sig ] Generating forecast for: UMH [2025-09-26T11:15:09.545474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-09-26T11:15:09.560983] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UMH'. [2025-09-26T11:15:09.561488] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-09-26T11:15:09.598365] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:09.599487] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-09-26T11:15:09.599582] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:09.599697] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:09.599804] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:09.600069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:09.625760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:09.626539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:09.626699] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:09.626804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:09.681168] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:09.681306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:09.681358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:09.681400] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:09.685963] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: DOWN (p=29.99%) [2025-09-26T11:15:09.686319] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-09-26T11:15:09.686510] [INFO ] [sig ] UMH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:09.878342] [INFO ] [LOCAL ] Saved forecast: UMH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UMH.txt [2025-09-26T11:15:09.878719] [INFO ] [sig ] [1867/2043] Completed UMH in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 46.9s [2025-09-26T11:15:09.878804] [INFO ] [sig ] [1868/2043] Forecasting UNF... [2025-09-26T11:15:09.878875] [INFO ] [sig ] Generating forecast for: UNF [2025-09-26T11:15:09.879048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-09-26T11:15:09.891382] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNF'. [2025-09-26T11:15:09.891805] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-09-26T11:15:09.918164] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:09.919120] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-09-26T11:15:09.919199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:09.919273] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:09.919353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:09.919483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:09.937314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:09.938192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:09.938308] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:09.938393] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:09.979161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:09.979379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:09.979430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:09.979465] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:09.983310] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=20.75%) [2025-09-26T11:15:09.983661] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-09-26T11:15:09.983843] [INFO ] [sig ] UNF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:10.148384] [INFO ] [LOCAL ] Saved forecast: UNF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UNF.txt [2025-09-26T11:15:10.148707] [INFO ] [sig ] [1868/2043] Completed UNF in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 46.6s [2025-09-26T11:15:10.148812] [INFO ] [sig ] [1869/2043] Forecasting UNFI... [2025-09-26T11:15:10.148896] [INFO ] [sig ] Generating forecast for: UNFI [2025-09-26T11:15:10.148981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-09-26T11:15:10.160114] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNFI'. [2025-09-26T11:15:10.160584] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-09-26T11:15:10.190530] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:10.191886] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-09-26T11:15:10.191971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:10.192046] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:10.192131] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:10.192305] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:10.212917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:10.214059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:10.214179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:10.214266] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:10.256137] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:10.256356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:10.256408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:10.256445] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:10.260749] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=50.79%) [2025-09-26T11:15:10.261080] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-09-26T11:15:10.261238] [INFO ] [sig ] UNFI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:10.432320] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UNFI.txt [2025-09-26T11:15:10.432638] [INFO ] [sig ] [1869/2043] Completed UNFI in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 46.3s [2025-09-26T11:15:10.432788] [INFO ] [sig ] [1870/2043] Forecasting UNH... [2025-09-26T11:15:10.432873] [INFO ] [sig ] Generating forecast for: UNH [2025-09-26T11:15:10.432961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-09-26T11:15:10.444170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNH'. [2025-09-26T11:15:10.444725] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-09-26T11:15:10.474576] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:10.475713] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-09-26T11:15:10.475807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:10.475881] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:10.475975] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:10.476165] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:10.498300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:10.499299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:10.499423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:10.499510] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:10.544395] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:10.544593] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:10.544665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:10.544734] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:10.548821] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=64.05%) [2025-09-26T11:15:10.549137] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-09-26T11:15:10.549286] [INFO ] [sig ] UNH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:10.718771] [INFO ] [LOCAL ] Saved forecast: UNH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UNH.txt [2025-09-26T11:15:10.719092] [INFO ] [sig ] [1870/2043] Completed UNH in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 46.1s [2025-09-26T11:15:10.719183] [INFO ] [sig ] [1871/2043] Forecasting UNM... [2025-09-26T11:15:10.719286] [INFO ] [sig ] Generating forecast for: UNM [2025-09-26T11:15:10.719462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-09-26T11:15:10.731075] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNM'. [2025-09-26T11:15:10.731636] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-09-26T11:15:10.759325] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:10.760323] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-09-26T11:15:10.760409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:10.760483] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:10.760552] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:10.760677] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:10.779508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:10.780468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:10.780589] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:10.780691] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:10.821420] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:10.821626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:10.821717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:10.821770] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:10.825691] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=6.16%) [2025-09-26T11:15:10.826050] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-09-26T11:15:10.826205] [INFO ] [sig ] UNM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:10.993314] [INFO ] [LOCAL ] Saved forecast: UNM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UNM.txt [2025-09-26T11:15:10.993618] [INFO ] [sig ] [1871/2043] Completed UNM in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 45.8s [2025-09-26T11:15:10.993722] [INFO ] [sig ] [1872/2043] Forecasting UNMA... [2025-09-26T11:15:10.993792] [INFO ] [sig ] Generating forecast for: UNMA [2025-09-26T11:15:10.993863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-09-26T11:15:11.004639] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNMA'. [2025-09-26T11:15:11.005229] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-09-26T11:15:11.035070] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:11.036069] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-09-26T11:15:11.036152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:11.036242] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:11.036330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:11.036460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:11.056103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:11.057149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:11.057313] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:11.057391] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:11.094254] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:11.094455] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:11.094503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:11.094555] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:11.098425] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: UP (p=91.81%) [2025-09-26T11:15:11.098812] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-09-26T11:15:11.098990] [INFO ] [sig ] UNMA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:11.253352] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UNMA.txt [2025-09-26T11:15:11.253705] [INFO ] [sig ] [1872/2043] Completed UNMA in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 45.5s [2025-09-26T11:15:11.253817] [INFO ] [sig ] [1873/2043] Forecasting UNP... [2025-09-26T11:15:11.253908] [INFO ] [sig ] Generating forecast for: UNP [2025-09-26T11:15:11.254001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-09-26T11:15:11.265515] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UNP'. [2025-09-26T11:15:11.265942] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-09-26T11:15:11.293197] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:11.294184] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-09-26T11:15:11.294264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:11.294337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:11.294406] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:11.294503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:11.313863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:11.314625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:11.314764] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:11.314833] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:11.355469] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:11.355724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:11.355798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:11.355838] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:11.360310] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=95.87%) [2025-09-26T11:15:11.360664] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-09-26T11:15:11.360947] [INFO ] [sig ] UNP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:11.602675] [INFO ] [LOCAL ] Saved forecast: UNP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UNP.txt [2025-09-26T11:15:11.603007] [INFO ] [sig ] [1873/2043] Completed UNP in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 45.3s [2025-09-26T11:15:11.603094] [INFO ] [sig ] [1874/2043] Forecasting UP... [2025-09-26T11:15:11.603166] [INFO ] [sig ] Generating forecast for: UP [2025-09-26T11:15:11.603241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'. [2025-09-26T11:15:11.614904] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UP'. [2025-09-26T11:15:11.615410] [INFO ] [FORECASTER] Starting predict_future for UP [2025-09-26T11:15:11.652139] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:11.653316] [DEBUG] [LOCAL ] No optimal features file found for UP: ./output/feature-sets/UP.txt [2025-09-26T11:15:11.653410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:11.653501] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:11.653584] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:11.653744] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:11.676107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:11.677199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:11.677347] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:11.677433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:11.719061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:11.719268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:11.719319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:11.719357] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:11.723676] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=50.26%) [2025-09-26T11:15:11.724099] [INFO ] [FORECASTER] Completed predict_future for UP [2025-09-26T11:15:11.724271] [INFO ] [sig ] UP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:11.885286] [INFO ] [LOCAL ] Saved forecast: UP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UP.txt [2025-09-26T11:15:11.885602] [INFO ] [sig ] [1874/2043] Completed UP in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 45.0s [2025-09-26T11:15:11.885706] [INFO ] [sig ] [1875/2043] Forecasting UPS... [2025-09-26T11:15:11.885779] [INFO ] [sig ] Generating forecast for: UPS [2025-09-26T11:15:11.885854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-09-26T11:15:11.899617] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UPS'. [2025-09-26T11:15:11.900152] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-09-26T11:15:11.928428] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:11.929503] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-09-26T11:15:11.929585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:11.929687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:11.929759] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:11.929902] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:11.950491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:11.951372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:11.951490] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:11.951561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:11.992435] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:11.992627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:11.992719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:11.992796] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:11.996781] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=20.45%) [2025-09-26T11:15:11.997120] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-09-26T11:15:11.997272] [INFO ] [sig ] UPS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:12.162457] [INFO ] [LOCAL ] Saved forecast: UPS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UPS.txt [2025-09-26T11:15:12.162779] [INFO ] [sig ] [1875/2043] Completed UPS in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 44.8s [2025-09-26T11:15:12.162863] [INFO ] [sig ] [1876/2043] Forecasting URI... [2025-09-26T11:15:12.162915] [INFO ] [sig ] Generating forecast for: URI [2025-09-26T11:15:12.162953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-09-26T11:15:12.175080] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'URI'. [2025-09-26T11:15:12.175625] [INFO ] [FORECASTER] Starting predict_future for URI [2025-09-26T11:15:12.212155] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:12.213145] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-09-26T11:15:12.213227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:12.213301] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:12.213373] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:12.213473] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:12.234369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:12.235410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:12.235538] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:12.235630] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:12.278862] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:12.279077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:12.279129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:12.279164] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:12.282970] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=14.89%) [2025-09-26T11:15:12.283294] [INFO ] [FORECASTER] Completed predict_future for URI [2025-09-26T11:15:12.283440] [INFO ] [sig ] URI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:12.446250] [INFO ] [LOCAL ] Saved forecast: URI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/URI.txt [2025-09-26T11:15:12.446573] [INFO ] [sig ] [1876/2043] Completed URI in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 44.5s [2025-09-26T11:15:12.446692] [INFO ] [sig ] [1877/2043] Forecasting USA... [2025-09-26T11:15:12.446763] [INFO ] [sig ] Generating forecast for: USA [2025-09-26T11:15:12.446864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-09-26T11:15:12.458032] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USA'. [2025-09-26T11:15:12.458548] [INFO ] [FORECASTER] Starting predict_future for USA [2025-09-26T11:15:12.487270] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:12.488212] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-09-26T11:15:12.488294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:12.488368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:12.488444] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:12.488568] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:12.508189] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:12.509315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:12.509441] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:12.509514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:12.549737] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:12.549945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:12.549996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:12.550033] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:12.554353] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=57.92%) [2025-09-26T11:15:12.554765] [INFO ] [FORECASTER] Completed predict_future for USA [2025-09-26T11:15:12.554973] [INFO ] [sig ] USA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:12.726769] [INFO ] [LOCAL ] Saved forecast: USA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/USA.txt [2025-09-26T11:15:12.727371] [INFO ] [sig ] [1877/2043] Completed USA in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 44.2s [2025-09-26T11:15:12.727466] [INFO ] [sig ] [1878/2043] Forecasting USAC... [2025-09-26T11:15:12.727541] [INFO ] [sig ] Generating forecast for: USAC [2025-09-26T11:15:12.727629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-09-26T11:15:12.742004] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USAC'. [2025-09-26T11:15:12.742450] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-09-26T11:15:12.771749] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:12.772618] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-09-26T11:15:12.772723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:12.772797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:12.772844] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:12.772937] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:12.791278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:12.791950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:12.792059] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:12.792130] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:12.830378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:12.830551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:12.830668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:12.830769] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:12.834494] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=12.82%) [2025-09-26T11:15:12.834883] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-09-26T11:15:12.835059] [INFO ] [sig ] USAC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:12.997434] [INFO ] [LOCAL ] Saved forecast: USAC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/USAC.txt [2025-09-26T11:15:12.997740] [INFO ] [sig ] [1878/2043] Completed USAC in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 44.0s [2025-09-26T11:15:12.997821] [INFO ] [sig ] [1879/2043] Forecasting USB... [2025-09-26T11:15:12.997891] [INFO ] [sig ] Generating forecast for: USB [2025-09-26T11:15:12.997961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-09-26T11:15:13.010496] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USB'. [2025-09-26T11:15:13.011064] [INFO ] [FORECASTER] Starting predict_future for USB [2025-09-26T11:15:13.038024] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:13.038975] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-09-26T11:15:13.039056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:13.039133] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:13.039204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:13.039284] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:13.058491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:13.059200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:13.059310] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:13.059382] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:13.099277] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:13.099437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:13.099485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:13.099537] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:13.103185] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=12.41%) [2025-09-26T11:15:13.103498] [INFO ] [FORECASTER] Completed predict_future for USB [2025-09-26T11:15:13.103673] [INFO ] [sig ] USB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:13.255123] [INFO ] [LOCAL ] Saved forecast: USB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/USB.txt [2025-09-26T11:15:13.255425] [INFO ] [sig ] [1879/2043] Completed USB in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 43.7s [2025-09-26T11:15:13.255506] [INFO ] [sig ] [1880/2043] Forecasting USFD... [2025-09-26T11:15:13.255578] [INFO ] [sig ] Generating forecast for: USFD [2025-09-26T11:15:13.255675] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-09-26T11:15:13.266600] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USFD'. [2025-09-26T11:15:13.267040] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-09-26T11:15:13.293016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:13.293873] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-09-26T11:15:13.293950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:13.294022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:13.294091] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:13.294191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:13.313141] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:13.313879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:13.313984] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:13.314053] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:13.351794] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:13.351968] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:13.352015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:13.352050] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:13.355671] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: DOWN (p=42.61%) [2025-09-26T11:15:13.355979] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-09-26T11:15:13.356124] [INFO ] [sig ] USFD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:13.509751] [INFO ] [LOCAL ] Saved forecast: USFD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/USFD.txt [2025-09-26T11:15:13.510046] [INFO ] [sig ] [1880/2043] Completed USFD in 0.3s | 3.75 sym/s | Total: 8.3m | ETA: 43.4s [2025-09-26T11:15:13.510126] [INFO ] [sig ] [1881/2043] Forecasting USNA... [2025-09-26T11:15:13.510194] [INFO ] [sig ] Generating forecast for: USNA [2025-09-26T11:15:13.510266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'. [2025-09-26T11:15:13.521028] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USNA'. [2025-09-26T11:15:13.521469] [INFO ] [FORECASTER] Starting predict_future for USNA [2025-09-26T11:15:13.548156] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:13.549095] [DEBUG] [LOCAL ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt [2025-09-26T11:15:13.549174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:13.549247] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:13.549316] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:13.549416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:13.568009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:13.568736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:13.568847] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:13.568918] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:13.603368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:13.603544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:13.603597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:13.603661] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:13.607291] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: UP (p=52.64%) [2025-09-26T11:15:13.607611] [INFO ] [FORECASTER] Completed predict_future for USNA [2025-09-26T11:15:13.607806] [INFO ] [sig ] USNA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:13.784836] [INFO ] [LOCAL ] Saved forecast: USNA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/USNA.txt [2025-09-26T11:15:13.785137] [INFO ] [sig ] [1881/2043] Completed USNA in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 43.2s [2025-09-26T11:15:13.785215] [INFO ] [sig ] [1882/2043] Forecasting USPH... [2025-09-26T11:15:13.785284] [INFO ] [sig ] Generating forecast for: USPH [2025-09-26T11:15:13.785356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'. [2025-09-26T11:15:13.795814] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'USPH'. [2025-09-26T11:15:13.796184] [INFO ] [FORECASTER] Starting predict_future for USPH [2025-09-26T11:15:13.824507] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:13.825446] [DEBUG] [LOCAL ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt [2025-09-26T11:15:13.825543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:13.825619] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:13.825712] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:13.825816] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:13.845291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:13.845984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:13.846096] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:13.846168] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:13.874937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:13.875100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:13.875147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:13.875182] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:13.878974] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: UP (p=74.33%) [2025-09-26T11:15:13.879273] [INFO ] [FORECASTER] Completed predict_future for USPH [2025-09-26T11:15:13.879415] [INFO ] [sig ] USPH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:14.038966] [INFO ] [LOCAL ] Saved forecast: USPH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/USPH.txt [2025-09-26T11:15:14.039305] [INFO ] [sig ] [1882/2043] Completed USPH in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 42.9s [2025-09-26T11:15:14.039387] [INFO ] [sig ] [1883/2043] Forecasting UTF... [2025-09-26T11:15:14.039460] [INFO ] [sig ] Generating forecast for: UTF [2025-09-26T11:15:14.039535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-09-26T11:15:14.050153] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTF'. [2025-09-26T11:15:14.050512] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-09-26T11:15:14.076985] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:14.077962] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-09-26T11:15:14.078045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:14.078120] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:14.078189] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:14.078291] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:14.097238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:14.098001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:14.098113] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:14.098196] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:14.127939] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:14.128110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:14.128159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:14.128238] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:14.132172] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=89.95%) [2025-09-26T11:15:14.132510] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-09-26T11:15:14.132688] [INFO ] [sig ] UTF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:14.294760] [INFO ] [LOCAL ] Saved forecast: UTF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UTF.txt [2025-09-26T11:15:14.295144] [INFO ] [sig ] [1883/2043] Completed UTF in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 42.6s [2025-09-26T11:15:14.295245] [INFO ] [sig ] [1884/2043] Forecasting UTI... [2025-09-26T11:15:14.295349] [INFO ] [sig ] Generating forecast for: UTI [2025-09-26T11:15:14.295450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-09-26T11:15:14.307135] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTI'. [2025-09-26T11:15:14.307621] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-09-26T11:15:14.335818] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:14.336845] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-09-26T11:15:14.336929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:14.337016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:14.337098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:14.337223] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:14.356918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:14.357795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:14.357909] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:14.357993] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:14.392141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:14.392310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:14.392358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:14.392397] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:14.397007] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=73.54%) [2025-09-26T11:15:14.397352] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-09-26T11:15:14.397511] [INFO ] [sig ] UTI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:14.566031] [INFO ] [LOCAL ] Saved forecast: UTI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UTI.txt [2025-09-26T11:15:14.566362] [INFO ] [sig ] [1884/2043] Completed UTI in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 42.4s [2025-09-26T11:15:14.566456] [INFO ] [sig ] [1885/2043] Forecasting UTL... [2025-09-26T11:15:14.566538] [INFO ] [sig ] Generating forecast for: UTL [2025-09-26T11:15:14.566626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-09-26T11:15:14.577695] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTL'. [2025-09-26T11:15:14.578102] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-09-26T11:15:14.607211] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:14.608311] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-09-26T11:15:14.608401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:14.608476] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:14.608546] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:14.608669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:14.628553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:14.629496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:14.629616] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:14.629711] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:14.665692] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:14.665899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:14.665949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:14.665986] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:14.670166] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=45.85%) [2025-09-26T11:15:14.670661] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-09-26T11:15:14.670856] [INFO ] [sig ] UTL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:14.830517] [INFO ] [LOCAL ] Saved forecast: UTL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UTL.txt [2025-09-26T11:15:14.830878] [INFO ] [sig ] [1885/2043] Completed UTL in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 42.1s [2025-09-26T11:15:14.830962] [INFO ] [sig ] [1886/2043] Forecasting UTZ... [2025-09-26T11:15:14.831036] [INFO ] [sig ] Generating forecast for: UTZ [2025-09-26T11:15:14.831124] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-09-26T11:15:14.842529] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UTZ'. [2025-09-26T11:15:14.842983] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-09-26T11:15:14.869625] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:14.870634] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-09-26T11:15:14.870741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:14.870816] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:14.870885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:14.870986] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:14.889829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:14.890530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:14.890662] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:14.890736] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:14.928840] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:14.929029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:14.929077] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:14.929113] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:14.933043] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=85.18%) [2025-09-26T11:15:14.933361] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-09-26T11:15:14.933517] [INFO ] [sig ] UTZ: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:15.087722] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UTZ.txt [2025-09-26T11:15:15.088019] [INFO ] [sig ] [1886/2043] Completed UTZ in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 41.8s [2025-09-26T11:15:15.088099] [INFO ] [sig ] [1887/2043] Forecasting UVE... [2025-09-26T11:15:15.088171] [INFO ] [sig ] Generating forecast for: UVE [2025-09-26T11:15:15.088251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-09-26T11:15:15.099334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UVE'. [2025-09-26T11:15:15.099755] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-09-26T11:15:15.126357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:15.127378] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-09-26T11:15:15.127460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:15.127537] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:15.127617] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:15.127740] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:15.147133] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:15.147883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:15.147995] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:15.148066] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:15.185244] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:15.185432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:15.185481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:15.185516] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:15.189268] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=0.19%) [2025-09-26T11:15:15.189577] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-09-26T11:15:15.189760] [INFO ] [sig ] UVE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:15.344393] [INFO ] [LOCAL ] Saved forecast: UVE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UVE.txt [2025-09-26T11:15:15.344712] [INFO ] [sig ] [1887/2043] Completed UVE in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 41.6s [2025-09-26T11:15:15.344792] [INFO ] [sig ] [1888/2043] Forecasting UVV... [2025-09-26T11:15:15.344874] [INFO ] [sig ] Generating forecast for: UVV [2025-09-26T11:15:15.344950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'. [2025-09-26T11:15:15.356543] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UVV'. [2025-09-26T11:15:15.357056] [INFO ] [FORECASTER] Starting predict_future for UVV [2025-09-26T11:15:15.383932] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:15.384935] [DEBUG] [LOCAL ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt [2025-09-26T11:15:15.385033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:15.385109] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:15.385179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:15.385280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:15.403944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:15.404573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:15.404710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:15.404784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:15.441568] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:15.441773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:15.441834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:15.441868] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:15.445455] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=17.29%) [2025-09-26T11:15:15.445812] [INFO ] [FORECASTER] Completed predict_future for UVV [2025-09-26T11:15:15.445968] [INFO ] [sig ] UVV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:15.601633] [INFO ] [LOCAL ] Saved forecast: UVV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UVV.txt [2025-09-26T11:15:15.601978] [INFO ] [sig ] [1888/2043] Completed UVV in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 41.3s [2025-09-26T11:15:15.602058] [INFO ] [sig ] [1889/2043] Forecasting UWMC... [2025-09-26T11:15:15.602127] [INFO ] [sig ] Generating forecast for: UWMC [2025-09-26T11:15:15.602204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-09-26T11:15:15.612997] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UWMC'. [2025-09-26T11:15:15.613420] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-09-26T11:15:15.641140] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:15.642058] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-09-26T11:15:15.642137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:15.642208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:15.642276] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:15.642428] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:15.661725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:15.662784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:15.662903] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:15.662982] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:15.699899] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:15.700050] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:15.700097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:15.700132] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:15.704024] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=5.03%) [2025-09-26T11:15:15.704412] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-09-26T11:15:15.704562] [INFO ] [sig ] UWMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:15.859279] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/UWMC.txt [2025-09-26T11:15:15.859578] [INFO ] [sig ] [1889/2043] Completed UWMC in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 41.0s [2025-09-26T11:15:15.859682] [INFO ] [sig ] [1890/2043] Forecasting UZD... [2025-09-26T11:15:15.859755] [INFO ] [sig ] Generating forecast for: UZD [2025-09-26T11:15:15.859828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'. [2025-09-26T11:15:15.870064] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UZD'. [2025-09-26T11:15:15.870562] [INFO ] [FORECASTER] Starting predict_future for UZD [2025-09-26T11:15:15.898827] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:15.900030] [DEBUG] [LOCAL ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt [2025-09-26T11:15:15.900117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:15.900194] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:15.900269] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:15.900389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:15.923795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:15.924734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:15.924850] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:15.924937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:15.955128] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:15.955359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:15.955444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:15.955523] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:15.962204] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=54.67%) [2025-09-26T11:15:15.962763] [INFO ] [FORECASTER] Completed predict_future for UZD [2025-09-26T11:15:15.962986] [INFO ] [sig ] UZD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:16.115219] [INFO ] [LOCAL ] Saved forecast: UZD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UZD.txt [2025-09-26T11:15:16.115518] [INFO ] [sig ] [1890/2043] Completed UZD in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 40.8s [2025-09-26T11:15:16.115599] [INFO ] [sig ] [1891/2043] Forecasting UZE... [2025-09-26T11:15:16.115694] [INFO ] [sig ] Generating forecast for: UZE [2025-09-26T11:15:16.115774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-09-26T11:15:16.126209] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UZE'. [2025-09-26T11:15:16.126616] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-09-26T11:15:16.153371] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:16.154324] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-09-26T11:15:16.154426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:16.154527] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:16.154678] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:16.154820] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:16.173781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:16.174444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:16.174582] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:16.174725] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:16.206953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:16.207168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:16.207227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:16.207267] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:16.211455] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=98.45%) [2025-09-26T11:15:16.211834] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-09-26T11:15:16.212001] [INFO ] [sig ] UZE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:16.365687] [INFO ] [LOCAL ] Saved forecast: UZE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UZE.txt [2025-09-26T11:15:16.366000] [INFO ] [sig ] [1891/2043] Completed UZE in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 40.5s [2025-09-26T11:15:16.366097] [INFO ] [sig ] [1892/2043] Forecasting UZF... [2025-09-26T11:15:16.366203] [INFO ] [sig ] Generating forecast for: UZF [2025-09-26T11:15:16.366307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'. [2025-09-26T11:15:16.377376] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'UZF'. [2025-09-26T11:15:16.377830] [INFO ] [FORECASTER] Starting predict_future for UZF [2025-09-26T11:15:16.404881] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:16.405830] [DEBUG] [LOCAL ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt [2025-09-26T11:15:16.405909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:16.405983] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:16.406069] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:16.406216] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:16.424489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:16.425126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:16.425236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:16.425321] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:16.462351] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:16.462482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:16.462524] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:16.462558] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:16.465989] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: UP (p=75.29%) [2025-09-26T11:15:16.466275] [INFO ] [FORECASTER] Completed predict_future for UZF [2025-09-26T11:15:16.466446] [INFO ] [sig ] UZF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:16.640154] [INFO ] [LOCAL ] Saved forecast: UZF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/UZF.txt [2025-09-26T11:15:16.640433] [INFO ] [sig ] [1892/2043] Completed UZF in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 40.2s [2025-09-26T11:15:16.640512] [INFO ] [sig ] [1893/2043] Forecasting V... [2025-09-26T11:15:16.640584] [INFO ] [sig ] Generating forecast for: V [2025-09-26T11:15:16.640682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'. [2025-09-26T11:15:16.654152] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'V'. [2025-09-26T11:15:16.654580] [INFO ] [FORECASTER] Starting predict_future for V [2025-09-26T11:15:16.684774] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:16.685763] [DEBUG] [LOCAL ] No optimal features file found for V: ./output/feature-sets/V.txt [2025-09-26T11:15:16.685844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:16.685918] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:16.685989] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:16.686089] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:16.708412] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:16.709127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:16.709239] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:16.709310] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:16.751315] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:16.751460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:16.751508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:16.751546] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:16.755853] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=92.53%) [2025-09-26T11:15:16.756152] [INFO ] [FORECASTER] Completed predict_future for V [2025-09-26T11:15:16.756307] [INFO ] [sig ] V: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:16.924483] [INFO ] [LOCAL ] Saved forecast: V 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/V.txt [2025-09-26T11:15:16.924805] [INFO ] [sig ] [1893/2043] Completed V in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 40.0s [2025-09-26T11:15:16.924891] [INFO ] [sig ] [1894/2043] Forecasting VAC... [2025-09-26T11:15:16.924963] [INFO ] [sig ] Generating forecast for: VAC [2025-09-26T11:15:16.925037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-09-26T11:15:16.936032] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VAC'. [2025-09-26T11:15:16.936469] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-09-26T11:15:16.963012] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:16.963924] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-09-26T11:15:16.964002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:16.964073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:16.964140] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:16.964239] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:16.981929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:16.982634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:16.982767] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:16.982839] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:17.017462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:17.017613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:17.017694] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:17.017750] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:17.021304] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=73.14%) [2025-09-26T11:15:17.021620] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-09-26T11:15:17.021835] [INFO ] [sig ] VAC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:17.171051] [INFO ] [LOCAL ] Saved forecast: VAC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VAC.txt [2025-09-26T11:15:17.171357] [INFO ] [sig ] [1894/2043] Completed VAC in 0.2s | 3.75 sym/s | Total: 8.4m | ETA: 39.7s [2025-09-26T11:15:17.171434] [INFO ] [sig ] [1895/2043] Forecasting VAL... [2025-09-26T11:15:17.171503] [INFO ] [sig ] Generating forecast for: VAL [2025-09-26T11:15:17.171574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-09-26T11:15:17.182115] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VAL'. [2025-09-26T11:15:17.182457] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-09-26T11:15:17.208544] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:17.209499] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-09-26T11:15:17.209600] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:17.209715] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:17.209802] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:17.209936] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:17.227975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:17.228672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:17.228822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:17.228918] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:17.262385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:17.262573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:17.262624] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:17.262705] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:17.267044] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=34.23%) [2025-09-26T11:15:17.267372] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-09-26T11:15:17.267525] [INFO ] [sig ] VAL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:17.421070] [INFO ] [LOCAL ] Saved forecast: VAL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VAL.txt [2025-09-26T11:15:17.421433] [INFO ] [sig ] [1895/2043] Completed VAL in 0.2s | 3.75 sym/s | Total: 8.4m | ETA: 39.4s [2025-09-26T11:15:17.421537] [INFO ] [sig ] [1896/2043] Forecasting VALE... [2025-09-26T11:15:17.421629] [INFO ] [sig ] Generating forecast for: VALE [2025-09-26T11:15:17.421752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-09-26T11:15:17.433234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VALE'. [2025-09-26T11:15:17.433761] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-09-26T11:15:17.462808] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:17.463783] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-09-26T11:15:17.463878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:17.463952] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:17.464020] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:17.464137] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:17.484340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:17.485157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:17.485279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:17.485353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:17.515833] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:17.515995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:17.516045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:17.516082] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:17.519808] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=92.03%) [2025-09-26T11:15:17.520102] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-09-26T11:15:17.520243] [INFO ] [sig ] VALE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:17.675045] [INFO ] [LOCAL ] Saved forecast: VALE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VALE.txt [2025-09-26T11:15:17.675368] [INFO ] [sig ] [1896/2043] Completed VALE in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 39.2s [2025-09-26T11:15:17.675447] [INFO ] [sig ] [1897/2043] Forecasting VATE... [2025-09-26T11:15:17.675516] [INFO ] [sig ] Generating forecast for: VATE [2025-09-26T11:15:17.675587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'. [2025-09-26T11:15:17.685411] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VATE'. [2025-09-26T11:15:17.685853] [INFO ] [FORECASTER] Starting predict_future for VATE [2025-09-26T11:15:17.713037] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:17.714051] [DEBUG] [LOCAL ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt [2025-09-26T11:15:17.714157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:17.714238] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:17.714308] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:17.714422] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:17.733716] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:17.734748] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:17.734874] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:17.734950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:17.765059] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:17.765249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:17.765299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:17.765336] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:17.769215] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: DOWN (p=3.78%) [2025-09-26T11:15:17.769533] [INFO ] [FORECASTER] Completed predict_future for VATE [2025-09-26T11:15:17.769707] [INFO ] [sig ] VATE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:17.940503] [INFO ] [LOCAL ] Saved forecast: VATE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VATE.txt [2025-09-26T11:15:17.941269] [INFO ] [sig ] [1897/2043] Completed VATE in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 38.9s [2025-09-26T11:15:17.941360] [INFO ] [sig ] [1898/2043] Forecasting VBF... [2025-09-26T11:15:17.941440] [INFO ] [sig ] Generating forecast for: VBF [2025-09-26T11:15:17.941573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-09-26T11:15:17.958224] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VBF'. [2025-09-26T11:15:17.958801] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-09-26T11:15:17.990057] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:17.991195] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-09-26T11:15:17.991292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:17.991457] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:17.991532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:17.991709] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:18.010833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:18.011952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:18.012197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:18.012273] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:18.048624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:18.048850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:18.048904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:18.048939] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:18.053022] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=18.08%) [2025-09-26T11:15:18.053412] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-09-26T11:15:18.053570] [INFO ] [sig ] VBF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:18.212633] [INFO ] [LOCAL ] Saved forecast: VBF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VBF.txt [2025-09-26T11:15:18.212964] [INFO ] [sig ] [1898/2043] Completed VBF in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 38.6s [2025-09-26T11:15:18.213045] [INFO ] [sig ] [1899/2043] Forecasting VCV... [2025-09-26T11:15:18.213125] [INFO ] [sig ] Generating forecast for: VCV [2025-09-26T11:15:18.213200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'. [2025-09-26T11:15:18.223759] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VCV'. [2025-09-26T11:15:18.224091] [INFO ] [FORECASTER] Starting predict_future for VCV [2025-09-26T11:15:18.253604] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:18.254563] [DEBUG] [LOCAL ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt [2025-09-26T11:15:18.254670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:18.254753] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:18.254824] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:18.254928] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:18.274614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:18.275250] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:18.275362] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:18.275433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:18.314259] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:18.314379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:18.314422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:18.314455] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:18.317882] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: UP (p=96.82%) [2025-09-26T11:15:18.318230] [INFO ] [FORECASTER] Completed predict_future for VCV [2025-09-26T11:15:18.318431] [INFO ] [sig ] VCV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:18.479607] [INFO ] [LOCAL ] Saved forecast: VCV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VCV.txt [2025-09-26T11:15:18.479940] [INFO ] [sig ] [1899/2043] Completed VCV in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 38.4s [2025-09-26T11:15:18.480021] [INFO ] [sig ] [1900/2043] Forecasting VEEV... [2025-09-26T11:15:18.480092] [INFO ] [sig ] Generating forecast for: VEEV [2025-09-26T11:15:18.480164] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'. [2025-09-26T11:15:18.491546] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VEEV'. [2025-09-26T11:15:18.491992] [INFO ] [FORECASTER] Starting predict_future for VEEV [2025-09-26T11:15:18.519069] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:18.519959] [DEBUG] [LOCAL ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt [2025-09-26T11:15:18.520038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:18.520111] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:18.520178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:18.520274] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:18.538819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:18.539519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:18.539627] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:18.539710] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:18.575824] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:18.576018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:18.576063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:18.576096] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:18.579703] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=42.39%) [2025-09-26T11:15:18.580018] [INFO ] [FORECASTER] Completed predict_future for VEEV [2025-09-26T11:15:18.580187] [INFO ] [sig ] VEEV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:18.736443] [INFO ] [LOCAL ] Saved forecast: VEEV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VEEV.txt [2025-09-26T11:15:18.736784] [INFO ] [sig ] [1900/2043] Completed VEEV in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 38.1s [2025-09-26T11:15:18.736883] [INFO ] [sig ] [1901/2043] Forecasting VEL... [2025-09-26T11:15:18.736964] [INFO ] [sig ] Generating forecast for: VEL [2025-09-26T11:15:18.737039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-09-26T11:15:18.748830] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VEL'. [2025-09-26T11:15:18.749314] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-09-26T11:15:18.777054] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:18.777939] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-09-26T11:15:18.778020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:18.778100] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:18.778186] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:18.778356] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:18.798061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:18.798861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:18.798969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:18.799057] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:18.836196] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:18.836307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:18.836347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:18.836380] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:18.839862] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=93.93%) [2025-09-26T11:15:18.840202] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-09-26T11:15:18.840386] [INFO ] [sig ] VEL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:18.997450] [INFO ] [LOCAL ] Saved forecast: VEL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VEL.txt [2025-09-26T11:15:18.997747] [INFO ] [sig ] [1901/2043] Completed VEL in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 37.8s [2025-09-26T11:15:18.997827] [INFO ] [sig ] [1902/2043] Forecasting VET... [2025-09-26T11:15:18.997897] [INFO ] [sig ] Generating forecast for: VET [2025-09-26T11:15:18.997969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'. [2025-09-26T11:15:19.008710] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VET'. [2025-09-26T11:15:19.009034] [INFO ] [FORECASTER] Starting predict_future for VET [2025-09-26T11:15:19.035790] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:19.036613] [DEBUG] [LOCAL ] No optimal features file found for VET: ./output/feature-sets/VET.txt [2025-09-26T11:15:19.036720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:19.036839] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:19.036924] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:19.037051] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:19.055763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:19.056376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:19.056504] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:19.056578] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:19.094437] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:19.094541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:19.094582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:19.094614] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:19.097891] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-09-26T11:15:19.098243] [INFO ] [FORECASTER] Completed predict_future for VET [2025-09-26T11:15:19.098394] [INFO ] [sig ] VET: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:19.248681] [INFO ] [LOCAL ] Saved forecast: VET 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VET.txt [2025-09-26T11:15:19.248944] [INFO ] [sig ] [1902/2043] Completed VET in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 37.6s [2025-09-26T11:15:19.249021] [INFO ] [sig ] [1903/2043] Forecasting VFC... [2025-09-26T11:15:19.249092] [INFO ] [sig ] Generating forecast for: VFC [2025-09-26T11:15:19.249165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-09-26T11:15:19.260498] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VFC'. [2025-09-26T11:15:19.260980] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-09-26T11:15:19.287907] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:19.288818] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-09-26T11:15:19.288898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:19.288970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:19.289036] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:19.289132] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:19.307458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:19.308217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:19.308329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:19.308396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:19.346017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:19.346204] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:19.346252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:19.346286] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:19.350249] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=25.16%) [2025-09-26T11:15:19.350613] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-09-26T11:15:19.350804] [INFO ] [sig ] VFC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:19.507528] [INFO ] [LOCAL ] Saved forecast: VFC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VFC.txt [2025-09-26T11:15:19.507877] [INFO ] [sig ] [1903/2043] Completed VFC in 0.3s | 3.75 sym/s | Total: 8.4m | ETA: 37.3s [2025-09-26T11:15:19.507958] [INFO ] [sig ] [1904/2043] Forecasting VGI... [2025-09-26T11:15:19.508028] [INFO ] [sig ] Generating forecast for: VGI [2025-09-26T11:15:19.508101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-09-26T11:15:19.518221] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VGI'. [2025-09-26T11:15:19.518554] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-09-26T11:15:19.546291] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:19.547250] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-09-26T11:15:19.547348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:19.547429] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:19.547529] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:19.547631] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:19.566576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:19.567439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:19.567549] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:19.567620] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:19.604381] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:19.604522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:19.604570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:19.604605] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:19.608279] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=71.65%) [2025-09-26T11:15:19.608568] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-09-26T11:15:19.608741] [INFO ] [sig ] VGI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:19.774351] [INFO ] [LOCAL ] Saved forecast: VGI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VGI.txt [2025-09-26T11:15:19.774725] [INFO ] [sig ] [1904/2043] Completed VGI in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 37.0s [2025-09-26T11:15:19.774811] [INFO ] [sig ] [1905/2043] Forecasting VGM... [2025-09-26T11:15:19.774881] [INFO ] [sig ] Generating forecast for: VGM [2025-09-26T11:15:19.774932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-09-26T11:15:19.785346] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VGM'. [2025-09-26T11:15:19.785773] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-09-26T11:15:19.813755] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:19.814892] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-09-26T11:15:19.814972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:19.815053] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:19.815126] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:19.815236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:19.834884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:19.835858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:19.835977] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:19.836054] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:19.867535] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:19.867742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:19.867808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:19.867845] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:19.871542] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=7.25%) [2025-09-26T11:15:19.871871] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-09-26T11:15:19.872025] [INFO ] [sig ] VGM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:20.029515] [INFO ] [LOCAL ] Saved forecast: VGM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VGM.txt [2025-09-26T11:15:20.029863] [INFO ] [sig ] [1905/2043] Completed VGM in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 36.8s [2025-09-26T11:15:20.029946] [INFO ] [sig ] [1906/2043] Forecasting VHI... [2025-09-26T11:15:20.030022] [INFO ] [sig ] Generating forecast for: VHI [2025-09-26T11:15:20.030109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'. [2025-09-26T11:15:20.039436] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VHI'. [2025-09-26T11:15:20.039803] [INFO ] [FORECASTER] Starting predict_future for VHI [2025-09-26T11:15:20.068572] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:20.069504] [DEBUG] [LOCAL ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt [2025-09-26T11:15:20.069588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:20.069699] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:20.069771] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:20.069860] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:20.089973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:20.090607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:20.090744] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:20.090815] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:20.122014] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:20.122200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:20.122250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:20.122287] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:20.126275] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=99.03%) [2025-09-26T11:15:20.126585] [INFO ] [FORECASTER] Completed predict_future for VHI [2025-09-26T11:15:20.126765] [INFO ] [sig ] VHI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:20.284962] [INFO ] [LOCAL ] Saved forecast: VHI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VHI.txt [2025-09-26T11:15:20.285233] [INFO ] [sig ] [1906/2043] Completed VHI in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 36.5s [2025-09-26T11:15:20.285333] [INFO ] [sig ] [1907/2043] Forecasting VICI... [2025-09-26T11:15:20.285403] [INFO ] [sig ] Generating forecast for: VICI [2025-09-26T11:15:20.285457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-09-26T11:15:20.296169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VICI'. [2025-09-26T11:15:20.296678] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-09-26T11:15:20.324558] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:20.325413] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-09-26T11:15:20.325495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:20.325568] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:20.325664] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:20.325785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:20.344516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:20.345178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:20.345287] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:20.345363] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:20.390387] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:20.390524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:20.390571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:20.390608] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:20.394892] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=83.95%) [2025-09-26T11:15:20.395246] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-09-26T11:15:20.395428] [INFO ] [sig ] VICI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:20.548931] [INFO ] [LOCAL ] Saved forecast: VICI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VICI.txt [2025-09-26T11:15:20.549252] [INFO ] [sig ] [1907/2043] Completed VICI in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 36.2s [2025-09-26T11:15:20.549342] [INFO ] [sig ] [1908/2043] Forecasting VIK... [2025-09-26T11:15:20.549413] [INFO ] [sig ] Generating forecast for: VIK [2025-09-26T11:15:20.549471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'. [2025-09-26T11:15:20.560897] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIK'. [2025-09-26T11:15:20.561414] [INFO ] [FORECASTER] Starting predict_future for VIK [2025-09-26T11:15:20.594309] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:20.595419] [DEBUG] [LOCAL ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt [2025-09-26T11:15:20.595503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:20.595578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:20.595693] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:20.595799] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:20.614134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:20.614865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:20.614979] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:20.615052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:20.672985] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:20.673107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:20.673153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:20.673232] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:20.677587] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: DOWN (p=20.30%) [2025-09-26T11:15:20.677968] [INFO ] [FORECASTER] Completed predict_future for VIK [2025-09-26T11:15:20.678146] [INFO ] [sig ] VIK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:20.855072] [INFO ] [LOCAL ] Saved forecast: VIK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VIK.txt [2025-09-26T11:15:20.855404] [INFO ] [sig ] [1908/2043] Completed VIK in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 36.0s [2025-09-26T11:15:20.855497] [INFO ] [sig ] [1909/2043] Forecasting VIPS... [2025-09-26T11:15:20.855579] [INFO ] [sig ] Generating forecast for: VIPS [2025-09-26T11:15:20.855691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-09-26T11:15:20.869441] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIPS'. [2025-09-26T11:15:20.870075] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-09-26T11:15:20.899107] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:20.900104] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-09-26T11:15:20.900191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:20.900266] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:20.900336] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:20.900437] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:20.919684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:20.920622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:20.920767] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:20.920878] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:20.966125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:20.966346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:20.966398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:20.966442] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:20.970529] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=27.25%) [2025-09-26T11:15:20.970915] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-09-26T11:15:20.971086] [INFO ] [sig ] VIPS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:21.123930] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VIPS.txt [2025-09-26T11:15:21.124314] [INFO ] [sig ] [1909/2043] Completed VIPS in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 35.7s [2025-09-26T11:15:21.124398] [INFO ] [sig ] [1910/2043] Forecasting VIRT... [2025-09-26T11:15:21.124488] [INFO ] [sig ] Generating forecast for: VIRT [2025-09-26T11:15:21.124581] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'. [2025-09-26T11:15:21.136254] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIRT'. [2025-09-26T11:15:21.136694] [INFO ] [FORECASTER] Starting predict_future for VIRT [2025-09-26T11:15:21.164337] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:21.165367] [DEBUG] [LOCAL ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt [2025-09-26T11:15:21.165448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:21.165523] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:21.165594] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:21.165725] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:21.185559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:21.186482] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:21.186606] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:21.186706] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:21.228063] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:21.228231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:21.228276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:21.228310] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:21.232205] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=84.57%) [2025-09-26T11:15:21.232522] [INFO ] [FORECASTER] Completed predict_future for VIRT [2025-09-26T11:15:21.232709] [INFO ] [sig ] VIRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:21.386411] [INFO ] [LOCAL ] Saved forecast: VIRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VIRT.txt [2025-09-26T11:15:21.386692] [INFO ] [sig ] [1910/2043] Completed VIRT in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 35.4s [2025-09-26T11:15:21.386774] [INFO ] [sig ] [1911/2043] Forecasting VIST... [2025-09-26T11:15:21.386866] [INFO ] [sig ] Generating forecast for: VIST [2025-09-26T11:15:21.386938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'. [2025-09-26T11:15:21.398829] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIST'. [2025-09-26T11:15:21.399374] [INFO ] [FORECASTER] Starting predict_future for VIST [2025-09-26T11:15:21.428277] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:21.429233] [DEBUG] [LOCAL ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt [2025-09-26T11:15:21.429338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:21.429415] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:21.429485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:21.429586] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:21.449009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:21.449927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:21.450046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:21.450118] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:21.492739] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:21.492953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:21.493004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:21.493040] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:21.497051] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=7.53%) [2025-09-26T11:15:21.497413] [INFO ] [FORECASTER] Completed predict_future for VIST [2025-09-26T11:15:21.497701] [INFO ] [sig ] VIST: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:21.653425] [INFO ] [LOCAL ] Saved forecast: VIST 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VIST.txt [2025-09-26T11:15:21.653784] [INFO ] [sig ] [1911/2043] Completed VIST in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 35.2s [2025-09-26T11:15:21.653866] [INFO ] [sig ] [1912/2043] Forecasting VIV... [2025-09-26T11:15:21.653934] [INFO ] [sig ] Generating forecast for: VIV [2025-09-26T11:15:21.653989] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'. [2025-09-26T11:15:21.667453] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VIV'. [2025-09-26T11:15:21.667904] [INFO ] [FORECASTER] Starting predict_future for VIV [2025-09-26T11:15:21.694596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:21.695562] [DEBUG] [LOCAL ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt [2025-09-26T11:15:21.695663] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:21.695725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:21.695768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:21.695857] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:21.714438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:21.715065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:21.715171] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:21.715240] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:21.754985] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:21.755141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:21.755193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:21.755228] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:21.758892] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: UP (p=51.21%) [2025-09-26T11:15:21.759198] [INFO ] [FORECASTER] Completed predict_future for VIV [2025-09-26T11:15:21.759356] [INFO ] [sig ] VIV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:21.914902] [INFO ] [LOCAL ] Saved forecast: VIV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VIV.txt [2025-09-26T11:15:21.915181] [INFO ] [sig ] [1912/2043] Completed VIV in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 34.9s [2025-09-26T11:15:21.915263] [INFO ] [sig ] [1913/2043] Forecasting VKQ... [2025-09-26T11:15:21.915335] [INFO ] [sig ] Generating forecast for: VKQ [2025-09-26T11:15:21.915418] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-09-26T11:15:21.927318] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VKQ'. [2025-09-26T11:15:21.927906] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-09-26T11:15:21.956053] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:21.957075] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-09-26T11:15:21.957156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:21.957229] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:21.957299] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:21.957399] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:21.976496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:21.977599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:21.977744] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:21.977844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:22.019519] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:22.019833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:22.019912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:22.019951] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:22.024414] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=25.72%) [2025-09-26T11:15:22.024916] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-09-26T11:15:22.025138] [INFO ] [sig ] VKQ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:22.196497] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VKQ.txt [2025-09-26T11:15:22.196873] [INFO ] [sig ] [1913/2043] Completed VKQ in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 34.6s [2025-09-26T11:15:22.196962] [INFO ] [sig ] [1914/2043] Forecasting VLN... [2025-09-26T11:15:22.197057] [INFO ] [sig ] Generating forecast for: VLN [2025-09-26T11:15:22.197213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-09-26T11:15:22.208598] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLN'. [2025-09-26T11:15:22.209159] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-09-26T11:15:22.237421] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:22.238390] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-09-26T11:15:22.238476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:22.238550] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:22.238629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:22.238759] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:22.257581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:22.258529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:22.258671] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:22.258747] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:22.303506] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:22.304565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:22.304671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:22.304738] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:22.309252] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=30.12%) [2025-09-26T11:15:22.309681] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-09-26T11:15:22.309881] [INFO ] [sig ] VLN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:22.493066] [INFO ] [LOCAL ] Saved forecast: VLN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VLN.txt [2025-09-26T11:15:22.493388] [INFO ] [sig ] [1914/2043] Completed VLN in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 34.4s [2025-09-26T11:15:22.493492] [INFO ] [sig ] [1915/2043] Forecasting VLO... [2025-09-26T11:15:22.493575] [INFO ] [sig ] Generating forecast for: VLO [2025-09-26T11:15:22.493684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-09-26T11:15:22.508012] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLO'. [2025-09-26T11:15:22.508583] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-09-26T11:15:22.547518] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:22.548713] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-09-26T11:15:22.548809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:22.548899] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:22.548985] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:22.549127] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:22.577952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:22.578911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:22.579031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:22.579103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:22.623115] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:22.623322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:22.623372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:22.623406] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:22.628832] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=10.88%) [2025-09-26T11:15:22.629355] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-09-26T11:15:22.629546] [INFO ] [sig ] VLO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:22.785304] [INFO ] [LOCAL ] Saved forecast: VLO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VLO.txt [2025-09-26T11:15:22.785665] [INFO ] [sig ] [1915/2043] Completed VLO in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 34.1s [2025-09-26T11:15:22.785751] [INFO ] [sig ] [1916/2043] Forecasting VLRS... [2025-09-26T11:15:22.785823] [INFO ] [sig ] Generating forecast for: VLRS [2025-09-26T11:15:22.785899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-09-26T11:15:22.797813] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLRS'. [2025-09-26T11:15:22.798379] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-09-26T11:15:22.824872] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:22.825865] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-09-26T11:15:22.825951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:22.826047] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:22.826146] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:22.826289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:22.844904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:22.845587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:22.845742] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:22.845853] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:22.890464] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:22.890601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:22.890672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:22.890738] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:22.894369] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=40.77%) [2025-09-26T11:15:22.894692] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-09-26T11:15:22.894860] [INFO ] [sig ] VLRS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:23.049254] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VLRS.txt [2025-09-26T11:15:23.049566] [INFO ] [sig ] [1916/2043] Completed VLRS in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 33.8s [2025-09-26T11:15:23.049684] [INFO ] [sig ] [1917/2043] Forecasting VLT... [2025-09-26T11:15:23.049758] [INFO ] [sig ] Generating forecast for: VLT [2025-09-26T11:15:23.049838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'. [2025-09-26T11:15:23.060065] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLT'. [2025-09-26T11:15:23.060391] [INFO ] [FORECASTER] Starting predict_future for VLT [2025-09-26T11:15:23.087320] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:23.088302] [DEBUG] [LOCAL ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt [2025-09-26T11:15:23.088384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:23.088459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:23.088534] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:23.088633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:23.107236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:23.108263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:23.108382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:23.108452] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:23.143846] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:23.144039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:23.144089] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:23.144125] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:23.148028] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=75.89%) [2025-09-26T11:15:23.148337] [INFO ] [FORECASTER] Completed predict_future for VLT [2025-09-26T11:15:23.148545] [INFO ] [sig ] VLT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:23.306920] [INFO ] [LOCAL ] Saved forecast: VLT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VLT.txt [2025-09-26T11:15:23.307319] [INFO ] [sig ] [1917/2043] Completed VLT in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 33.6s [2025-09-26T11:15:23.307402] [INFO ] [sig ] [1918/2043] Forecasting VLTO... [2025-09-26T11:15:23.307516] [INFO ] [sig ] Generating forecast for: VLTO [2025-09-26T11:15:23.307669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-09-26T11:15:23.320173] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VLTO'. [2025-09-26T11:15:23.320691] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-09-26T11:15:23.348815] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:23.349755] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-09-26T11:15:23.349852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:23.349928] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:23.350000] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:23.350128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:23.368981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:23.369902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:23.370015] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:23.370087] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:23.409047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:23.409242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:23.409300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:23.409336] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:23.413094] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: DOWN (p=27.77%) [2025-09-26T11:15:23.413416] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-09-26T11:15:23.413567] [INFO ] [sig ] VLTO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:23.575262] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VLTO.txt [2025-09-26T11:15:23.575619] [INFO ] [sig ] [1918/2043] Completed VLTO in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 33.3s [2025-09-26T11:15:23.575728] [INFO ] [sig ] [1919/2043] Forecasting VMC... [2025-09-26T11:15:23.575803] [INFO ] [sig ] Generating forecast for: VMC [2025-09-26T11:15:23.575877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-09-26T11:15:23.587803] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VMC'. [2025-09-26T11:15:23.588272] [INFO ] [FORECASTER] Starting predict_future for VMC [2025-09-26T11:15:23.615214] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:23.616129] [DEBUG] [LOCAL ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt [2025-09-26T11:15:23.616213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:23.616283] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:23.616353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:23.616453] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:23.634542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:23.635424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:23.635544] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:23.635619] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:23.678175] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:23.678352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:23.678402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:23.678438] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:23.682605] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=9.39%) [2025-09-26T11:15:23.683066] [INFO ] [FORECASTER] Completed predict_future for VMC [2025-09-26T11:15:23.683238] [INFO ] [sig ] VMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:23.839784] [INFO ] [LOCAL ] Saved forecast: VMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VMC.txt [2025-09-26T11:15:23.840095] [INFO ] [sig ] [1919/2043] Completed VMC in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 33.0s [2025-09-26T11:15:23.840176] [INFO ] [sig ] [1920/2043] Forecasting VMI... [2025-09-26T11:15:23.840248] [INFO ] [sig ] Generating forecast for: VMI [2025-09-26T11:15:23.840330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-09-26T11:15:23.851207] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VMI'. [2025-09-26T11:15:23.851629] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-09-26T11:15:23.877916] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:23.878835] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-09-26T11:15:23.878915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:23.878988] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:23.879057] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:23.879158] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:23.898215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:23.899048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:23.899157] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:23.899227] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:23.938042] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:23.938217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:23.938264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:23.938298] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:23.941951] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: UP (p=93.47%) [2025-09-26T11:15:23.942257] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-09-26T11:15:23.942416] [INFO ] [sig ] VMI: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:24.099310] [INFO ] [LOCAL ] Saved forecast: VMI 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VMI.txt [2025-09-26T11:15:24.099627] [INFO ] [sig ] [1920/2043] Completed VMI in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 32.8s [2025-09-26T11:15:24.099724] [INFO ] [sig ] [1921/2043] Forecasting VMO... [2025-09-26T11:15:24.099797] [INFO ] [sig ] Generating forecast for: VMO [2025-09-26T11:15:24.099871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-09-26T11:15:24.111757] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VMO'. [2025-09-26T11:15:24.112206] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-09-26T11:15:24.140401] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:24.141363] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-09-26T11:15:24.141447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:24.141529] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:24.141620] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:24.141794] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:24.160992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:24.161900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:24.162014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:24.162090] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:24.203145] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:24.203343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:24.203395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:24.203431] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:24.207402] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=86.52%) [2025-09-26T11:15:24.207843] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-09-26T11:15:24.208015] [INFO ] [sig ] VMO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:24.363161] [INFO ] [LOCAL ] Saved forecast: VMO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VMO.txt [2025-09-26T11:15:24.363482] [INFO ] [sig ] [1921/2043] Completed VMO in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 32.5s [2025-09-26T11:15:24.363565] [INFO ] [sig ] [1922/2043] Forecasting VNCE... [2025-09-26T11:15:24.363636] [INFO ] [sig ] Generating forecast for: VNCE [2025-09-26T11:15:24.363737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'. [2025-09-26T11:15:24.374420] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VNCE'. [2025-09-26T11:15:24.374863] [INFO ] [FORECASTER] Starting predict_future for VNCE [2025-09-26T11:15:24.402607] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:24.403547] [DEBUG] [LOCAL ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt [2025-09-26T11:15:24.403627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:24.403725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:24.403795] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:24.403896] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:24.425459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:24.426501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:24.426672] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:24.426758] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:24.465535] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:24.465775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:24.465843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:24.465881] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:24.469823] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: UP (p=68.45%) [2025-09-26T11:15:24.470150] [INFO ] [FORECASTER] Completed predict_future for VNCE [2025-09-26T11:15:24.470299] [INFO ] [sig ] VNCE: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:24.630535] [INFO ] [LOCAL ] Saved forecast: VNCE 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VNCE.txt [2025-09-26T11:15:24.631071] [INFO ] [sig ] [1922/2043] Completed VNCE in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 32.2s [2025-09-26T11:15:24.631167] [INFO ] [sig ] [1923/2043] Forecasting VNO... [2025-09-26T11:15:24.631244] [INFO ] [sig ] Generating forecast for: VNO [2025-09-26T11:15:24.631323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-09-26T11:15:24.643687] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VNO'. [2025-09-26T11:15:24.644315] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-09-26T11:15:24.672055] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:24.673025] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-09-26T11:15:24.673109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:24.673188] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:24.673262] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:24.673387] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:24.693893] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:24.695193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:24.695321] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:24.695417] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:24.749306] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:24.749626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:24.749737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:24.749809] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:24.754835] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=84.20%) [2025-09-26T11:15:24.755223] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-09-26T11:15:24.755415] [INFO ] [sig ] VNO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:24.909822] [INFO ] [LOCAL ] Saved forecast: VNO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VNO.txt [2025-09-26T11:15:24.910367] [INFO ] [sig ] [1923/2043] Completed VNO in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 32.0s [2025-09-26T11:15:24.910460] [INFO ] [sig ] [1924/2043] Forecasting VNT... [2025-09-26T11:15:24.910536] [INFO ] [sig ] Generating forecast for: VNT [2025-09-26T11:15:24.910614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'. [2025-09-26T11:15:24.924693] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VNT'. [2025-09-26T11:15:24.925293] [INFO ] [FORECASTER] Starting predict_future for VNT [2025-09-26T11:15:24.957208] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:24.958441] [DEBUG] [LOCAL ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt [2025-09-26T11:15:24.958535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:24.958614] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:24.958714] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:24.958819] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:24.978833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:24.980190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:24.980346] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:24.980425] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:25.029413] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:25.029738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:25.029820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:25.029860] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:25.034742] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: DOWN (p=22.02%) [2025-09-26T11:15:25.035137] [INFO ] [FORECASTER] Completed predict_future for VNT [2025-09-26T11:15:25.035310] [INFO ] [sig ] VNT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:25.191940] [INFO ] [LOCAL ] Saved forecast: VNT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VNT.txt [2025-09-26T11:15:25.192435] [INFO ] [sig ] [1924/2043] Completed VNT in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 31.7s [2025-09-26T11:15:25.192521] [INFO ] [sig ] [1925/2043] Forecasting VOC... [2025-09-26T11:15:25.192596] [INFO ] [sig ] Generating forecast for: VOC [2025-09-26T11:15:25.192699] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-09-26T11:15:25.205151] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VOC'. [2025-09-26T11:15:25.205605] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-09-26T11:15:25.233550] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:25.234575] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-09-26T11:15:25.234710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:25.234790] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:25.234862] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:25.234971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:25.253021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:25.254101] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:25.254245] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:25.254318] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:25.311219] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:25.311566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:25.311671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:25.311758] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:25.317183] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: DOWN (p=35.65%) [2025-09-26T11:15:25.317921] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-09-26T11:15:25.318218] [INFO ] [sig ] VOC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:25.472661] [INFO ] [LOCAL ] Saved forecast: VOC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VOC.txt [2025-09-26T11:15:25.473023] [INFO ] [sig ] [1925/2043] Completed VOC in 0.3s | 3.75 sym/s | Total: 8.5m | ETA: 31.4s [2025-09-26T11:15:25.473107] [INFO ] [sig ] [1926/2043] Forecasting VOYA... [2025-09-26T11:15:25.473179] [INFO ] [sig ] Generating forecast for: VOYA [2025-09-26T11:15:25.473254] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'. [2025-09-26T11:15:25.485296] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VOYA'. [2025-09-26T11:15:25.485751] [INFO ] [FORECASTER] Starting predict_future for VOYA [2025-09-26T11:15:25.512963] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:25.514044] [DEBUG] [LOCAL ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt [2025-09-26T11:15:25.514163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:25.514257] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:25.514333] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:25.514439] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:25.533173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:25.533929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:25.534057] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:25.534130] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:25.583371] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:25.583521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:25.583566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:25.583598] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:25.587292] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=79.87%) [2025-09-26T11:15:25.587607] [INFO ] [FORECASTER] Completed predict_future for VOYA [2025-09-26T11:15:25.587819] [INFO ] [sig ] VOYA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:25.738820] [INFO ] [LOCAL ] Saved forecast: VOYA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VOYA.txt [2025-09-26T11:15:25.739279] [INFO ] [sig ] [1926/2043] Completed VOYA in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 31.2s [2025-09-26T11:15:25.739367] [INFO ] [sig ] [1927/2043] Forecasting VPG... [2025-09-26T11:15:25.739442] [INFO ] [sig ] Generating forecast for: VPG [2025-09-26T11:15:25.739525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-09-26T11:15:25.752006] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VPG'. [2025-09-26T11:15:25.752433] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-09-26T11:15:25.779151] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:25.780078] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-09-26T11:15:25.780159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:25.780234] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:25.780305] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:25.780408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:25.798144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:25.798838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:25.798959] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:25.799032] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:25.847553] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:25.847866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:25.847940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:25.847977] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:25.852355] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=63.95%) [2025-09-26T11:15:25.852715] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-09-26T11:15:25.852907] [INFO ] [sig ] VPG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:26.002882] [INFO ] [LOCAL ] Saved forecast: VPG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VPG.txt [2025-09-26T11:15:26.003234] [INFO ] [sig ] [1927/2043] Completed VPG in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 30.9s [2025-09-26T11:15:26.003321] [INFO ] [sig ] [1928/2043] Forecasting VPV... [2025-09-26T11:15:26.003394] [INFO ] [sig ] Generating forecast for: VPV [2025-09-26T11:15:26.003469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'. [2025-09-26T11:15:26.019939] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VPV'. [2025-09-26T11:15:26.020606] [INFO ] [FORECASTER] Starting predict_future for VPV [2025-09-26T11:15:26.049591] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:26.050507] [DEBUG] [LOCAL ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt [2025-09-26T11:15:26.050612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:26.050727] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:26.050800] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:26.050906] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:26.069476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:26.070199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:26.070319] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:26.070392] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:26.120369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:26.120685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:26.120792] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:26.120870] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:26.125720] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: UP (p=72.81%) [2025-09-26T11:15:26.126134] [INFO ] [FORECASTER] Completed predict_future for VPV [2025-09-26T11:15:26.126389] [INFO ] [sig ] VPV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:26.292580] [INFO ] [LOCAL ] Saved forecast: VPV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VPV.txt [2025-09-26T11:15:26.293083] [INFO ] [sig ] [1928/2043] Completed VPV in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 30.6s [2025-09-26T11:15:26.293173] [INFO ] [sig ] [1929/2043] Forecasting VRE... [2025-09-26T11:15:26.293255] [INFO ] [sig ] Generating forecast for: VRE [2025-09-26T11:15:26.293343] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-09-26T11:15:26.306404] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VRE'. [2025-09-26T11:15:26.307083] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-09-26T11:15:26.334904] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:26.335940] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-09-26T11:15:26.336022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:26.336098] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:26.336169] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:26.336272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:26.354900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:26.356146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:26.356298] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:26.356372] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:26.401055] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:26.401299] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:26.401347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:26.401380] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:26.405230] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=2.71%) [2025-09-26T11:15:26.405542] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-09-26T11:15:26.405739] [INFO ] [sig ] VRE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:26.553128] [INFO ] [LOCAL ] Saved forecast: VRE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VRE.txt [2025-09-26T11:15:26.553494] [INFO ] [sig ] [1929/2043] Completed VRE in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 30.4s [2025-09-26T11:15:26.553577] [INFO ] [sig ] [1930/2043] Forecasting VRT... [2025-09-26T11:15:26.553674] [INFO ] [sig ] Generating forecast for: VRT [2025-09-26T11:15:26.553740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'. [2025-09-26T11:15:26.565431] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VRT'. [2025-09-26T11:15:26.565878] [INFO ] [FORECASTER] Starting predict_future for VRT [2025-09-26T11:15:26.592112] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:26.593098] [DEBUG] [LOCAL ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt [2025-09-26T11:15:26.593181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:26.593255] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:26.593328] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:26.593408] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:26.611244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:26.611935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:26.612052] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:26.612144] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:26.662359] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:26.662604] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:26.662677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:26.662744] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:26.667609] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: UP (p=99.60%) [2025-09-26T11:15:26.668045] [INFO ] [FORECASTER] Completed predict_future for VRT [2025-09-26T11:15:26.668232] [INFO ] [sig ] VRT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:26.819212] [INFO ] [LOCAL ] Saved forecast: VRT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VRT.txt [2025-09-26T11:15:26.819694] [INFO ] [sig ] [1930/2043] Completed VRT in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 30.1s [2025-09-26T11:15:26.819789] [INFO ] [sig ] [1931/2043] Forecasting VRTS... [2025-09-26T11:15:26.819865] [INFO ] [sig ] Generating forecast for: VRTS [2025-09-26T11:15:26.819941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-09-26T11:15:26.832675] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VRTS'. [2025-09-26T11:15:26.833115] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-09-26T11:15:26.859786] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:26.860590] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-09-26T11:15:26.860694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:26.860770] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:26.860841] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:26.860949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:26.878596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:26.879230] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:26.879343] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:26.879415] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:26.927061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:26.927310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:26.927360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:26.927396] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:26.931436] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=2.64%) [2025-09-26T11:15:26.931802] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-09-26T11:15:26.931985] [INFO ] [sig ] VRTS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:27.078937] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VRTS.txt [2025-09-26T11:15:27.079310] [INFO ] [sig ] [1931/2043] Completed VRTS in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 29.8s [2025-09-26T11:15:27.079391] [INFO ] [sig ] [1932/2043] Forecasting VSCO... [2025-09-26T11:15:27.079462] [INFO ] [sig ] Generating forecast for: VSCO [2025-09-26T11:15:27.079537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-09-26T11:15:27.091957] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VSCO'. [2025-09-26T11:15:27.092350] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-09-26T11:15:27.118578] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:27.119465] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-09-26T11:15:27.119546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:27.119663] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:27.119735] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:27.119836] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:27.137446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:27.138136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:27.138257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:27.138330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:27.181329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:27.181549] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:27.181601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:27.181637] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:27.185886] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: DOWN (p=32.79%) [2025-09-26T11:15:27.186200] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-09-26T11:15:27.186359] [INFO ] [sig ] VSCO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:27.349490] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VSCO.txt [2025-09-26T11:15:27.350289] [INFO ] [sig ] [1932/2043] Completed VSCO in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 29.6s [2025-09-26T11:15:27.350380] [INFO ] [sig ] [1933/2043] Forecasting VSH... [2025-09-26T11:15:27.350455] [INFO ] [sig ] Generating forecast for: VSH [2025-09-26T11:15:27.350531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-09-26T11:15:27.363355] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VSH'. [2025-09-26T11:15:27.363902] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-09-26T11:15:27.392125] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:27.393167] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-09-26T11:15:27.393251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:27.393329] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:27.393403] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:27.393508] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:27.412038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:27.412868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:27.412996] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:27.413075] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:27.464234] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:27.464533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:27.464610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:27.464684] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:27.469373] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: DOWN (p=1.37%) [2025-09-26T11:15:27.469757] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-09-26T11:15:27.469949] [INFO ] [sig ] VSH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:27.622344] [INFO ] [LOCAL ] Saved forecast: VSH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VSH.txt [2025-09-26T11:15:27.622762] [INFO ] [sig ] [1933/2043] Completed VSH in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 29.3s [2025-09-26T11:15:27.622853] [INFO ] [sig ] [1934/2043] Forecasting VST... [2025-09-26T11:15:27.622927] [INFO ] [sig ] Generating forecast for: VST [2025-09-26T11:15:27.623004] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'. [2025-09-26T11:15:27.636334] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VST'. [2025-09-26T11:15:27.636870] [INFO ] [FORECASTER] Starting predict_future for VST [2025-09-26T11:15:27.666437] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:27.667571] [DEBUG] [LOCAL ] No optimal features file found for VST: ./output/feature-sets/VST.txt [2025-09-26T11:15:27.667695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:27.667773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:27.667848] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:27.667954] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:27.691824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:27.693222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:27.693392] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:27.693490] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:27.746973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:27.747261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:27.747314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:27.747349] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:27.751483] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=35.93%) [2025-09-26T11:15:27.751894] [INFO ] [FORECASTER] Completed predict_future for VST [2025-09-26T11:15:27.752093] [INFO ] [sig ] VST: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:27.936831] [INFO ] [LOCAL ] Saved forecast: VST 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VST.txt [2025-09-26T11:15:27.937331] [INFO ] [sig ] [1934/2043] Completed VST in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 29.0s [2025-09-26T11:15:27.937425] [INFO ] [sig ] [1935/2043] Forecasting VSTS... [2025-09-26T11:15:27.937502] [INFO ] [sig ] Generating forecast for: VSTS [2025-09-26T11:15:27.937587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-09-26T11:15:27.950845] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VSTS'. [2025-09-26T11:15:27.951510] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-09-26T11:15:27.984775] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:27.986019] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-09-26T11:15:27.986125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:27.986205] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:27.986279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:27.986401] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:28.007215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:28.008449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:28.008586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:28.008693] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:28.063624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:28.063996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:28.064093] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:28.064172] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:28.069047] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=12.47%) [2025-09-26T11:15:28.069411] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-09-26T11:15:28.069674] [INFO ] [sig ] VSTS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:28.253931] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VSTS.txt [2025-09-26T11:15:28.254402] [INFO ] [sig ] [1935/2043] Completed VSTS in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 28.8s [2025-09-26T11:15:28.254496] [INFO ] [sig ] [1936/2043] Forecasting VTEX... [2025-09-26T11:15:28.254573] [INFO ] [sig ] Generating forecast for: VTEX [2025-09-26T11:15:28.254669] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-09-26T11:15:28.267536] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTEX'. [2025-09-26T11:15:28.268163] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-09-26T11:15:28.302171] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:28.303399] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-09-26T11:15:28.303514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:28.303610] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:28.303731] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:28.303863] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:28.327604] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:28.329043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:28.329197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:28.329273] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:28.384819] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:28.385093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:28.385150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:28.385184] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:28.390078] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=22.82%) [2025-09-26T11:15:28.390580] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-09-26T11:15:28.390810] [INFO ] [sig ] VTEX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:28.553754] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VTEX.txt [2025-09-26T11:15:28.554163] [INFO ] [sig ] [1936/2043] Completed VTEX in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 28.5s [2025-09-26T11:15:28.554248] [INFO ] [sig ] [1937/2043] Forecasting VTLE... [2025-09-26T11:15:28.554321] [INFO ] [sig ] Generating forecast for: VTLE [2025-09-26T11:15:28.554396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-09-26T11:15:28.566882] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTLE'. [2025-09-26T11:15:28.567308] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-09-26T11:15:28.593835] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:28.594684] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-09-26T11:15:28.594765] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:28.594841] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:28.594911] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:28.595016] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:28.612607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:28.613311] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:28.613427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:28.613520] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:28.657149] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:28.657442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:28.657497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:28.657532] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:28.661796] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=13.92%) [2025-09-26T11:15:28.662145] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-09-26T11:15:28.662330] [INFO ] [sig ] VTLE: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:28.814276] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VTLE.txt [2025-09-26T11:15:28.814746] [INFO ] [sig ] [1937/2043] Completed VTLE in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 28.2s [2025-09-26T11:15:28.814832] [INFO ] [sig ] [1938/2043] Forecasting VTMX... [2025-09-26T11:15:28.814907] [INFO ] [sig ] Generating forecast for: VTMX [2025-09-26T11:15:28.814983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-09-26T11:15:28.828300] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTMX'. [2025-09-26T11:15:28.828816] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-09-26T11:15:28.855607] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:28.856524] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-09-26T11:15:28.856605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:28.856703] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:28.856774] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:28.856901] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:28.879370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:28.880676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:28.880820] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:28.880899] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:28.932726] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:28.932941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:28.932994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:28.933030] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:28.937350] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=95.28%) [2025-09-26T11:15:28.937726] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-09-26T11:15:28.937914] [INFO ] [sig ] VTMX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:29.094610] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VTMX.txt [2025-09-26T11:15:29.095113] [INFO ] [sig ] [1938/2043] Completed VTMX in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 28.0s [2025-09-26T11:15:29.095214] [INFO ] [sig ] [1939/2043] Forecasting VTN... [2025-09-26T11:15:29.095291] [INFO ] [sig ] Generating forecast for: VTN [2025-09-26T11:15:29.095371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-09-26T11:15:29.107920] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTN'. [2025-09-26T11:15:29.108418] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-09-26T11:15:29.135804] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:29.136767] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-09-26T11:15:29.136889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:29.136969] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:29.137043] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:29.137148] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:29.156001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:29.157192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:29.157363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:29.157463] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:29.204255] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:29.204520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:29.204576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:29.204680] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:29.208991] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=29.74%) [2025-09-26T11:15:29.209325] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-09-26T11:15:29.209488] [INFO ] [sig ] VTN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:29.378485] [INFO ] [LOCAL ] Saved forecast: VTN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VTN.txt [2025-09-26T11:15:29.378860] [INFO ] [sig ] [1939/2043] Completed VTN in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 27.7s [2025-09-26T11:15:29.378944] [INFO ] [sig ] [1940/2043] Forecasting VTOL... [2025-09-26T11:15:29.379016] [INFO ] [sig ] Generating forecast for: VTOL [2025-09-26T11:15:29.379095] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-09-26T11:15:29.391587] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTOL'. [2025-09-26T11:15:29.392252] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-09-26T11:15:29.420016] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:29.421032] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-09-26T11:15:29.421116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:29.421195] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:29.421266] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:29.421368] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:29.439510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:29.440234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:29.440356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:29.440427] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:29.490429] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:29.490747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:29.490824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:29.490860] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:29.495870] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=13.21%) [2025-09-26T11:15:29.496310] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-09-26T11:15:29.496493] [INFO ] [sig ] VTOL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:29.647664] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VTOL.txt [2025-09-26T11:15:29.648300] [INFO ] [sig ] [1940/2043] Completed VTOL in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 27.5s [2025-09-26T11:15:29.648387] [INFO ] [sig ] [1941/2043] Forecasting VTR... [2025-09-26T11:15:29.648461] [INFO ] [sig ] Generating forecast for: VTR [2025-09-26T11:15:29.648544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'. [2025-09-26T11:15:29.661264] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTR'. [2025-09-26T11:15:29.661750] [INFO ] [FORECASTER] Starting predict_future for VTR [2025-09-26T11:15:29.688626] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:29.689682] [DEBUG] [LOCAL ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt [2025-09-26T11:15:29.689768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:29.689829] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:29.689894] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:29.690000] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:29.707725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:29.708971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:29.709119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:29.709193] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:29.757617] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:29.757914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:29.757967] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:29.758006] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:29.762184] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=2.67%) [2025-09-26T11:15:29.762517] [INFO ] [FORECASTER] Completed predict_future for VTR [2025-09-26T11:15:29.762713] [INFO ] [sig ] VTR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:29.908205] [INFO ] [LOCAL ] Saved forecast: VTR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VTR.txt [2025-09-26T11:15:29.908694] [INFO ] [sig ] [1941/2043] Completed VTR in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 27.2s [2025-09-26T11:15:29.908784] [INFO ] [sig ] [1942/2043] Forecasting VTS... [2025-09-26T11:15:29.908857] [INFO ] [sig ] Generating forecast for: VTS [2025-09-26T11:15:29.908934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-09-26T11:15:29.922253] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VTS'. [2025-09-26T11:15:29.922860] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-09-26T11:15:29.949197] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:29.950090] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-09-26T11:15:29.950172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:29.950247] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:29.950318] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:29.950419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:29.968369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:29.969179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:29.969300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:29.969373] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:30.012468] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:30.012631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:30.012714] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:30.012765] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:30.016299] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=26.14%) [2025-09-26T11:15:30.016601] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-09-26T11:15:30.016846] [INFO ] [sig ] VTS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:30.163513] [INFO ] [LOCAL ] Saved forecast: VTS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VTS.txt [2025-09-26T11:15:30.163920] [INFO ] [sig ] [1942/2043] Completed VTS in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 26.9s [2025-09-26T11:15:30.164008] [INFO ] [sig ] [1943/2043] Forecasting VVR... [2025-09-26T11:15:30.164080] [INFO ] [sig ] Generating forecast for: VVR [2025-09-26T11:15:30.164157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'. [2025-09-26T11:15:30.176579] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VVR'. [2025-09-26T11:15:30.177065] [INFO ] [FORECASTER] Starting predict_future for VVR [2025-09-26T11:15:30.203396] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:30.204287] [DEBUG] [LOCAL ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt [2025-09-26T11:15:30.204368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:30.204443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:30.204512] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:30.204615] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:30.222889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:30.223547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:30.223690] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:30.223765] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:30.270902] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:30.271205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:30.271260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:30.271296] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:30.275835] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: DOWN (p=5.38%) [2025-09-26T11:15:30.276168] [INFO ] [FORECASTER] Completed predict_future for VVR [2025-09-26T11:15:30.276341] [INFO ] [sig ] VVR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:30.437396] [INFO ] [LOCAL ] Saved forecast: VVR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VVR.txt [2025-09-26T11:15:30.439197] [INFO ] [sig ] [1943/2043] Completed VVR in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 26.7s [2025-09-26T11:15:30.439361] [INFO ] [sig ] [1944/2043] Forecasting VVV... [2025-09-26T11:15:30.439441] [INFO ] [sig ] Generating forecast for: VVV [2025-09-26T11:15:30.439521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'. [2025-09-26T11:15:30.455200] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VVV'. [2025-09-26T11:15:30.455837] [INFO ] [FORECASTER] Starting predict_future for VVV [2025-09-26T11:15:30.484441] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:30.485538] [DEBUG] [LOCAL ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt [2025-09-26T11:15:30.485620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:30.485722] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:30.485792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:30.485894] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:30.503783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:30.504479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:30.505163] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:30.505298] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:30.556691] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:30.556912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:30.556969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:30.557007] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:30.560818] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: UP (p=87.71%) [2025-09-26T11:15:30.561142] [INFO ] [FORECASTER] Completed predict_future for VVV [2025-09-26T11:15:30.561314] [INFO ] [sig ] VVV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:30.709058] [INFO ] [LOCAL ] Saved forecast: VVV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VVV.txt [2025-09-26T11:15:30.709430] [INFO ] [sig ] [1944/2043] Completed VVV in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 26.4s [2025-09-26T11:15:30.709513] [INFO ] [sig ] [1945/2043] Forecasting VVX... [2025-09-26T11:15:30.709585] [INFO ] [sig ] Generating forecast for: VVX [2025-09-26T11:15:30.709686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-09-26T11:15:30.722594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VVX'. [2025-09-26T11:15:30.723037] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-09-26T11:15:30.750790] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:30.751801] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-09-26T11:15:30.751883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:30.751961] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:30.752033] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:30.752137] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:30.769912] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:30.770577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:30.770722] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:30.770794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:30.814162] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:30.814336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:30.814382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:30.814415] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:30.818119] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=27.94%) [2025-09-26T11:15:30.818430] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-09-26T11:15:30.818598] [INFO ] [sig ] VVX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:30.967004] [INFO ] [LOCAL ] Saved forecast: VVX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VVX.txt [2025-09-26T11:15:30.967400] [INFO ] [sig ] [1945/2043] Completed VVX in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 26.1s [2025-09-26T11:15:30.967488] [INFO ] [sig ] [1946/2043] Forecasting VYX... [2025-09-26T11:15:30.967563] [INFO ] [sig ] Generating forecast for: VYX [2025-09-26T11:15:30.967639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-09-26T11:15:30.979856] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VYX'. [2025-09-26T11:15:30.980308] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-09-26T11:15:31.006183] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:31.014270] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-09-26T11:15:31.015715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:31.015859] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:31.015932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:31.016063] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:31.035458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:31.036996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:31.037306] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:31.037385] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:31.085607] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:31.085870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:31.085922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:31.085957] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:31.090573] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=84.23%) [2025-09-26T11:15:31.090931] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-09-26T11:15:31.091105] [INFO ] [sig ] VYX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:31.236857] [INFO ] [LOCAL ] Saved forecast: VYX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/VYX.txt [2025-09-26T11:15:31.237437] [INFO ] [sig ] [1946/2043] Completed VYX in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 25.9s [2025-09-26T11:15:31.237571] [INFO ] [sig ] [1947/2043] Forecasting VZ... [2025-09-26T11:15:31.237673] [INFO ] [sig ] Generating forecast for: VZ [2025-09-26T11:15:31.237753] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-09-26T11:15:31.251290] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'VZ'. [2025-09-26T11:15:31.251822] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-09-26T11:15:31.278156] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:31.278971] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-09-26T11:15:31.279054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:31.279127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:31.279198] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:31.279299] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:31.296733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:31.297342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:31.297451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:31.297523] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:31.340687] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:31.340828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:31.340870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:31.340902] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:31.344252] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-09-26T11:15:31.344543] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-09-26T11:15:31.344733] [INFO ] [sig ] VZ: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:31.490144] [INFO ] [LOCAL ] Saved forecast: VZ 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/VZ.txt [2025-09-26T11:15:31.490477] [INFO ] [sig ] [1947/2043] Completed VZ in 0.3s | 3.75 sym/s | Total: 8.6m | ETA: 25.6s [2025-09-26T11:15:31.490558] [INFO ] [sig ] [1948/2043] Forecasting W... [2025-09-26T11:15:31.490630] [INFO ] [sig ] Generating forecast for: W [2025-09-26T11:15:31.490734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'. [2025-09-26T11:15:31.502920] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'W'. [2025-09-26T11:15:31.503288] [INFO ] [FORECASTER] Starting predict_future for W [2025-09-26T11:15:31.529263] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:31.530090] [DEBUG] [LOCAL ] No optimal features file found for W: ./output/feature-sets/W.txt [2025-09-26T11:15:31.530172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:31.530246] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:31.530316] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:31.530418] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:31.547958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:31.548603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:31.548736] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:31.548807] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:31.595061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:31.595165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:31.595206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:31.595240] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:31.598572] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=18.64%) [2025-09-26T11:15:31.598886] [INFO ] [FORECASTER] Completed predict_future for W [2025-09-26T11:15:31.599055] [INFO ] [sig ] W: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:31.751050] [INFO ] [LOCAL ] Saved forecast: W 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/W.txt [2025-09-26T11:15:31.751516] [INFO ] [sig ] [1948/2043] Completed W in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 25.3s [2025-09-26T11:15:31.751611] [INFO ] [sig ] [1949/2043] Forecasting WAB... [2025-09-26T11:15:31.751708] [INFO ] [sig ] Generating forecast for: WAB [2025-09-26T11:15:31.751782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-09-26T11:15:31.767528] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WAB'. [2025-09-26T11:15:31.767951] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-09-26T11:15:31.796770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:31.797681] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-09-26T11:15:31.797762] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:31.797840] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:31.797910] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:31.798011] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:31.818140] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:31.818930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:31.819060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:31.819135] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:31.865679] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:31.865836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:31.865878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:31.865911] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:31.869464] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=2.51%) [2025-09-26T11:15:31.869821] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-09-26T11:15:31.869998] [INFO ] [sig ] WAB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:32.015999] [INFO ] [LOCAL ] Saved forecast: WAB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WAB.txt [2025-09-26T11:15:32.016358] [INFO ] [sig ] [1949/2043] Completed WAB in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 25.1s [2025-09-26T11:15:32.016440] [INFO ] [sig ] [1950/2043] Forecasting WAL... [2025-09-26T11:15:32.016512] [INFO ] [sig ] Generating forecast for: WAL [2025-09-26T11:15:32.016585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-09-26T11:15:32.028557] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WAL'. [2025-09-26T11:15:32.028933] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-09-26T11:15:32.054980] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:32.055791] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-09-26T11:15:32.055870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:32.055945] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:32.056017] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:32.056117] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:32.073584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:32.074202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:32.074322] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:32.074396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:32.120947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:32.121057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:32.121099] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:32.121132] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:32.124433] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=52.86%) [2025-09-26T11:15:32.124758] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-09-26T11:15:32.124927] [INFO ] [sig ] WAL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:32.270593] [INFO ] [LOCAL ] Saved forecast: WAL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WAL.txt [2025-09-26T11:15:32.270909] [INFO ] [sig ] [1950/2043] Completed WAL in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 24.8s [2025-09-26T11:15:32.270990] [INFO ] [sig ] [1951/2043] Forecasting WAT... [2025-09-26T11:15:32.271065] [INFO ] [sig ] Generating forecast for: WAT [2025-09-26T11:15:32.271139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'. [2025-09-26T11:15:32.282958] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WAT'. [2025-09-26T11:15:32.283295] [INFO ] [FORECASTER] Starting predict_future for WAT [2025-09-26T11:15:32.309508] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:32.310334] [DEBUG] [LOCAL ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt [2025-09-26T11:15:32.310414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:32.310487] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:32.310558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:32.310682] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:32.328492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:32.329126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:32.329235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:32.329307] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:32.374461] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:32.374599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:32.374663] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:32.374731] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:32.378077] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-09-26T11:15:32.378360] [INFO ] [FORECASTER] Completed predict_future for WAT [2025-09-26T11:15:32.378516] [INFO ] [sig ] WAT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:32.530864] [INFO ] [LOCAL ] Saved forecast: WAT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WAT.txt [2025-09-26T11:15:32.531184] [INFO ] [sig ] [1951/2043] Completed WAT in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 24.5s [2025-09-26T11:15:32.531276] [INFO ] [sig ] [1952/2043] Forecasting WBS... [2025-09-26T11:15:32.531345] [INFO ] [sig ] Generating forecast for: WBS [2025-09-26T11:15:32.531397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-09-26T11:15:32.543671] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WBS'. [2025-09-26T11:15:32.544017] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-09-26T11:15:32.570239] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:32.571040] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-09-26T11:15:32.571120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:32.571194] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:32.571265] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:32.571367] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:32.589274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:32.589913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:32.590024] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:32.590097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:32.636673] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:32.636926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:32.636986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:32.637022] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:32.640812] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-09-26T11:15:32.641126] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-09-26T11:15:32.641292] [INFO ] [sig ] WBS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:32.785881] [INFO ] [LOCAL ] Saved forecast: WBS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WBS.txt [2025-09-26T11:15:32.786162] [INFO ] [sig ] [1952/2043] Completed WBS in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 24.3s [2025-09-26T11:15:32.786245] [INFO ] [sig ] [1953/2043] Forecasting WBX... [2025-09-26T11:15:32.786317] [INFO ] [sig ] Generating forecast for: WBX [2025-09-26T11:15:32.786368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-09-26T11:15:32.797762] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WBX'. [2025-09-26T11:15:32.798090] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-09-26T11:15:32.823882] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:32.824687] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-09-26T11:15:32.824768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:32.824860] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:32.824931] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:32.825033] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:32.842879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:32.843471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:32.843578] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:32.843672] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:32.890555] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:32.890697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:32.890761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:32.890796] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:32.893996] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=1.54%) [2025-09-26T11:15:32.894285] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-09-26T11:15:32.894441] [INFO ] [sig ] WBX: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:33.041378] [INFO ] [LOCAL ] Saved forecast: WBX 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WBX.txt [2025-09-26T11:15:33.041709] [INFO ] [sig ] [1953/2043] Completed WBX in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 24.0s [2025-09-26T11:15:33.041793] [INFO ] [sig ] [1954/2043] Forecasting WCC... [2025-09-26T11:15:33.041865] [INFO ] [sig ] Generating forecast for: WCC [2025-09-26T11:15:33.041938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-09-26T11:15:33.054234] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WCC'. [2025-09-26T11:15:33.054574] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-09-26T11:15:33.080717] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:33.081510] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-09-26T11:15:33.081591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:33.081691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:33.081761] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:33.081864] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:33.099596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:33.100208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:33.100315] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:33.100387] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:33.147390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:33.147515] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:33.147558] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:33.147592] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:33.150958] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-09-26T11:15:33.151245] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-09-26T11:15:33.151396] [INFO ] [sig ] WCC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:33.300815] [INFO ] [LOCAL ] Saved forecast: WCC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WCC.txt [2025-09-26T11:15:33.301154] [INFO ] [sig ] [1954/2043] Completed WCC in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 23.7s [2025-09-26T11:15:33.301237] [INFO ] [sig ] [1955/2043] Forecasting WCN... [2025-09-26T11:15:33.301312] [INFO ] [sig ] Generating forecast for: WCN [2025-09-26T11:15:33.301388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'. [2025-09-26T11:15:33.314237] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WCN'. [2025-09-26T11:15:33.314620] [INFO ] [FORECASTER] Starting predict_future for WCN [2025-09-26T11:15:33.341674] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:33.342470] [DEBUG] [LOCAL ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt [2025-09-26T11:15:33.342552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:33.342627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:33.342716] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:33.342819] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:33.360734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:33.361322] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:33.361431] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:33.361507] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:33.407720] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:33.407837] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:33.407881] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:33.407915] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:33.411304] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: UP (p=71.54%) [2025-09-26T11:15:33.411588] [INFO ] [FORECASTER] Completed predict_future for WCN [2025-09-26T11:15:33.411770] [INFO ] [sig ] WCN: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:33.557103] [INFO ] [LOCAL ] Saved forecast: WCN 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WCN.txt [2025-09-26T11:15:33.557487] [INFO ] [sig ] [1955/2043] Completed WCN in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 23.4s [2025-09-26T11:15:33.557570] [INFO ] [sig ] [1956/2043] Forecasting WD... [2025-09-26T11:15:33.557666] [INFO ] [sig ] Generating forecast for: WD [2025-09-26T11:15:33.557747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-09-26T11:15:33.569797] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WD'. [2025-09-26T11:15:33.570145] [INFO ] [FORECASTER] Starting predict_future for WD [2025-09-26T11:15:33.596014] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:33.596931] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-09-26T11:15:33.597013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:33.597087] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:33.597157] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:33.597258] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:33.614765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:33.615348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:33.615460] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:33.615531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:33.662847] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:33.663094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:33.663145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:33.663179] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:33.667152] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=29.07%) [2025-09-26T11:15:33.667471] [INFO ] [FORECASTER] Completed predict_future for WD [2025-09-26T11:15:33.667663] [INFO ] [sig ] WD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:33.812162] [INFO ] [LOCAL ] Saved forecast: WD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WD.txt [2025-09-26T11:15:33.812491] [INFO ] [sig ] [1956/2043] Completed WD in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 23.2s [2025-09-26T11:15:33.812573] [INFO ] [sig ] [1957/2043] Forecasting WDH... [2025-09-26T11:15:33.812671] [INFO ] [sig ] Generating forecast for: WDH [2025-09-26T11:15:33.812751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-09-26T11:15:33.824292] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WDH'. [2025-09-26T11:15:33.824633] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-09-26T11:15:33.850548] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:33.851372] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-09-26T11:15:33.851452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:33.851527] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:33.851598] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:33.851724] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:33.869203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:33.869836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:33.869945] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:33.870016] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:33.919848] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:33.920042] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:33.920104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:33.920164] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:33.923912] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=88.21%) [2025-09-26T11:15:33.924213] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-09-26T11:15:33.924371] [INFO ] [sig ] WDH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:34.069008] [INFO ] [LOCAL ] Saved forecast: WDH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WDH.txt [2025-09-26T11:15:34.069331] [INFO ] [sig ] [1957/2043] Completed WDH in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 22.9s [2025-09-26T11:15:34.069413] [INFO ] [sig ] [1958/2043] Forecasting WDS... [2025-09-26T11:15:34.069485] [INFO ] [sig ] Generating forecast for: WDS [2025-09-26T11:15:34.069560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-09-26T11:15:34.082097] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WDS'. [2025-09-26T11:15:34.082450] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-09-26T11:15:34.108596] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:34.109394] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-09-26T11:15:34.109476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:34.109550] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:34.109616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:34.109744] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:34.127448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:34.128079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:34.128188] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:34.128258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:34.174258] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:34.174396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:34.174462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:34.174497] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:34.178067] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: DOWN (p=26.04%) [2025-09-26T11:15:34.178374] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-09-26T11:15:34.178529] [INFO ] [sig ] WDS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:34.323355] [INFO ] [LOCAL ] Saved forecast: WDS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WDS.txt [2025-09-26T11:15:34.323662] [INFO ] [sig ] [1958/2043] Completed WDS in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 22.6s [2025-09-26T11:15:34.323743] [INFO ] [sig ] [1959/2043] Forecasting WEA... [2025-09-26T11:15:34.323815] [INFO ] [sig ] Generating forecast for: WEA [2025-09-26T11:15:34.323886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-09-26T11:15:34.335019] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEA'. [2025-09-26T11:15:34.335332] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-09-26T11:15:34.361515] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:34.362371] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-09-26T11:15:34.362450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:34.362521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:34.362590] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:34.362715] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:34.380370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:34.381005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:34.381116] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:34.381188] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:34.423768] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:34.423884] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:34.423925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:34.423958] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:34.427325] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=4.88%) [2025-09-26T11:15:34.427611] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-09-26T11:15:34.427793] [INFO ] [sig ] WEA: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:34.572331] [INFO ] [LOCAL ] Saved forecast: WEA 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WEA.txt [2025-09-26T11:15:34.572630] [INFO ] [sig ] [1959/2043] Completed WEA in 0.2s | 3.75 sym/s | Total: 8.7m | ETA: 22.4s [2025-09-26T11:15:34.572729] [INFO ] [sig ] [1960/2043] Forecasting WEAV... [2025-09-26T11:15:34.572795] [INFO ] [sig ] Generating forecast for: WEAV [2025-09-26T11:15:34.572846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'. [2025-09-26T11:15:34.584772] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEAV'. [2025-09-26T11:15:34.585120] [INFO ] [FORECASTER] Starting predict_future for WEAV [2025-09-26T11:15:34.615395] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:34.616382] [DEBUG] [LOCAL ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt [2025-09-26T11:15:34.616465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:34.616540] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:34.616694] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:34.616800] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:34.634443] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:34.635150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:34.635269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:34.635342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:34.681168] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:34.681345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:34.681390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:34.681424] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:34.685143] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=92.86%) [2025-09-26T11:15:34.685437] [INFO ] [FORECASTER] Completed predict_future for WEAV [2025-09-26T11:15:34.685598] [INFO ] [sig ] WEAV: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:34.848519] [INFO ] [LOCAL ] Saved forecast: WEAV 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WEAV.txt [2025-09-26T11:15:34.848975] [INFO ] [sig ] [1960/2043] Completed WEAV in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 22.1s [2025-09-26T11:15:34.849063] [INFO ] [sig ] [1961/2043] Forecasting WEC... [2025-09-26T11:15:34.849135] [INFO ] [sig ] Generating forecast for: WEC [2025-09-26T11:15:34.849212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-09-26T11:15:34.862732] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEC'. [2025-09-26T11:15:34.863254] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-09-26T11:15:34.890832] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:34.891871] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-09-26T11:15:34.891952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:34.892029] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:34.892099] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:34.892201] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:34.910219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:34.911386] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:34.911528] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:34.911602] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:34.955411] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:34.955735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:34.955813] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:34.955851] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:34.960373] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=99.22%) [2025-09-26T11:15:34.960794] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-09-26T11:15:34.960980] [INFO ] [sig ] WEC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:35.124630] [INFO ] [LOCAL ] Saved forecast: WEC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WEC.txt [2025-09-26T11:15:35.125080] [INFO ] [sig ] [1961/2043] Completed WEC in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 21.8s [2025-09-26T11:15:35.125163] [INFO ] [sig ] [1962/2043] Forecasting WELL... [2025-09-26T11:15:35.125236] [INFO ] [sig ] Generating forecast for: WELL [2025-09-26T11:15:35.125311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'. [2025-09-26T11:15:35.138059] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WELL'. [2025-09-26T11:15:35.138456] [INFO ] [FORECASTER] Starting predict_future for WELL [2025-09-26T11:15:35.164380] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:35.165197] [DEBUG] [LOCAL ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt [2025-09-26T11:15:35.165277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:35.165351] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:35.165420] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:35.165521] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:35.183611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:35.184227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:35.184335] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:35.184410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:35.230374] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:35.230489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:35.230530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:35.230562] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:35.234020] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=13.98%) [2025-09-26T11:15:35.234308] [INFO ] [FORECASTER] Completed predict_future for WELL [2025-09-26T11:15:35.234469] [INFO ] [sig ] WELL: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:35.385364] [INFO ] [LOCAL ] Saved forecast: WELL 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WELL.txt [2025-09-26T11:15:35.385721] [INFO ] [sig ] [1962/2043] Completed WELL in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 21.6s [2025-09-26T11:15:35.385805] [INFO ] [sig ] [1963/2043] Forecasting WES... [2025-09-26T11:15:35.385878] [INFO ] [sig ] Generating forecast for: WES [2025-09-26T11:15:35.385958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-09-26T11:15:35.399009] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WES'. [2025-09-26T11:15:35.399397] [INFO ] [FORECASTER] Starting predict_future for WES [2025-09-26T11:15:35.426683] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:35.427525] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-09-26T11:15:35.427608] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:35.427708] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:35.427780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:35.427884] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:35.446717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:35.447398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:35.447515] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:35.447625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:35.490081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:35.490220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:35.490275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:35.490310] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:35.493766] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=87.24%) [2025-09-26T11:15:35.494052] [INFO ] [FORECASTER] Completed predict_future for WES [2025-09-26T11:15:35.494223] [INFO ] [sig ] WES: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:35.641843] [INFO ] [LOCAL ] Saved forecast: WES 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WES.txt [2025-09-26T11:15:35.642228] [INFO ] [sig ] [1963/2043] Completed WES in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 21.3s [2025-09-26T11:15:35.642313] [INFO ] [sig ] [1964/2043] Forecasting WEX... [2025-09-26T11:15:35.642385] [INFO ] [sig ] Generating forecast for: WEX [2025-09-26T11:15:35.642461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-09-26T11:15:35.655670] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WEX'. [2025-09-26T11:15:35.656072] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-09-26T11:15:35.682457] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:35.683287] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-09-26T11:15:35.683377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:35.683451] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:35.683522] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:35.683624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:35.702183] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:35.702896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:35.703014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:35.703087] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:35.748097] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:35.748309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:35.748363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:35.748436] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:35.752387] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=52.19%) [2025-09-26T11:15:35.752732] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-09-26T11:15:35.752930] [INFO ] [sig ] WEX: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:35.900726] [INFO ] [LOCAL ] Saved forecast: WEX 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WEX.txt [2025-09-26T11:15:35.901074] [INFO ] [sig ] [1964/2043] Completed WEX in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 21.0s [2025-09-26T11:15:35.901160] [INFO ] [sig ] [1965/2043] Forecasting WF... [2025-09-26T11:15:35.901232] [INFO ] [sig ] Generating forecast for: WF [2025-09-26T11:15:35.901356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-09-26T11:15:35.913473] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WF'. [2025-09-26T11:15:35.913873] [INFO ] [FORECASTER] Starting predict_future for WF [2025-09-26T11:15:35.940280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:35.941169] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-09-26T11:15:35.941250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:35.941325] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:35.941396] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:35.941497] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:35.959498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:35.960152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:35.960283] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:35.960360] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:36.007386] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:36.007528] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:36.007609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:36.007701] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:36.011298] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=2.59%) [2025-09-26T11:15:36.011598] [INFO ] [FORECASTER] Completed predict_future for WF [2025-09-26T11:15:36.011803] [INFO ] [sig ] WF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:36.161674] [INFO ] [LOCAL ] Saved forecast: WF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WF.txt [2025-09-26T11:15:36.161991] [INFO ] [sig ] [1965/2043] Completed WF in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 20.8s [2025-09-26T11:15:36.162072] [INFO ] [sig ] [1966/2043] Forecasting WFC... [2025-09-26T11:15:36.162149] [INFO ] [sig ] Generating forecast for: WFC [2025-09-26T11:15:36.162222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-09-26T11:15:36.179560] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WFC'. [2025-09-26T11:15:36.180283] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-09-26T11:15:36.208014] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:36.208987] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-09-26T11:15:36.209069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:36.209146] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:36.209217] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:36.209322] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:36.228048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:36.229190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:36.229326] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:36.229398] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:36.274661] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:36.274911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:36.274970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:36.275005] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:36.279301] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=27.29%) [2025-09-26T11:15:36.279636] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-09-26T11:15:36.279853] [INFO ] [sig ] WFC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:36.440453] [INFO ] [LOCAL ] Saved forecast: WFC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WFC.txt [2025-09-26T11:15:36.440995] [INFO ] [sig ] [1966/2043] Completed WFC in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 20.5s [2025-09-26T11:15:36.441089] [INFO ] [sig ] [1967/2043] Forecasting WFG... [2025-09-26T11:15:36.441161] [INFO ] [sig ] Generating forecast for: WFG [2025-09-26T11:15:36.441240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-09-26T11:15:36.454403] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WFG'. [2025-09-26T11:15:36.454922] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-09-26T11:15:36.481426] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:36.482255] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-09-26T11:15:36.482344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:36.482417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:36.482489] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:36.482634] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:36.500486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:36.501127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:36.501243] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:36.501313] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:36.545061] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:36.545188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:36.545229] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:36.545262] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:36.548582] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=55.92%) [2025-09-26T11:15:36.548913] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-09-26T11:15:36.549082] [INFO ] [sig ] WFG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:36.695002] [INFO ] [LOCAL ] Saved forecast: WFG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WFG.txt [2025-09-26T11:15:36.695351] [INFO ] [sig ] [1967/2043] Completed WFG in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 20.2s [2025-09-26T11:15:36.695430] [INFO ] [sig ] [1968/2043] Forecasting WGO... [2025-09-26T11:15:36.695502] [INFO ] [sig ] Generating forecast for: WGO [2025-09-26T11:15:36.695577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-09-26T11:15:36.710731] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WGO'. [2025-09-26T11:15:36.711394] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-09-26T11:15:36.744379] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:36.745465] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-09-26T11:15:36.745549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:36.745780] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:36.745960] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:36.746278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:36.768012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:36.769023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:36.769158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:36.769230] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:36.820839] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:36.821071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:36.821123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:36.821158] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:36.825226] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=10.24%) [2025-09-26T11:15:36.825565] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-09-26T11:15:36.825768] [INFO ] [sig ] WGO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:36.976829] [INFO ] [LOCAL ] Saved forecast: WGO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WGO.txt [2025-09-26T11:15:36.977225] [INFO ] [sig ] [1968/2043] Completed WGO in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 20.0s [2025-09-26T11:15:36.977308] [INFO ] [sig ] [1969/2043] Forecasting WH... [2025-09-26T11:15:36.977380] [INFO ] [sig ] Generating forecast for: WH [2025-09-26T11:15:36.977466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-09-26T11:15:36.990154] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WH'. [2025-09-26T11:15:36.990726] [INFO ] [FORECASTER] Starting predict_future for WH [2025-09-26T11:15:37.017096] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:37.017933] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-09-26T11:15:37.018012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:37.018086] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:37.018159] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:37.018264] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:37.036398] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:37.037112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:37.037227] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:37.037299] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:37.087988] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:37.088289] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:37.088358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:37.088396] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:37.093298] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=78.11%) [2025-09-26T11:15:37.093769] [INFO ] [FORECASTER] Completed predict_future for WH [2025-09-26T11:15:37.093949] [INFO ] [sig ] WH: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:37.242023] [INFO ] [LOCAL ] Saved forecast: WH 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WH.txt [2025-09-26T11:15:37.242390] [INFO ] [sig ] [1969/2043] Completed WH in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 19.7s [2025-09-26T11:15:37.242480] [INFO ] [sig ] [1970/2043] Forecasting WHD... [2025-09-26T11:15:37.242552] [INFO ] [sig ] Generating forecast for: WHD [2025-09-26T11:15:37.242628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-09-26T11:15:37.257331] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WHD'. [2025-09-26T11:15:37.257901] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-09-26T11:15:37.286561] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:37.287664] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-09-26T11:15:37.287749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:37.287825] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:37.287897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:37.288003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:37.306625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:37.307616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:37.307788] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:37.307863] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:37.354847] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:37.355095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:37.355148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:37.355184] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:37.360736] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=54.71%) [2025-09-26T11:15:37.361292] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-09-26T11:15:37.361510] [INFO ] [sig ] WHD: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:37.535934] [INFO ] [LOCAL ] Saved forecast: WHD 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WHD.txt [2025-09-26T11:15:37.536313] [INFO ] [sig ] [1970/2043] Completed WHD in 0.3s | 3.75 sym/s | Total: 8.7m | ETA: 19.5s [2025-09-26T11:15:37.536425] [INFO ] [sig ] [1971/2043] Forecasting WHG... [2025-09-26T11:15:37.536515] [INFO ] [sig ] Generating forecast for: WHG [2025-09-26T11:15:37.536608] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-09-26T11:15:37.547812] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'WHG'. [2025-09-26T11:15:37.548228] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-09-26T11:15:37.576280] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:37.577319] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-09-26T11:15:37.577401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:37.577476] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:37.577547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:37.577673] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:37.596026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:37.596920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:37.597043] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:37.597115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:37.640332] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:37.640540] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:37.640590] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:37.640624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:37.644396] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: UP (p=73.64%) [2025-09-26T11:15:37.644726] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-09-26T11:15:37.644926] [INFO ] [sig ] WHG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:37.800207] [INFO ] [LOCAL ] Saved forecast: WHG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WHG.txt [2025-09-26T11:15:37.800585] [INFO ] [sig ] [1971/2043] Completed WHG in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 19.2s [2025-09-26T11:15:37.800692] [INFO ] [sig ] [1972/2043] Forecasting WHR... [2025-09-26T11:15:37.800764] [INFO ] [sig ] Generating forecast for: WHR [2025-09-26T11:15:37.800838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'. [2025-09-26T11:15:37.811722] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WHR'. [2025-09-26T11:15:37.812201] [INFO ] [FORECASTER] Starting predict_future for WHR [2025-09-26T11:15:37.839955] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:37.840982] [DEBUG] [LOCAL ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt [2025-09-26T11:15:37.841085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:37.841165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:37.841210] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:37.841306] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:37.860212] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:37.861107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:37.861231] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:37.861308] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:37.906470] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:37.906719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:37.906791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:37.906891] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:37.911026] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: UP (p=52.20%) [2025-09-26T11:15:37.911395] [INFO ] [FORECASTER] Completed predict_future for WHR [2025-09-26T11:15:37.911565] [INFO ] [sig ] WHR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:38.065343] [INFO ] [LOCAL ] Saved forecast: WHR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WHR.txt [2025-09-26T11:15:38.066242] [INFO ] [sig ] [1972/2043] Completed WHR in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 18.9s [2025-09-26T11:15:38.066327] [INFO ] [sig ] [1973/2043] Forecasting WIA... [2025-09-26T11:15:38.066399] [INFO ] [sig ] Generating forecast for: WIA [2025-09-26T11:15:38.066482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-09-26T11:15:38.080818] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WIA'. [2025-09-26T11:15:38.081215] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-09-26T11:15:38.109988] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:38.110955] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-09-26T11:15:38.111037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:38.111113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:38.111183] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:38.111283] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:38.129794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:38.130637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:38.130782] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:38.130854] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:38.170925] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:38.171120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:38.171167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:38.171200] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:38.175011] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=63.06%) [2025-09-26T11:15:38.175334] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-09-26T11:15:38.175496] [INFO ] [sig ] WIA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:38.320568] [INFO ] [LOCAL ] Saved forecast: WIA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WIA.txt [2025-09-26T11:15:38.320974] [INFO ] [sig ] [1973/2043] Completed WIA in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 18.7s [2025-09-26T11:15:38.321061] [INFO ] [sig ] [1974/2043] Forecasting WINN... [2025-09-26T11:15:38.321132] [INFO ] [sig ] Generating forecast for: WINN [2025-09-26T11:15:38.321218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-09-26T11:15:38.334542] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'WINN'. [2025-09-26T11:15:38.335079] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-09-26T11:15:38.362106] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:38.363052] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-09-26T11:15:38.363134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:38.363208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:38.363279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:38.363405] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:38.381162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:38.381821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:38.381962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:38.382035] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:38.422377] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:38.422553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:38.422599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:38.422631] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:38.426338] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=31.06%) [2025-09-26T11:15:38.426664] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-09-26T11:15:38.426885] [INFO ] [sig ] WINN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:38.589326] [INFO ] [LOCAL ] Saved forecast: WINN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WINN.txt [2025-09-26T11:15:38.589755] [INFO ] [sig ] [1974/2043] Completed WINN in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 18.4s [2025-09-26T11:15:38.589838] [INFO ] [sig ] [1975/2043] Forecasting WIT... [2025-09-26T11:15:38.589912] [INFO ] [sig ] Generating forecast for: WIT [2025-09-26T11:15:38.589984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'. [2025-09-26T11:15:38.605942] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WIT'. [2025-09-26T11:15:38.606533] [INFO ] [FORECASTER] Starting predict_future for WIT [2025-09-26T11:15:38.635310] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:38.636298] [DEBUG] [LOCAL ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt [2025-09-26T11:15:38.636378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:38.636455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:38.636523] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:38.636624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:38.655875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:38.656528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:38.656673] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:38.656749] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:38.700831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:38.701013] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:38.701082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:38.701148] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:38.705341] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=22.02%) [2025-09-26T11:15:38.705665] [INFO ] [FORECASTER] Completed predict_future for WIT [2025-09-26T11:15:38.705838] [INFO ] [sig ] WIT: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:38.867850] [INFO ] [LOCAL ] Saved forecast: WIT 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WIT.txt [2025-09-26T11:15:38.868214] [INFO ] [sig ] [1975/2043] Completed WIT in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 18.1s [2025-09-26T11:15:38.868322] [INFO ] [sig ] [1976/2043] Forecasting WIW... [2025-09-26T11:15:38.868398] [INFO ] [sig ] Generating forecast for: WIW [2025-09-26T11:15:38.868470] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'. [2025-09-26T11:15:38.882321] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WIW'. [2025-09-26T11:15:38.883062] [INFO ] [FORECASTER] Starting predict_future for WIW [2025-09-26T11:15:38.927048] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:38.928628] [DEBUG] [LOCAL ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt [2025-09-26T11:15:38.928906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:38.929001] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:38.929076] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:38.929177] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:38.949699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:38.951023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:38.951159] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:38.951234] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:39.002140] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:39.002407] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:39.002460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:39.002497] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:39.006902] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: UP (p=81.58%) [2025-09-26T11:15:39.007275] [INFO ] [FORECASTER] Completed predict_future for WIW [2025-09-26T11:15:39.007455] [INFO ] [sig ] WIW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:39.168474] [INFO ] [LOCAL ] Saved forecast: WIW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WIW.txt [2025-09-26T11:15:39.168949] [INFO ] [sig ] [1976/2043] Completed WIW in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 17.9s [2025-09-26T11:15:39.169037] [INFO ] [sig ] [1977/2043] Forecasting WK... [2025-09-26T11:15:39.169109] [INFO ] [sig ] Generating forecast for: WK [2025-09-26T11:15:39.169166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-09-26T11:15:39.189169] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WK'. [2025-09-26T11:15:39.189816] [INFO ] [FORECASTER] Starting predict_future for WK [2025-09-26T11:15:39.216235] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:39.217254] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-09-26T11:15:39.217337] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:39.217412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:39.217482] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:39.217618] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:39.235221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:39.236107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:39.236240] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:39.236326] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:39.282039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:39.282292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:39.282350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:39.282385] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:39.286190] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=95.99%) [2025-09-26T11:15:39.286498] [INFO ] [FORECASTER] Completed predict_future for WK [2025-09-26T11:15:39.286684] [INFO ] [sig ] WK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:39.432897] [INFO ] [LOCAL ] Saved forecast: WK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WK.txt [2025-09-26T11:15:39.433282] [INFO ] [sig ] [1977/2043] Completed WK in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 17.6s [2025-09-26T11:15:39.433372] [INFO ] [sig ] [1978/2043] Forecasting WKC... [2025-09-26T11:15:39.433442] [INFO ] [sig ] Generating forecast for: WKC [2025-09-26T11:15:39.433516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-09-26T11:15:39.446123] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WKC'. [2025-09-26T11:15:39.446715] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-09-26T11:15:39.475556] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:39.476805] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-09-26T11:15:39.476946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:39.477028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:39.477106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:39.477225] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:39.497987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:39.498966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:39.499090] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:39.499163] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:39.542797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:39.543010] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:39.543059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:39.543093] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:39.546833] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=45.64%) [2025-09-26T11:15:39.547136] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-09-26T11:15:39.547285] [INFO ] [sig ] WKC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:39.696232] [INFO ] [LOCAL ] Saved forecast: WKC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WKC.txt [2025-09-26T11:15:39.696597] [INFO ] [sig ] [1978/2043] Completed WKC in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 17.3s [2025-09-26T11:15:39.696700] [INFO ] [sig ] [1979/2043] Forecasting WLK... [2025-09-26T11:15:39.696773] [INFO ] [sig ] Generating forecast for: WLK [2025-09-26T11:15:39.696873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-09-26T11:15:39.709124] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WLK'. [2025-09-26T11:15:39.709669] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-09-26T11:15:39.737105] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:39.738241] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-09-26T11:15:39.738331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:39.738455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:39.738525] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:39.738628] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:39.757354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:39.758339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:39.758464] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:39.758536] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:39.803037] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:39.803239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:39.803287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:39.803338] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:39.807160] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=92.32%) [2025-09-26T11:15:39.807482] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-09-26T11:15:39.807713] [INFO ] [sig ] WLK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:39.961149] [INFO ] [LOCAL ] Saved forecast: WLK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WLK.txt [2025-09-26T11:15:39.961499] [INFO ] [sig ] [1979/2043] Completed WLK in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 17.1s [2025-09-26T11:15:39.961585] [INFO ] [sig ] [1980/2043] Forecasting WLKP... [2025-09-26T11:15:39.961681] [INFO ] [sig ] Generating forecast for: WLKP [2025-09-26T11:15:39.961759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-09-26T11:15:39.974559] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WLKP'. [2025-09-26T11:15:39.975007] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-09-26T11:15:40.002579] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:40.003710] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-09-26T11:15:40.003827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:40.003907] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:40.003979] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:40.004084] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:40.025258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:40.026607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:40.026778] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:40.026880] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:40.073456] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:40.073692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:40.073828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:40.073885] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:40.078123] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=81.42%) [2025-09-26T11:15:40.078501] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-09-26T11:15:40.078712] [INFO ] [sig ] WLKP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:40.249712] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WLKP.txt [2025-09-26T11:15:40.250066] [INFO ] [sig ] [1980/2043] Completed WLKP in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 16.8s [2025-09-26T11:15:40.250149] [INFO ] [sig ] [1981/2043] Forecasting WLY... [2025-09-26T11:15:40.250221] [INFO ] [sig ] Generating forecast for: WLY [2025-09-26T11:15:40.250295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-09-26T11:15:40.261795] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WLY'. [2025-09-26T11:15:40.262258] [INFO ] [FORECASTER] Starting predict_future for WLY [2025-09-26T11:15:40.289610] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:40.290596] [DEBUG] [LOCAL ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt [2025-09-26T11:15:40.290700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:40.290777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:40.290847] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:40.290949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:40.309980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:40.310902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:40.311032] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:40.311103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:40.352942] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:40.353136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:40.353186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:40.353221] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:40.357185] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: UP (p=81.36%) [2025-09-26T11:15:40.357523] [INFO ] [FORECASTER] Completed predict_future for WLY [2025-09-26T11:15:40.357717] [INFO ] [sig ] WLY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:40.516869] [INFO ] [LOCAL ] Saved forecast: WLY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WLY.txt [2025-09-26T11:15:40.517265] [INFO ] [sig ] [1981/2043] Completed WLY in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 16.5s [2025-09-26T11:15:40.517350] [INFO ] [sig ] [1982/2043] Forecasting WM... [2025-09-26T11:15:40.517423] [INFO ] [sig ] Generating forecast for: WM [2025-09-26T11:15:40.517497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'. [2025-09-26T11:15:40.528849] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WM'. [2025-09-26T11:15:40.529327] [INFO ] [FORECASTER] Starting predict_future for WM [2025-09-26T11:15:40.555840] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:40.556677] [DEBUG] [LOCAL ] No optimal features file found for WM: ./output/feature-sets/WM.txt [2025-09-26T11:15:40.556755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:40.556849] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:40.556919] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:40.557018] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:40.575889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:40.576473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:40.576583] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:40.576674] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:40.616744] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:40.616946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:40.616999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:40.617035] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:40.620739] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: DOWN (p=6.70%) [2025-09-26T11:15:40.621048] [INFO ] [FORECASTER] Completed predict_future for WM [2025-09-26T11:15:40.621195] [INFO ] [sig ] WM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:40.779295] [INFO ] [LOCAL ] Saved forecast: WM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WM.txt [2025-09-26T11:15:40.779695] [INFO ] [sig ] [1982/2043] Completed WM in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 16.3s [2025-09-26T11:15:40.779782] [INFO ] [sig ] [1983/2043] Forecasting WMB... [2025-09-26T11:15:40.779855] [INFO ] [sig ] Generating forecast for: WMB [2025-09-26T11:15:40.779930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'. [2025-09-26T11:15:40.791723] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMB'. [2025-09-26T11:15:40.792197] [INFO ] [FORECASTER] Starting predict_future for WMB [2025-09-26T11:15:40.821037] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:40.822225] [DEBUG] [LOCAL ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt [2025-09-26T11:15:40.822305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:40.822379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:40.822448] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:40.822547] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:40.841466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:40.842226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:40.842344] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:40.842416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:40.880226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:40.880370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:40.880413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:40.880446] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:40.883947] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=8.59%) [2025-09-26T11:15:40.884237] [INFO ] [FORECASTER] Completed predict_future for WMB [2025-09-26T11:15:40.884384] [INFO ] [sig ] WMB: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:41.037329] [INFO ] [LOCAL ] Saved forecast: WMB 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WMB.txt [2025-09-26T11:15:41.037693] [INFO ] [sig ] [1983/2043] Completed WMB in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 16.0s [2025-09-26T11:15:41.037775] [INFO ] [sig ] [1984/2043] Forecasting WMK... [2025-09-26T11:15:41.037847] [INFO ] [sig ] Generating forecast for: WMK [2025-09-26T11:15:41.037918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-09-26T11:15:41.048225] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMK'. [2025-09-26T11:15:41.048597] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-09-26T11:15:41.075536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:41.076384] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-09-26T11:15:41.076466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:41.076539] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:41.076607] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:41.076736] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:41.095818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:41.096571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:41.096714] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:41.096786] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:41.137338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:41.137526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:41.137574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:41.137608] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:41.141275] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=8.26%) [2025-09-26T11:15:41.141567] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-09-26T11:15:41.141750] [INFO ] [sig ] WMK: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:41.296920] [INFO ] [LOCAL ] Saved forecast: WMK 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WMK.txt [2025-09-26T11:15:41.297262] [INFO ] [sig ] [1984/2043] Completed WMK in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 15.7s [2025-09-26T11:15:41.297354] [INFO ] [sig ] [1985/2043] Forecasting WMS... [2025-09-26T11:15:41.297424] [INFO ] [sig ] Generating forecast for: WMS [2025-09-26T11:15:41.297495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-09-26T11:15:41.308697] [DEBUG] [REMOTE ] Successfully parsed 1806 rows of historical data for symbol 'WMS'. [2025-09-26T11:15:41.309046] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-09-26T11:15:41.336427] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:41.337506] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-09-26T11:15:41.337590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:41.337691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:41.337748] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:41.337843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:41.357870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:41.358560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:41.358700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:41.358776] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:41.400536] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:41.400767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:41.400833] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:41.400870] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:41.405049] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=34.42%) [2025-09-26T11:15:41.405367] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-09-26T11:15:41.405552] [INFO ] [sig ] WMS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:41.558079] [INFO ] [LOCAL ] Saved forecast: WMS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WMS.txt [2025-09-26T11:15:41.558439] [INFO ] [sig ] [1985/2043] Completed WMS in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 15.5s [2025-09-26T11:15:41.558521] [INFO ] [sig ] [1986/2043] Forecasting WMT... [2025-09-26T11:15:41.558591] [INFO ] [sig ] Generating forecast for: WMT [2025-09-26T11:15:41.558686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'. [2025-09-26T11:15:41.569353] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WMT'. [2025-09-26T11:15:41.569744] [INFO ] [FORECASTER] Starting predict_future for WMT [2025-09-26T11:15:41.595624] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:41.596757] [DEBUG] [LOCAL ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt [2025-09-26T11:15:41.596882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:41.596968] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:41.597053] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:41.597180] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:41.615170] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:41.615984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:41.616101] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:41.616170] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:41.654524] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:41.654676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:41.654744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:41.654780] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:41.658188] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=61.08%) [2025-09-26T11:15:41.658475] [INFO ] [FORECASTER] Completed predict_future for WMT [2025-09-26T11:15:41.658625] [INFO ] [sig ] WMT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:41.805913] [INFO ] [LOCAL ] Saved forecast: WMT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WMT.txt [2025-09-26T11:15:41.806250] [INFO ] [sig ] [1986/2043] Completed WMT in 0.2s | 3.75 sym/s | Total: 8.8m | ETA: 15.2s [2025-09-26T11:15:41.806332] [INFO ] [sig ] [1987/2043] Forecasting WNC... [2025-09-26T11:15:41.806596] [INFO ] [sig ] Generating forecast for: WNC [2025-09-26T11:15:41.806691] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-09-26T11:15:41.823830] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WNC'. [2025-09-26T11:15:41.824382] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-09-26T11:15:41.856115] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:41.857126] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-09-26T11:15:41.857208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:41.857283] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:41.857354] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:41.857452] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:41.877335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:41.878024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:41.878145] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:41.878217] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:41.923599] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:41.923798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:41.923850] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:41.923884] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:41.927565] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=90.26%) [2025-09-26T11:15:41.927916] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-09-26T11:15:41.928080] [INFO ] [sig ] WNC: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:42.077485] [INFO ] [LOCAL ] Saved forecast: WNC 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WNC.txt [2025-09-26T11:15:42.077836] [INFO ] [sig ] [1987/2043] Completed WNC in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 14.9s [2025-09-26T11:15:42.077918] [INFO ] [sig ] [1988/2043] Forecasting WNS... [2025-09-26T11:15:42.077987] [INFO ] [sig ] Generating forecast for: WNS [2025-09-26T11:15:42.078058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'. [2025-09-26T11:15:42.089686] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WNS'. [2025-09-26T11:15:42.090237] [INFO ] [FORECASTER] Starting predict_future for WNS [2025-09-26T11:15:42.117539] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:42.118442] [DEBUG] [LOCAL ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt [2025-09-26T11:15:42.118521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:42.118593] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:42.118686] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:42.118785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:42.138801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:42.140368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:42.140772] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:42.140848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:42.191384] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:42.191729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:42.191838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:42.191901] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:42.196292] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=12.11%) [2025-09-26T11:15:42.196950] [INFO ] [FORECASTER] Completed predict_future for WNS [2025-09-26T11:15:42.197148] [INFO ] [sig ] WNS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:42.350696] [INFO ] [LOCAL ] Saved forecast: WNS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WNS.txt [2025-09-26T11:15:42.351165] [INFO ] [sig ] [1988/2043] Completed WNS in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 14.7s [2025-09-26T11:15:42.351281] [INFO ] [sig ] [1989/2043] Forecasting WOLF... [2025-09-26T11:15:42.351354] [INFO ] [sig ] Generating forecast for: WOLF [2025-09-26T11:15:42.351429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'. [2025-09-26T11:15:42.363278] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WOLF'. [2025-09-26T11:15:42.363868] [INFO ] [FORECASTER] Starting predict_future for WOLF [2025-09-26T11:15:42.392466] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:42.393528] [DEBUG] [LOCAL ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt [2025-09-26T11:15:42.393613] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:42.393709] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:42.393779] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:42.393879] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:42.412872] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:42.414081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:42.414218] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:42.414289] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:42.457938] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:42.458163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:42.458216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:42.458253] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:42.462724] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: DOWN (p=11.17%) [2025-09-26T11:15:42.463078] [INFO ] [FORECASTER] Completed predict_future for WOLF [2025-09-26T11:15:42.463243] [INFO ] [sig ] WOLF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:42.632526] [INFO ] [LOCAL ] Saved forecast: WOLF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WOLF.txt [2025-09-26T11:15:42.632956] [INFO ] [sig ] [1989/2043] Completed WOLF in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 14.4s [2025-09-26T11:15:42.633043] [INFO ] [sig ] [1990/2043] Forecasting WOR... [2025-09-26T11:15:42.633116] [INFO ] [sig ] Generating forecast for: WOR [2025-09-26T11:15:42.633188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'. [2025-09-26T11:15:42.645439] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WOR'. [2025-09-26T11:15:42.645946] [INFO ] [FORECASTER] Starting predict_future for WOR [2025-09-26T11:15:42.674085] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:42.675401] [DEBUG] [LOCAL ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt [2025-09-26T11:15:42.675495] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:42.675571] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:42.675640] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:42.675793] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:42.702286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:42.703357] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:42.703499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:42.703571] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:42.748587] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:42.748828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:42.748882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:42.748918] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:42.753263] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=95.33%) [2025-09-26T11:15:42.753724] [INFO ] [FORECASTER] Completed predict_future for WOR [2025-09-26T11:15:42.753912] [INFO ] [sig ] WOR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:42.922499] [INFO ] [LOCAL ] Saved forecast: WOR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WOR.txt [2025-09-26T11:15:42.923063] [INFO ] [sig ] [1990/2043] Completed WOR in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 14.1s [2025-09-26T11:15:42.923171] [INFO ] [sig ] [1991/2043] Forecasting WOW... [2025-09-26T11:15:42.923260] [INFO ] [sig ] Generating forecast for: WOW [2025-09-26T11:15:42.923379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'. [2025-09-26T11:15:42.935755] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WOW'. [2025-09-26T11:15:42.936268] [INFO ] [FORECASTER] Starting predict_future for WOW [2025-09-26T11:15:42.967312] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:42.968269] [DEBUG] [LOCAL ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt [2025-09-26T11:15:42.968382] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:42.968456] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:42.968524] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:42.968624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:42.989007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:42.990008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:42.990129] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:42.990198] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:43.033360] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:43.033543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:43.033591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:43.033624] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:43.037606] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=96.76%) [2025-09-26T11:15:43.037941] [INFO ] [FORECASTER] Completed predict_future for WOW [2025-09-26T11:15:43.038098] [INFO ] [sig ] WOW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:43.189044] [INFO ] [LOCAL ] Saved forecast: WOW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WOW.txt [2025-09-26T11:15:43.189382] [INFO ] [sig ] [1991/2043] Completed WOW in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 13.9s [2025-09-26T11:15:43.189465] [INFO ] [sig ] [1992/2043] Forecasting WPC... [2025-09-26T11:15:43.189544] [INFO ] [sig ] Generating forecast for: WPC [2025-09-26T11:15:43.189620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-09-26T11:15:43.200554] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WPC'. [2025-09-26T11:15:43.200891] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-09-26T11:15:43.226860] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:43.227611] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-09-26T11:15:43.227709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:43.227780] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:43.227848] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:43.227946] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:43.246955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:43.247548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:43.247683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:43.247758] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:43.286979] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:43.287075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:43.287115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:43.287149] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:43.290491] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=6.84%) [2025-09-26T11:15:43.290810] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-09-26T11:15:43.290962] [INFO ] [sig ] WPC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:43.442311] [INFO ] [LOCAL ] Saved forecast: WPC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WPC.txt [2025-09-26T11:15:43.442747] [INFO ] [sig ] [1992/2043] Completed WPC in 0.3s | 3.75 sym/s | Total: 8.8m | ETA: 13.6s [2025-09-26T11:15:43.442830] [INFO ] [sig ] [1993/2043] Forecasting WPM... [2025-09-26T11:15:43.442900] [INFO ] [sig ] Generating forecast for: WPM [2025-09-26T11:15:43.442972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'. [2025-09-26T11:15:43.454685] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WPM'. [2025-09-26T11:15:43.455109] [INFO ] [FORECASTER] Starting predict_future for WPM [2025-09-26T11:15:43.482531] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:43.483520] [DEBUG] [LOCAL ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt [2025-09-26T11:15:43.483609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:43.483706] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:43.483777] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:43.483856] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:43.502252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:43.502926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:43.503042] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:43.503111] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:43.542924] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:43.543108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:43.543159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:43.543199] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:43.547068] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: UP (p=98.92%) [2025-09-26T11:15:43.547373] [INFO ] [FORECASTER] Completed predict_future for WPM [2025-09-26T11:15:43.547521] [INFO ] [sig ] WPM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:43.698956] [INFO ] [LOCAL ] Saved forecast: WPM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WPM.txt [2025-09-26T11:15:43.699274] [INFO ] [sig ] [1993/2043] Completed WPM in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 13.3s [2025-09-26T11:15:43.699356] [INFO ] [sig ] [1994/2043] Forecasting WPP... [2025-09-26T11:15:43.699427] [INFO ] [sig ] Generating forecast for: WPP [2025-09-26T11:15:43.699500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-09-26T11:15:43.711094] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WPP'. [2025-09-26T11:15:43.711565] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-09-26T11:15:43.739255] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:43.740251] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-09-26T11:15:43.740341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:43.740412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:43.740479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:43.740577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:43.759337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:43.760232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:43.760351] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:43.760420] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:43.799911] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:43.800081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:43.800127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:43.800161] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:43.803825] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=62.78%) [2025-09-26T11:15:43.804125] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-09-26T11:15:43.804269] [INFO ] [sig ] WPP: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:43.957246] [INFO ] [LOCAL ] Saved forecast: WPP 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WPP.txt [2025-09-26T11:15:43.957567] [INFO ] [sig ] [1994/2043] Completed WPP in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 13.1s [2025-09-26T11:15:43.957678] [INFO ] [sig ] [1995/2043] Forecasting WRB... [2025-09-26T11:15:43.957759] [INFO ] [sig ] Generating forecast for: WRB [2025-09-26T11:15:43.957838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-09-26T11:15:43.968519] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WRB'. [2025-09-26T11:15:43.968938] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-09-26T11:15:43.996420] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:43.997391] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-09-26T11:15:43.997480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:43.997561] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:43.997631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:43.997754] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:44.017188] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:44.018038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:44.018167] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:44.018238] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:44.048107] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:44.048270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:44.048315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:44.048348] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:44.051916] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: UP (p=87.82%) [2025-09-26T11:15:44.052210] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-09-26T11:15:44.052349] [INFO ] [sig ] WRB: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:44.204226] [INFO ] [LOCAL ] Saved forecast: WRB 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WRB.txt [2025-09-26T11:15:44.204512] [INFO ] [sig ] [1995/2043] Completed WRB in 0.2s | 3.75 sym/s | Total: 8.9m | ETA: 12.8s [2025-09-26T11:15:44.204592] [INFO ] [sig ] [1996/2043] Forecasting WRBY... [2025-09-26T11:15:44.204688] [INFO ] [sig ] Generating forecast for: WRBY [2025-09-26T11:15:44.204760] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-09-26T11:15:44.214691] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WRBY'. [2025-09-26T11:15:44.215029] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-09-26T11:15:44.243775] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:44.244890] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-09-26T11:15:44.244972] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:44.245045] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:44.245112] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:44.245261] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:44.265420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:44.266088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:44.266205] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:44.266278] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:44.296699] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:44.296846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:44.296907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:44.296946] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:44.300554] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=1.07%) [2025-09-26T11:15:44.300919] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-09-26T11:15:44.301071] [INFO ] [sig ] WRBY: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:44.455780] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WRBY.txt [2025-09-26T11:15:44.456141] [INFO ] [sig ] [1996/2043] Completed WRBY in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 12.5s [2025-09-26T11:15:44.456225] [INFO ] [sig ] [1997/2043] Forecasting WS... [2025-09-26T11:15:44.456318] [INFO ] [sig ] Generating forecast for: WS [2025-09-26T11:15:44.456402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'. [2025-09-26T11:15:44.467599] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WS'. [2025-09-26T11:15:44.468033] [INFO ] [FORECASTER] Starting predict_future for WS [2025-09-26T11:15:44.495902] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:44.497127] [DEBUG] [LOCAL ] No optimal features file found for WS: ./output/feature-sets/WS.txt [2025-09-26T11:15:44.497245] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:44.497322] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:44.497391] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:44.497491] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:44.516279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:44.517214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:44.517338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:44.517411] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:44.555253] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:44.555462] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:44.555525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:44.555577] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:44.559596] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=69.49%) [2025-09-26T11:15:44.559934] [INFO ] [FORECASTER] Completed predict_future for WS [2025-09-26T11:15:44.560093] [INFO ] [sig ] WS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:44.713991] [INFO ] [LOCAL ] Saved forecast: WS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WS.txt [2025-09-26T11:15:44.714289] [INFO ] [sig ] [1997/2043] Completed WS in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 12.3s [2025-09-26T11:15:44.714367] [INFO ] [sig ] [1998/2043] Forecasting WSM... [2025-09-26T11:15:44.714436] [INFO ] [sig ] Generating forecast for: WSM [2025-09-26T11:15:44.714507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-09-26T11:15:44.725042] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WSM'. [2025-09-26T11:15:44.725437] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-09-26T11:15:44.752174] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:44.753230] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-09-26T11:15:44.753324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:44.753396] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:44.753484] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:44.753585] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:44.772661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:44.773563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:44.773730] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:44.773803] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:44.812367] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:44.812550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:44.812599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:44.812635] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:44.816689] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=72.55%) [2025-09-26T11:15:44.817056] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-09-26T11:15:44.817214] [INFO ] [sig ] WSM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:44.985582] [INFO ] [LOCAL ] Saved forecast: WSM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WSM.txt [2025-09-26T11:15:44.985987] [INFO ] [sig ] [1998/2043] Completed WSM in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 12.0s [2025-09-26T11:15:44.986081] [INFO ] [sig ] [1999/2043] Forecasting WSO... [2025-09-26T11:15:44.986164] [INFO ] [sig ] Generating forecast for: WSO [2025-09-26T11:15:44.986241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-09-26T11:15:44.997030] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WSO'. [2025-09-26T11:15:44.997461] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-09-26T11:15:45.031339] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:45.032274] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-09-26T11:15:45.032354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:45.032427] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:45.032496] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:45.032597] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:45.054534] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:45.055609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:45.055778] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:45.055878] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:45.104512] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:45.104746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:45.104815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:45.104853] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:45.108824] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=97.24%) [2025-09-26T11:15:45.109130] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-09-26T11:15:45.109286] [INFO ] [sig ] WSO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:45.264600] [INFO ] [LOCAL ] Saved forecast: WSO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WSO.txt [2025-09-26T11:15:45.264983] [INFO ] [sig ] [1999/2043] Completed WSO in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 11.7s [2025-09-26T11:15:45.265065] [INFO ] [sig ] [2000/2043] Forecasting WSR... [2025-09-26T11:15:45.265137] [INFO ] [sig ] Generating forecast for: WSR [2025-09-26T11:15:45.265212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'. [2025-09-26T11:15:45.276631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WSR'. [2025-09-26T11:15:45.277097] [INFO ] [FORECASTER] Starting predict_future for WSR [2025-09-26T11:15:45.304224] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:45.305145] [DEBUG] [LOCAL ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt [2025-09-26T11:15:45.305223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:45.305296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:45.305377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:45.305538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:45.323551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:45.324257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:45.324386] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:45.324471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:45.363940] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:45.364101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:45.364147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:45.364181] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:45.367853] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=91.47%) [2025-09-26T11:15:45.368162] [INFO ] [FORECASTER] Completed predict_future for WSR [2025-09-26T11:15:45.368308] [INFO ] [sig ] WSR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:45.522459] [INFO ] [LOCAL ] Saved forecast: WSR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WSR.txt [2025-09-26T11:15:45.522940] [INFO ] [sig ] [2000/2043] Completed WSR in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 11.5s [2025-09-26T11:15:45.523028] [INFO ] [sig ] [2001/2043] Forecasting WST... [2025-09-26T11:15:45.523102] [INFO ] [sig ] Generating forecast for: WST [2025-09-26T11:15:45.523197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'. [2025-09-26T11:15:45.535161] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WST'. [2025-09-26T11:15:45.535735] [INFO ] [FORECASTER] Starting predict_future for WST [2025-09-26T11:15:45.563338] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:45.564323] [DEBUG] [LOCAL ] No optimal features file found for WST: ./output/feature-sets/WST.txt [2025-09-26T11:15:45.564404] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:45.564477] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:45.564547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:45.564707] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:45.583068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:45.583822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:45.583939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:45.584012] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:45.626037] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:45.626324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:45.626397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:45.626436] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:45.630319] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: UP (p=85.63%) [2025-09-26T11:15:45.630633] [INFO ] [FORECASTER] Completed predict_future for WST [2025-09-26T11:15:45.630837] [INFO ] [sig ] WST: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:45.790537] [INFO ] [LOCAL ] Saved forecast: WST 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WST.txt [2025-09-26T11:15:45.790964] [INFO ] [sig ] [2001/2043] Completed WST in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 11.2s [2025-09-26T11:15:45.791048] [INFO ] [sig ] [2002/2043] Forecasting WT... [2025-09-26T11:15:45.791121] [INFO ] [sig ] Generating forecast for: WT [2025-09-26T11:15:45.791199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'. [2025-09-26T11:15:45.802567] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WT'. [2025-09-26T11:15:45.802931] [INFO ] [FORECASTER] Starting predict_future for WT [2025-09-26T11:15:45.832331] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:45.833443] [DEBUG] [LOCAL ] No optimal features file found for WT: ./output/feature-sets/WT.txt [2025-09-26T11:15:45.833525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:45.833600] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:45.833697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:45.833805] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:45.853436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:45.854236] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:45.854377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:45.854456] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:45.897179] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:45.897333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:45.897378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:45.897413] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:45.901004] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: UP (p=75.43%) [2025-09-26T11:15:45.901302] [INFO ] [FORECASTER] Completed predict_future for WT [2025-09-26T11:15:45.901450] [INFO ] [sig ] WT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:46.061382] [INFO ] [LOCAL ] Saved forecast: WT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WT.txt [2025-09-26T11:15:46.061698] [INFO ] [sig ] [2002/2043] Completed WT in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 10.9s [2025-09-26T11:15:46.061781] [INFO ] [sig ] [2003/2043] Forecasting WTI... [2025-09-26T11:15:46.061852] [INFO ] [sig ] Generating forecast for: WTI [2025-09-26T11:15:46.061929] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-09-26T11:15:46.073007] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTI'. [2025-09-26T11:15:46.073340] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-09-26T11:15:46.101324] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:46.102227] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-09-26T11:15:46.102307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:46.102380] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:46.102450] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:46.102550] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:46.124158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:46.124929] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:46.125048] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:46.125131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:46.172515] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:46.172718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:46.172788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:46.172825] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:46.176731] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=38.81%) [2025-09-26T11:15:46.177077] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-09-26T11:15:46.177242] [INFO ] [sig ] WTI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:46.334761] [INFO ] [LOCAL ] Saved forecast: WTI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WTI.txt [2025-09-26T11:15:46.335050] [INFO ] [sig ] [2003/2043] Completed WTI in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 10.7s [2025-09-26T11:15:46.335127] [INFO ] [sig ] [2004/2043] Forecasting WTRG... [2025-09-26T11:15:46.335201] [INFO ] [sig ] Generating forecast for: WTRG [2025-09-26T11:15:46.335274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-09-26T11:15:46.345552] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTRG'. [2025-09-26T11:15:46.345910] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-09-26T11:15:46.372204] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:46.373102] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-09-26T11:15:46.373200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:46.373273] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:46.373345] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:46.373479] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:46.392556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:46.393212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:46.393329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:46.393399] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:46.436163] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:46.436314] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:46.436359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:46.436394] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:46.440033] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: UP (p=73.93%) [2025-09-26T11:15:46.440326] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-09-26T11:15:46.440473] [INFO ] [sig ] WTRG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:46.594752] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WTRG.txt [2025-09-26T11:15:46.595118] [INFO ] [sig ] [2004/2043] Completed WTRG in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 10.4s [2025-09-26T11:15:46.595204] [INFO ] [sig ] [2005/2043] Forecasting WTS... [2025-09-26T11:15:46.595277] [INFO ] [sig ] Generating forecast for: WTS [2025-09-26T11:15:46.595350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-09-26T11:15:46.606175] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTS'. [2025-09-26T11:15:46.606506] [INFO ] [FORECASTER] Starting predict_future for WTS [2025-09-26T11:15:46.633602] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:46.634469] [DEBUG] [LOCAL ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt [2025-09-26T11:15:46.634548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:46.634621] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:46.634713] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:46.634819] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:46.654792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:46.655626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:46.655763] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:46.655834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:46.700891] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:46.701044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:46.701088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:46.701122] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:46.704766] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=7.66%) [2025-09-26T11:15:46.705331] [INFO ] [FORECASTER] Completed predict_future for WTS [2025-09-26T11:15:46.705487] [INFO ] [sig ] WTS: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:46.858344] [INFO ] [LOCAL ] Saved forecast: WTS 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WTS.txt [2025-09-26T11:15:46.858761] [INFO ] [sig ] [2005/2043] Completed WTS in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 10.1s [2025-09-26T11:15:46.858848] [INFO ] [sig ] [2006/2043] Forecasting WTTR... [2025-09-26T11:15:46.858919] [INFO ] [sig ] Generating forecast for: WTTR [2025-09-26T11:15:46.859022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'. [2025-09-26T11:15:46.869883] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WTTR'. [2025-09-26T11:15:46.870330] [INFO ] [FORECASTER] Starting predict_future for WTTR [2025-09-26T11:15:46.898362] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:46.899334] [DEBUG] [LOCAL ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt [2025-09-26T11:15:46.899419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:46.899492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:46.899562] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:46.899687] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:46.918248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:46.918944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:46.919059] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:46.919131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:46.959635] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:46.959867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:46.959953] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:46.960005] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:46.963804] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=4.92%) [2025-09-26T11:15:46.964131] [INFO ] [FORECASTER] Completed predict_future for WTTR [2025-09-26T11:15:46.964293] [INFO ] [sig ] WTTR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:47.255986] [INFO ] [LOCAL ] Saved forecast: WTTR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WTTR.txt [2025-09-26T11:15:47.256327] [INFO ] [sig ] [2006/2043] Completed WTTR in 0.4s | 3.75 sym/s | Total: 8.9m | ETA: 9.9s [2025-09-26T11:15:47.256408] [INFO ] [sig ] [2007/2043] Forecasting WU... [2025-09-26T11:15:47.256478] [INFO ] [sig ] Generating forecast for: WU [2025-09-26T11:15:47.256550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'. [2025-09-26T11:15:47.268610] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WU'. [2025-09-26T11:15:47.269163] [INFO ] [FORECASTER] Starting predict_future for WU [2025-09-26T11:15:47.302833] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:47.304030] [DEBUG] [LOCAL ] No optimal features file found for WU: ./output/feature-sets/WU.txt [2025-09-26T11:15:47.304141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:47.304226] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:47.304296] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:47.304397] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:47.323720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:47.324807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:47.324950] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:47.325023] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:47.368855] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:47.369055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:47.369105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:47.369141] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:47.373556] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: DOWN (p=33.24%) [2025-09-26T11:15:47.374098] [INFO ] [FORECASTER] Completed predict_future for WU [2025-09-26T11:15:47.374338] [INFO ] [sig ] WU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:47.580429] [INFO ] [LOCAL ] Saved forecast: WU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/WU.txt [2025-09-26T11:15:47.580835] [INFO ] [sig ] [2007/2043] Completed WU in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 9.6s [2025-09-26T11:15:47.580942] [INFO ] [sig ] [2008/2043] Forecasting WWW... [2025-09-26T11:15:47.581025] [INFO ] [sig ] Generating forecast for: WWW [2025-09-26T11:15:47.581088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'. [2025-09-26T11:15:47.594303] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WWW'. [2025-09-26T11:15:47.594932] [INFO ] [FORECASTER] Starting predict_future for WWW [2025-09-26T11:15:47.627876] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:47.629047] [DEBUG] [LOCAL ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt [2025-09-26T11:15:47.629159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:47.629264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:47.629355] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:47.629480] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:47.651951] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:47.653151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:47.653324] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:47.653462] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:47.693186] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:47.693425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:47.693488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:47.693533] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:47.698890] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: UP (p=95.64%) [2025-09-26T11:15:47.699363] [INFO ] [FORECASTER] Completed predict_future for WWW [2025-09-26T11:15:47.699535] [INFO ] [sig ] WWW: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:47.918704] [INFO ] [LOCAL ] Saved forecast: WWW 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WWW.txt [2025-09-26T11:15:47.919086] [INFO ] [sig ] [2008/2043] Completed WWW in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 9.3s [2025-09-26T11:15:47.919171] [INFO ] [sig ] [2009/2043] Forecasting WY... [2025-09-26T11:15:47.919218] [INFO ] [sig ] Generating forecast for: WY [2025-09-26T11:15:47.919288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-09-26T11:15:47.933613] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'WY'. [2025-09-26T11:15:47.934377] [INFO ] [FORECASTER] Starting predict_future for WY [2025-09-26T11:15:47.969940] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:47.971302] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-09-26T11:15:47.971415] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:47.971520] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:47.971608] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:47.971772] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:47.995667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:47.998507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:47.998749] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:47.998867] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:48.048369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:48.048617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:48.048744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:48.048821] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:48.055076] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=87.44%) [2025-09-26T11:15:48.055704] [INFO ] [FORECASTER] Completed predict_future for WY [2025-09-26T11:15:48.055953] [INFO ] [sig ] WY: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:48.257028] [INFO ] [LOCAL ] Saved forecast: WY 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/WY.txt [2025-09-26T11:15:48.257370] [INFO ] [sig ] [2009/2043] Completed WY in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 9.1s [2025-09-26T11:15:48.257456] [INFO ] [sig ] [2010/2043] Forecasting XFLT... [2025-09-26T11:15:48.257528] [INFO ] [sig ] Generating forecast for: XFLT [2025-09-26T11:15:48.257598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-09-26T11:15:48.268728] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XFLT'. [2025-09-26T11:15:48.269242] [INFO ] [FORECASTER] Starting predict_future for XFLT [2025-09-26T11:15:48.304043] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:48.305251] [DEBUG] [LOCAL ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt [2025-09-26T11:15:48.305364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:48.305464] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:48.305563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:48.305723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:48.328850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:48.329851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:48.330017] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:48.330093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:48.389787] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:48.389996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:48.390047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:48.390083] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:48.394472] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: UP (p=70.37%) [2025-09-26T11:15:48.394950] [INFO ] [FORECASTER] Completed predict_future for XFLT [2025-09-26T11:15:48.395150] [INFO ] [sig ] XFLT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:48.574031] [INFO ] [LOCAL ] Saved forecast: XFLT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/XFLT.txt [2025-09-26T11:15:48.574420] [INFO ] [sig ] [2010/2043] Completed XFLT in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 8.8s [2025-09-26T11:15:48.574505] [INFO ] [sig ] [2011/2043] Forecasting XHR... [2025-09-26T11:15:48.574579] [INFO ] [sig ] Generating forecast for: XHR [2025-09-26T11:15:48.574677] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'. [2025-09-26T11:15:48.586519] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XHR'. [2025-09-26T11:15:48.587112] [INFO ] [FORECASTER] Starting predict_future for XHR [2025-09-26T11:15:48.618139] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:48.619131] [DEBUG] [LOCAL ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt [2025-09-26T11:15:48.619217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:48.619310] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:48.619382] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:48.619497] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:48.640198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:48.641309] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:48.641451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:48.641530] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:48.687415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:48.687632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:48.687730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:48.687784] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:48.692231] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=59.75%) [2025-09-26T11:15:48.692578] [INFO ] [FORECASTER] Completed predict_future for XHR [2025-09-26T11:15:48.692779] [INFO ] [sig ] XHR: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:48.854382] [INFO ] [LOCAL ] Saved forecast: XHR 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/XHR.txt [2025-09-26T11:15:48.854721] [INFO ] [sig ] [2011/2043] Completed XHR in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 8.5s [2025-09-26T11:15:48.854808] [INFO ] [sig ] [2012/2043] Forecasting XOM... [2025-09-26T11:15:48.854881] [INFO ] [sig ] Generating forecast for: XOM [2025-09-26T11:15:48.854954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-09-26T11:15:48.866015] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XOM'. [2025-09-26T11:15:48.866358] [INFO ] [FORECASTER] Starting predict_future for XOM [2025-09-26T11:15:48.893723] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:48.894712] [DEBUG] [LOCAL ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt [2025-09-26T11:15:48.894801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:48.894875] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:48.894945] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:48.895047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:48.913575] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:48.914507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:48.914638] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:48.914738] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:48.972229] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:48.972444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:48.972498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:48.972536] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:48.977137] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=19.88%) [2025-09-26T11:15:48.977582] [INFO ] [FORECASTER] Completed predict_future for XOM [2025-09-26T11:15:48.977828] [INFO ] [sig ] XOM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:49.137609] [INFO ] [LOCAL ] Saved forecast: XOM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/XOM.txt [2025-09-26T11:15:49.137995] [INFO ] [sig ] [2012/2043] Completed XOM in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 8.3s [2025-09-26T11:15:49.138091] [INFO ] [sig ] [2013/2043] Forecasting XPER... [2025-09-26T11:15:49.138198] [INFO ] [sig ] Generating forecast for: XPER [2025-09-26T11:15:49.138302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'. [2025-09-26T11:15:49.148631] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPER'. [2025-09-26T11:15:49.149089] [INFO ] [FORECASTER] Starting predict_future for XPER [2025-09-26T11:15:49.175503] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:49.176383] [DEBUG] [LOCAL ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt [2025-09-26T11:15:49.176480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:49.176570] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:49.176679] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:49.176836] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:49.195503] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:49.196189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:49.196318] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:49.196406] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:49.238486] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:49.238696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:49.238770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:49.238807] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:49.242563] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-09-26T11:15:49.242910] [INFO ] [FORECASTER] Completed predict_future for XPER [2025-09-26T11:15:49.243076] [INFO ] [sig ] XPER: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:49.401853] [INFO ] [LOCAL ] Saved forecast: XPER 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/XPER.txt [2025-09-26T11:15:49.402142] [INFO ] [sig ] [2013/2043] Completed XPER in 0.3s | 3.75 sym/s | Total: 8.9m | ETA: 8.0s [2025-09-26T11:15:49.402232] [INFO ] [sig ] [2014/2043] Forecasting XPEV... [2025-09-26T11:15:49.402302] [INFO ] [sig ] Generating forecast for: XPEV [2025-09-26T11:15:49.402373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'. [2025-09-26T11:15:49.413312] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPEV'. [2025-09-26T11:15:49.413730] [INFO ] [FORECASTER] Starting predict_future for XPEV [2025-09-26T11:15:49.442536] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:49.443462] [DEBUG] [LOCAL ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt [2025-09-26T11:15:49.443550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:49.443640] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:49.443732] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:49.443834] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:49.462960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:49.463841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:49.463963] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:49.464035] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:49.497380] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:49.497568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:49.497620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:49.497694] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:49.501539] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: DOWN (p=1.15%) [2025-09-26T11:15:49.501881] [INFO ] [FORECASTER] Completed predict_future for XPEV [2025-09-26T11:15:49.502054] [INFO ] [sig ] XPEV: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:49.656671] [INFO ] [LOCAL ] Saved forecast: XPEV 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/XPEV.txt [2025-09-26T11:15:49.657010] [INFO ] [sig ] [2014/2043] Completed XPEV in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 7.7s [2025-09-26T11:15:49.657097] [INFO ] [sig ] [2015/2043] Forecasting XPOF... [2025-09-26T11:15:49.657176] [INFO ] [sig ] Generating forecast for: XPOF [2025-09-26T11:15:49.657256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-09-26T11:15:49.667715] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPOF'. [2025-09-26T11:15:49.668055] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-09-26T11:15:49.695232] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:49.696098] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-09-26T11:15:49.696178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:49.696252] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:49.696327] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:49.696429] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:49.715768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:49.716423] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:49.716535] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:49.716607] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:49.754746] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:49.754907] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:49.754952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:49.754986] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:49.758620] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=1.83%) [2025-09-26T11:15:49.758973] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-09-26T11:15:49.759137] [INFO ] [sig ] XPOF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:49.914288] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/XPOF.txt [2025-09-26T11:15:49.914746] [INFO ] [sig ] [2015/2043] Completed XPOF in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 7.5s [2025-09-26T11:15:49.914831] [INFO ] [sig ] [2016/2043] Forecasting XPRO... [2025-09-26T11:15:49.914902] [INFO ] [sig ] Generating forecast for: XPRO [2025-09-26T11:15:49.914973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-09-26T11:15:49.926796] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XPRO'. [2025-09-26T11:15:49.927246] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-09-26T11:15:49.954184] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:49.955149] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-09-26T11:15:49.955246] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:49.955337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:49.955427] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:49.955561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:49.974347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:49.975057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:49.975184] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:49.975290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:50.022287] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:50.022461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:50.022531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:50.022582] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:50.026773] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=1.56%) [2025-09-26T11:15:50.027114] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-09-26T11:15:50.027265] [INFO ] [sig ] XPRO: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:50.175904] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/XPRO.txt [2025-09-26T11:15:50.176184] [INFO ] [sig ] [2016/2043] Completed XPRO in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 7.2s [2025-09-26T11:15:50.176266] [INFO ] [sig ] [2017/2043] Forecasting XYF... [2025-09-26T11:15:50.176339] [INFO ] [sig ] Generating forecast for: XYF [2025-09-26T11:15:50.176411] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-09-26T11:15:50.186908] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XYF'. [2025-09-26T11:15:50.187286] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-09-26T11:15:50.214093] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:50.215024] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-09-26T11:15:50.215103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:50.215176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:50.215244] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:50.215431] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:50.234238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:50.235009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:50.235126] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:50.235196] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:50.264309] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:50.264467] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:50.264513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:50.264550] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:50.268527] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=75.33%) [2025-09-26T11:15:50.268895] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-09-26T11:15:50.269088] [INFO ] [sig ] XYF: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:50.425614] [INFO ] [LOCAL ] Saved forecast: XYF 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/XYF.txt [2025-09-26T11:15:50.425960] [INFO ] [sig ] [2017/2043] Completed XYF in 0.2s | 3.75 sym/s | Total: 9.0m | ETA: 6.9s [2025-09-26T11:15:50.426043] [INFO ] [sig ] [2018/2043] Forecasting XYL... [2025-09-26T11:15:50.426112] [INFO ] [sig ] Generating forecast for: XYL [2025-09-26T11:15:50.426181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-09-26T11:15:50.436534] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'XYL'. [2025-09-26T11:15:50.437048] [INFO ] [FORECASTER] Starting predict_future for XYL [2025-09-26T11:15:50.466451] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:50.467521] [DEBUG] [LOCAL ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt [2025-09-26T11:15:50.467603] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:50.467722] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:50.467801] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:50.467909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:50.488358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:50.489410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:50.489548] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:50.489627] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:50.522858] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:50.523055] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:50.523104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:50.523141] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:50.527666] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=95.77%) [2025-09-26T11:15:50.528053] [INFO ] [FORECASTER] Completed predict_future for XYL [2025-09-26T11:15:50.528217] [INFO ] [sig ] XYL: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:50.711502] [INFO ] [LOCAL ] Saved forecast: XYL 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/XYL.txt [2025-09-26T11:15:50.711954] [INFO ] [sig ] [2018/2043] Completed XYL in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 6.7s [2025-09-26T11:15:50.712056] [INFO ] [sig ] [2019/2043] Forecasting YALA... [2025-09-26T11:15:50.712148] [INFO ] [sig ] Generating forecast for: YALA [2025-09-26T11:15:50.712238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-09-26T11:15:50.725933] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YALA'. [2025-09-26T11:15:50.726436] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-09-26T11:15:50.756513] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:50.757689] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-09-26T11:15:50.757804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:50.757903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:50.758027] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:50.758196] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:50.777105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:50.778144] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:50.778300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:50.778393] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:50.812663] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:50.812898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:50.812969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:50.813010] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:50.817638] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=91.34%) [2025-09-26T11:15:50.817999] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-09-26T11:15:50.818150] [INFO ] [sig ] YALA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:50.974683] [INFO ] [LOCAL ] Saved forecast: YALA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/YALA.txt [2025-09-26T11:15:50.975054] [INFO ] [sig ] [2019/2043] Completed YALA in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 6.4s [2025-09-26T11:15:50.975138] [INFO ] [sig ] [2020/2043] Forecasting YELP... [2025-09-26T11:15:50.975219] [INFO ] [sig ] Generating forecast for: YELP [2025-09-26T11:15:50.975301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-09-26T11:15:50.985412] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YELP'. [2025-09-26T11:15:50.985826] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-09-26T11:15:51.017417] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:51.018840] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-09-26T11:15:51.018928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:51.019030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:51.019122] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:51.019259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:51.038095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:51.038940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:51.039111] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:51.039214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:51.088475] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:51.088790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:51.088866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:51.088903] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:51.093289] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=21.09%) [2025-09-26T11:15:51.093629] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-09-26T11:15:51.093907] [INFO ] [sig ] YELP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:51.251938] [INFO ] [LOCAL ] Saved forecast: YELP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YELP.txt [2025-09-26T11:15:51.252709] [INFO ] [sig ] [2020/2043] Completed YELP in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 6.1s [2025-09-26T11:15:51.252799] [INFO ] [sig ] [2021/2043] Forecasting YETI... [2025-09-26T11:15:51.252904] [INFO ] [sig ] Generating forecast for: YETI [2025-09-26T11:15:51.253000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-09-26T11:15:51.264760] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YETI'. [2025-09-26T11:15:51.265270] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-09-26T11:15:51.292886] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:51.293899] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-09-26T11:15:51.293986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:51.294068] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:51.294139] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:51.294267] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:51.313587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:51.314537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:51.314685] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:51.314760] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:51.352697] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:51.352909] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:51.352962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:51.352999] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:51.356883] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=15.74%) [2025-09-26T11:15:51.357203] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-09-26T11:15:51.357427] [INFO ] [sig ] YETI: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:51.509361] [INFO ] [LOCAL ] Saved forecast: YETI 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YETI.txt [2025-09-26T11:15:51.509712] [INFO ] [sig ] [2021/2043] Completed YETI in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 5.9s [2025-09-26T11:15:51.509797] [INFO ] [sig ] [2022/2043] Forecasting YEXT... [2025-09-26T11:15:51.509867] [INFO ] [sig ] Generating forecast for: YEXT [2025-09-26T11:15:51.509939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'. [2025-09-26T11:15:51.521496] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YEXT'. [2025-09-26T11:15:51.522011] [INFO ] [FORECASTER] Starting predict_future for YEXT [2025-09-26T11:15:51.549554] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:51.550671] [DEBUG] [LOCAL ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt [2025-09-26T11:15:51.550764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:51.550862] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:51.550954] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:51.551099] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:51.570022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:51.571152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:51.571301] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:51.571394] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:51.605166] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:51.605394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:51.605446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:51.605483] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:51.610198] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=95.29%) [2025-09-26T11:15:51.610608] [INFO ] [FORECASTER] Completed predict_future for YEXT [2025-09-26T11:15:51.610820] [INFO ] [sig ] YEXT: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:51.765976] [INFO ] [LOCAL ] Saved forecast: YEXT 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/YEXT.txt [2025-09-26T11:15:51.766299] [INFO ] [sig ] [2022/2043] Completed YEXT in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 5.6s [2025-09-26T11:15:51.766381] [INFO ] [sig ] [2023/2043] Forecasting YMM... [2025-09-26T11:15:51.766455] [INFO ] [sig ] Generating forecast for: YMM [2025-09-26T11:15:51.766530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-09-26T11:15:51.777611] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YMM'. [2025-09-26T11:15:51.778106] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-09-26T11:15:51.804858] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:51.806005] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-09-26T11:15:51.806086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:51.806158] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:51.806226] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:51.806329] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:51.825315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:51.826407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:51.826530] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:51.826625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:51.864564] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:51.864791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:51.864853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:51.864889] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:51.868607] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=64.84%) [2025-09-26T11:15:51.868962] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-09-26T11:15:51.869118] [INFO ] [sig ] YMM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:52.018375] [INFO ] [LOCAL ] Saved forecast: YMM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/YMM.txt [2025-09-26T11:15:52.018712] [INFO ] [sig ] [2023/2043] Completed YMM in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 5.3s [2025-09-26T11:15:52.018795] [INFO ] [sig ] [2024/2043] Forecasting YOU... [2025-09-26T11:15:52.018869] [INFO ] [sig ] Generating forecast for: YOU [2025-09-26T11:15:52.018939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'. [2025-09-26T11:15:52.030245] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YOU'. [2025-09-26T11:15:52.030683] [INFO ] [FORECASTER] Starting predict_future for YOU [2025-09-26T11:15:52.056332] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:52.057354] [DEBUG] [LOCAL ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt [2025-09-26T11:15:52.057434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:52.057506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:52.057581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:52.057723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:52.076102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:52.077000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:52.077119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:52.077196] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:52.115395] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:52.115585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:52.115633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:52.115717] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:52.119605] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=21.52%) [2025-09-26T11:15:52.120007] [INFO ] [FORECASTER] Completed predict_future for YOU [2025-09-26T11:15:52.120177] [INFO ] [sig ] YOU: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:52.275816] [INFO ] [LOCAL ] Saved forecast: YOU 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YOU.txt [2025-09-26T11:15:52.276159] [INFO ] [sig ] [2024/2043] Completed YOU in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 5.1s [2025-09-26T11:15:52.276245] [INFO ] [sig ] [2025/2043] Forecasting YPF... [2025-09-26T11:15:52.276318] [INFO ] [sig ] Generating forecast for: YPF [2025-09-26T11:15:52.276393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-09-26T11:15:52.287608] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YPF'. [2025-09-26T11:15:52.288165] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-09-26T11:15:52.318837] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:52.319906] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-09-26T11:15:52.319989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:52.320079] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:52.320147] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:52.320253] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:52.339796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:52.340788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:52.340915] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:52.340993] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:52.379442] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:52.379676] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:52.379752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:52.379790] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:52.383936] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=22.67%) [2025-09-26T11:15:52.384332] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-09-26T11:15:52.384526] [INFO ] [sig ] YPF: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:52.555762] [INFO ] [LOCAL ] Saved forecast: YPF 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YPF.txt [2025-09-26T11:15:52.556270] [INFO ] [sig ] [2025/2043] Completed YPF in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 4.8s [2025-09-26T11:15:52.556390] [INFO ] [sig ] [2026/2043] Forecasting YRD... [2025-09-26T11:15:52.556492] [INFO ] [sig ] Generating forecast for: YRD [2025-09-26T11:15:52.556596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-09-26T11:15:52.570813] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YRD'. [2025-09-26T11:15:52.571401] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-09-26T11:15:52.602011] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:52.603030] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-09-26T11:15:52.603121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:52.603204] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:52.603275] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:52.603380] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:52.622562] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:52.623543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:52.623690] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:52.623765] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:52.663155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:52.663355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:52.663405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:52.663440] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:52.667366] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=19.25%) [2025-09-26T11:15:52.667713] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-09-26T11:15:52.667884] [INFO ] [sig ] YRD: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:52.830955] [INFO ] [LOCAL ] Saved forecast: YRD 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YRD.txt [2025-09-26T11:15:52.831246] [INFO ] [sig ] [2026/2043] Completed YRD in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 4.5s [2025-09-26T11:15:52.831324] [INFO ] [sig ] [2027/2043] Forecasting YSG... [2025-09-26T11:15:52.831394] [INFO ] [sig ] Generating forecast for: YSG [2025-09-26T11:15:52.831465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-09-26T11:15:52.842247] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YSG'. [2025-09-26T11:15:52.842637] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-09-26T11:15:52.869770] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:52.870692] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-09-26T11:15:52.870775] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:52.870823] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:52.870892] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:52.870993] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:52.890068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:52.890786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:52.890910] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:52.890985] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:52.932534] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:52.932737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:52.932801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:52.932837] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:52.936495] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=84.18%) [2025-09-26T11:15:52.936863] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-09-26T11:15:52.937030] [INFO ] [sig ] YSG: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:53.090997] [INFO ] [LOCAL ] Saved forecast: YSG 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/YSG.txt [2025-09-26T11:15:53.091318] [INFO ] [sig ] [2027/2043] Completed YSG in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 4.3s [2025-09-26T11:15:53.091399] [INFO ] [sig ] [2028/2043] Forecasting YUM... [2025-09-26T11:15:53.091469] [INFO ] [sig ] Generating forecast for: YUM [2025-09-26T11:15:53.091543] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-09-26T11:15:53.102968] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YUM'. [2025-09-26T11:15:53.103386] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-09-26T11:15:53.129530] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:53.130392] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-09-26T11:15:53.130471] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:53.130543] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:53.130611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:53.130739] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:53.148452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:53.149251] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:53.149369] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:53.149438] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:53.188822] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:53.189016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:53.189065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:53.189098] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:53.192783] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=28.09%) [2025-09-26T11:15:53.193085] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-09-26T11:15:53.193248] [INFO ] [sig ] YUM: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:53.338863] [INFO ] [LOCAL ] Saved forecast: YUM 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YUM.txt [2025-09-26T11:15:53.339153] [INFO ] [sig ] [2028/2043] Completed YUM in 0.2s | 3.75 sym/s | Total: 9.0m | ETA: 4.0s [2025-09-26T11:15:53.339233] [INFO ] [sig ] [2029/2043] Forecasting YUMC... [2025-09-26T11:15:53.339305] [INFO ] [sig ] Generating forecast for: YUMC [2025-09-26T11:15:53.339378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-09-26T11:15:53.353243] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'YUMC'. [2025-09-26T11:15:53.353766] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-09-26T11:15:53.381045] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:53.382134] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-09-26T11:15:53.382216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:53.382290] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:53.382362] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:53.382463] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:53.401529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:53.402218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:53.402334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:53.402405] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:53.443711] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:53.443874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:53.443919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:53.443956] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:53.447576] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=2.70%) [2025-09-26T11:15:53.447915] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-09-26T11:15:53.448073] [INFO ] [sig ] YUMC: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:53.601379] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/YUMC.txt [2025-09-26T11:15:53.601727] [INFO ] [sig ] [2029/2043] Completed YUMC in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 3.7s [2025-09-26T11:15:53.601812] [INFO ] [sig ] [2030/2043] Forecasting ZBH... [2025-09-26T11:15:53.601885] [INFO ] [sig ] Generating forecast for: ZBH [2025-09-26T11:15:53.601957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-09-26T11:15:53.613375] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZBH'. [2025-09-26T11:15:53.613828] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-09-26T11:15:53.640604] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:53.641568] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-09-26T11:15:53.641680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:53.641773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:53.641871] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:53.642005] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:53.661167] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:53.661909] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:53.662038] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:53.662138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:53.711253] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:53.711401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:53.711474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:53.711540] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:53.716240] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=5.19%) [2025-09-26T11:15:53.716660] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-09-26T11:15:53.716878] [INFO ] [sig ] ZBH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:53.890539] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZBH.txt [2025-09-26T11:15:53.890918] [INFO ] [sig ] [2030/2043] Completed ZBH in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 3.5s [2025-09-26T11:15:53.891030] [INFO ] [sig ] [2031/2043] Forecasting ZEPP... [2025-09-26T11:15:53.891112] [INFO ] [sig ] Generating forecast for: ZEPP [2025-09-26T11:15:53.891210] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-09-26T11:15:53.903885] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZEPP'. [2025-09-26T11:15:53.904259] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-09-26T11:15:53.941134] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:53.942307] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-09-26T11:15:53.942396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:53.942479] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:53.942570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:53.942915] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:53.968429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:53.969209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:53.969338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:53.969436] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:54.026153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:54.026277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:54.026327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:54.026367] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:54.030815] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=5.69%) [2025-09-26T11:15:54.031155] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-09-26T11:15:54.031323] [INFO ] [sig ] ZEPP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:54.237172] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZEPP.txt [2025-09-26T11:15:54.237455] [INFO ] [sig ] [2031/2043] Completed ZEPP in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 3.2s [2025-09-26T11:15:54.237559] [INFO ] [sig ] [2032/2043] Forecasting ZETA... [2025-09-26T11:15:54.237688] [INFO ] [sig ] Generating forecast for: ZETA [2025-09-26T11:15:54.237786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-09-26T11:15:54.249145] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZETA'. [2025-09-26T11:15:54.249634] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-09-26T11:15:54.277092] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:54.277931] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-09-26T11:15:54.278012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:54.278101] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:54.278172] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:54.278274] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:54.297444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:54.298272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:54.298385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:54.298456] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:54.344815] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:54.344960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:54.345031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:54.345098] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:54.349110] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=81.62%) [2025-09-26T11:15:54.349420] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-09-26T11:15:54.349568] [INFO ] [sig ] ZETA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:54.505611] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZETA.txt [2025-09-26T11:15:54.505884] [INFO ] [sig ] [2032/2043] Completed ZETA in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 2.9s [2025-09-26T11:15:54.505972] [INFO ] [sig ] [2033/2043] Forecasting ZGN... [2025-09-26T11:15:54.506042] [INFO ] [sig ] Generating forecast for: ZGN [2025-09-26T11:15:54.506114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-09-26T11:15:54.516699] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZGN'. [2025-09-26T11:15:54.517062] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-09-26T11:15:54.544747] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:54.545661] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-09-26T11:15:54.545748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:54.545851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:54.546027] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:54.546173] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:54.564997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:54.565682] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:54.565810] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:54.565906] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:54.609488] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:54.609784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:54.609891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:54.609935] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:54.614565] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=15.28%) [2025-09-26T11:15:54.615042] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-09-26T11:15:54.615213] [INFO ] [sig ] ZGN: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:54.771962] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZGN.txt [2025-09-26T11:15:54.772264] [INFO ] [sig ] [2033/2043] Completed ZGN in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 2.7s [2025-09-26T11:15:54.772364] [INFO ] [sig ] [2034/2043] Forecasting ZH... [2025-09-26T11:15:54.772466] [INFO ] [sig ] Generating forecast for: ZH [2025-09-26T11:15:54.772559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-09-26T11:15:54.783716] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZH'. [2025-09-26T11:15:54.784091] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-09-26T11:15:54.810357] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:54.811222] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-09-26T11:15:54.811307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:54.811408] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:54.811507] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:54.811674] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:54.829724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:54.830468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:54.830595] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:54.830710] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:54.870756] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:54.870888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:54.870930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:54.870966] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:54.874431] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=28.62%) [2025-09-26T11:15:54.874776] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-09-26T11:15:54.874937] [INFO ] [sig ] ZH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:55.028393] [INFO ] [LOCAL ] Saved forecast: ZH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZH.txt [2025-09-26T11:15:55.028687] [INFO ] [sig ] [2034/2043] Completed ZH in 0.3s | 3.75 sym/s | Total: 9.0m | ETA: 2.4s [2025-09-26T11:15:55.028770] [INFO ] [sig ] [2035/2043] Forecasting ZIM... [2025-09-26T11:15:55.028841] [INFO ] [sig ] Generating forecast for: ZIM [2025-09-26T11:15:55.028913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-09-26T11:15:55.238229] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZIM'. [2025-09-26T11:15:55.238806] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-09-26T11:15:55.268463] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:55.269454] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-09-26T11:15:55.269539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:55.269612] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:55.269709] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:55.269810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:55.293862] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:55.294830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:55.294958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:55.295037] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:55.333961] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:55.334156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:55.334205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:55.334239] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:55.338259] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=58.05%) [2025-09-26T11:15:55.338592] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-09-26T11:15:55.338797] [INFO ] [sig ] ZIM: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:55.497468] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZIM.txt [2025-09-26T11:15:55.497782] [INFO ] [sig ] [2035/2043] Completed ZIM in 0.5s | 3.75 sym/s | Total: 9.0m | ETA: 2.1s [2025-09-26T11:15:55.497862] [INFO ] [sig ] [2036/2043] Forecasting ZIP... [2025-09-26T11:15:55.497933] [INFO ] [sig ] Generating forecast for: ZIP [2025-09-26T11:15:55.498001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-09-26T11:15:55.508790] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZIP'. [2025-09-26T11:15:55.509216] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-09-26T11:15:55.536209] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:55.537351] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-09-26T11:15:55.537444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:55.537516] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:55.537583] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:55.537706] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:55.556312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:55.557316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:55.557440] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:55.557512] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:55.598729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:55.598924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:55.598975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:55.599014] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:55.603095] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=6.74%) [2025-09-26T11:15:55.603443] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-09-26T11:15:55.603606] [INFO ] [sig ] ZIP: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:55.767757] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZIP.txt [2025-09-26T11:15:55.768090] [INFO ] [sig ] [2036/2043] Completed ZIP in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 1.9s [2025-09-26T11:15:55.768170] [INFO ] [sig ] [2037/2043] Forecasting ZK... [2025-09-26T11:15:55.768243] [INFO ] [sig ] Generating forecast for: ZK [2025-09-26T11:15:55.768317] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'. [2025-09-26T11:15:55.779358] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZK'. [2025-09-26T11:15:55.779831] [INFO ] [FORECASTER] Starting predict_future for ZK [2025-09-26T11:15:55.808325] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:55.809309] [DEBUG] [LOCAL ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt [2025-09-26T11:15:55.809395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:55.809506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:55.809576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:55.809701] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:55.828790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:55.829722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:55.829844] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:55.829919] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:55.869198] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:55.869444] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:55.869520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:55.869561] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:55.874187] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: UP (p=79.17%) [2025-09-26T11:15:55.874618] [INFO ] [FORECASTER] Completed predict_future for ZK [2025-09-26T11:15:55.874839] [INFO ] [sig ] ZK: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:56.043417] [INFO ] [LOCAL ] Saved forecast: ZK 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZK.txt [2025-09-26T11:15:56.043978] [INFO ] [sig ] [2037/2043] Completed ZK in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 1.6s [2025-09-26T11:15:56.044066] [INFO ] [sig ] [2038/2043] Forecasting ZKH... [2025-09-26T11:15:56.044162] [INFO ] [sig ] Generating forecast for: ZKH [2025-09-26T11:15:56.044249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'. [2025-09-26T11:15:56.055170] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZKH'. [2025-09-26T11:15:56.055740] [INFO ] [FORECASTER] Starting predict_future for ZKH [2025-09-26T11:15:56.085728] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:56.086940] [DEBUG] [LOCAL ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt [2025-09-26T11:15:56.087036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:56.087113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:56.087204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:56.087410] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:56.108062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:56.109097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:56.109220] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:56.109304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:56.153899] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:56.154100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:56.154150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:56.154185] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:56.158665] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: DOWN (p=14.25%) [2025-09-26T11:15:56.159209] [INFO ] [FORECASTER] Completed predict_future for ZKH [2025-09-26T11:15:56.159405] [INFO ] [sig ] ZKH: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:56.314250] [INFO ] [LOCAL ] Saved forecast: ZKH 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZKH.txt [2025-09-26T11:15:56.314573] [INFO ] [sig ] [2038/2043] Completed ZKH in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 1.3s [2025-09-26T11:15:56.314702] [INFO ] [sig ] [2039/2043] Forecasting ZTO... [2025-09-26T11:15:56.314790] [INFO ] [sig ] Generating forecast for: ZTO [2025-09-26T11:15:56.314879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-09-26T11:15:56.326537] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZTO'. [2025-09-26T11:15:56.327091] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-09-26T11:15:56.354532] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:56.355476] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-09-26T11:15:56.355565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:56.355693] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:56.355777] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:56.355887] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:56.374369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:56.375308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:56.375435] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:56.375521] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:56.421987] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:56.422190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:56.422241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:56.422274] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:56.426958] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=51.53%) [2025-09-26T11:15:56.427302] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-09-26T11:15:56.427461] [INFO ] [sig ] ZTO: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:56.579184] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZTO.txt [2025-09-26T11:15:56.579490] [INFO ] [sig ] [2039/2043] Completed ZTO in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 1.1s [2025-09-26T11:15:56.579568] [INFO ] [sig ] [2040/2043] Forecasting ZTR... [2025-09-26T11:15:56.579732] [INFO ] [sig ] Generating forecast for: ZTR [2025-09-26T11:15:56.579804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'. [2025-09-26T11:15:56.590802] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZTR'. [2025-09-26T11:15:56.591279] [INFO ] [FORECASTER] Starting predict_future for ZTR [2025-09-26T11:15:56.617810] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:56.618699] [DEBUG] [LOCAL ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt [2025-09-26T11:15:56.618782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:56.618855] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:56.618923] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:56.619021] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:56.637248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:56.638031] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:56.638150] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:56.638223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:56.677254] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:56.677457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:56.677505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:56.677539] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:56.681429] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: DOWN (p=37.35%) [2025-09-26T11:15:56.681790] [INFO ] [FORECASTER] Completed predict_future for ZTR [2025-09-26T11:15:56.681958] [INFO ] [sig ] ZTR: Forecast for 2025-09-25: DOWN (sign=0.00) [2025-09-26T11:15:56.836695] [INFO ] [LOCAL ] Saved forecast: ZTR 2025-09-26 0 -> ./output/forecasts/individual/2025-09-26/ZTR.txt [2025-09-26T11:15:56.837428] [INFO ] [sig ] [2040/2043] Completed ZTR in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 0.8s [2025-09-26T11:15:56.837727] [INFO ] [sig ] [2041/2043] Forecasting ZTS... [2025-09-26T11:15:56.837817] [INFO ] [sig ] Generating forecast for: ZTS [2025-09-26T11:15:56.837909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-09-26T11:15:56.849594] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZTS'. [2025-09-26T11:15:56.850206] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-09-26T11:15:56.880049] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:56.881107] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-09-26T11:15:56.881188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:56.881262] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:56.881331] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:56.881432] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:56.900661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:56.901566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:56.901709] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:56.901783] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:56.941881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:56.942080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:56.942131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:56.942166] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:56.946223] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: UP (p=76.10%) [2025-09-26T11:15:56.946569] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-09-26T11:15:56.946762] [INFO ] [sig ] ZTS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:57.107243] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZTS.txt [2025-09-26T11:15:57.107665] [INFO ] [sig ] [2041/2043] Completed ZTS in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 0.5s [2025-09-26T11:15:57.107753] [INFO ] [sig ] [2042/2043] Forecasting ZVIA... [2025-09-26T11:15:57.107826] [INFO ] [sig ] Generating forecast for: ZVIA [2025-09-26T11:15:57.107901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-09-26T11:15:57.119361] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZVIA'. [2025-09-26T11:15:57.119815] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-09-26T11:15:57.147501] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:57.148430] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-09-26T11:15:57.148509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:57.148582] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:57.148678] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:57.148779] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:57.167583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:57.168200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:57.168311] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:57.168382] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:57.210090] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:57.210209] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:57.210252] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:57.210285] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:57.213744] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: UP (p=75.33%) [2025-09-26T11:15:57.214053] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-09-26T11:15:57.214214] [INFO ] [sig ] ZVIA: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:57.374337] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZVIA.txt [2025-09-26T11:15:57.374613] [INFO ] [sig ] [2042/2043] Completed ZVIA in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 0.3s [2025-09-26T11:15:57.374718] [INFO ] [sig ] [2043/2043] Forecasting ZWS... [2025-09-26T11:15:57.374790] [INFO ] [sig ] Generating forecast for: ZWS [2025-09-26T11:15:57.374861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-09-26T11:15:57.386418] [DEBUG] [REMOTE ] Successfully parsed 1807 rows of historical data for symbol 'ZWS'. [2025-09-26T11:15:57.386993] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-09-26T11:15:57.416422] [DEBUG] [FEATURES ] Trimmed daily data from 139 to 90 rows (keeping most recent 90 days) [2025-09-26T11:15:57.417718] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-09-26T11:15:57.417812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T11:15:57.417887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T11:15:57.417958] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T11:15:57.418059] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T11:15:57.437175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T11:15:57.438203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T11:15:57.438329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T11:15:57.438402] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T11:15:57.476696] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T11:15:57.476948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T11:15:57.477013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T11:15:57.477057] [INFO ] [FORECASTER] Training complete [2025-09-26T11:15:57.481158] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=51.41%) [2025-09-26T11:15:57.481501] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-09-26T11:15:57.481703] [INFO ] [sig ] ZWS: Forecast for 2025-09-25: UP (sign=1.00) [2025-09-26T11:15:57.642074] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-09-26 1 -> ./output/forecasts/individual/2025-09-26/ZWS.txt [2025-09-26T11:15:57.642451] [INFO ] [sig ] [2043/2043] Completed ZWS in 0.3s | 3.75 sym/s | Total: 9.1m | ETA: 0.0s [2025-09-26T11:15:57.642534] [INFO ] [sig ] ================================================== [2025-09-26T11:15:57.642609] [INFO ] [sig ] Forecasts complete: 2043/2043 symbols succeeded [2025-09-26T11:15:57.642707] [INFO ] [sig ] Automatically generating consolidated reports... [2025-09-26T11:15:57.642780] [INFO ] [sig ] Generating consolidated forecast reports [2025-09-26T11:15:57.642954] [INFO ] [sig ] Found 1 forecast dates to process [2025-09-26T11:15:57.643030] [INFO ] [sig ] [1/1] Processing report for 2025-09-26... [2025-09-26T11:15:57.754037] [DEBUG] [LOCAL ] Loaded configuration for GATX: 1 features, 70.0% accuracy [2025-09-26T11:15:57.754264] [DEBUG] [LOCAL ] Loaded configuration for TNET: 0 features, 60.0% accuracy [2025-09-26T11:15:57.754428] [DEBUG] [LOCAL ] Loaded configuration for RMD: 6 features, 90.0% accuracy [2025-09-26T11:15:57.754639] [DEBUG] [LOCAL ] Loaded configuration for CON: 6 features, 100.0% accuracy [2025-09-26T11:15:57.754827] [DEBUG] [LOCAL ] Loaded configuration for LXFR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.754987] [DEBUG] [LOCAL ] Loaded configuration for PFL: 2 features, 40.0% accuracy [2025-09-26T11:15:57.755148] [DEBUG] [LOCAL ] Loaded configuration for PNW: 3 features, 80.0% accuracy [2025-09-26T11:15:57.755312] [DEBUG] [LOCAL ] Loaded configuration for ABEV: 1 features, 100.0% accuracy [2025-09-26T11:15:57.755482] [DEBUG] [LOCAL ] Loaded configuration for FHI: 6 features, 70.0% accuracy [2025-09-26T11:15:57.755738] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 100.0% accuracy [2025-09-26T11:15:57.755883] [DEBUG] [LOCAL ] Loaded configuration for WK: 1 features, 70.0% accuracy [2025-09-26T11:15:57.756052] [DEBUG] [LOCAL ] Loaded configuration for FIX: 3 features, 90.0% accuracy [2025-09-26T11:15:57.756213] [DEBUG] [LOCAL ] Loaded configuration for FNF: 1 features, 90.0% accuracy [2025-09-26T11:15:57.756372] [DEBUG] [LOCAL ] Loaded configuration for BXC: 1 features, 60.0% accuracy [2025-09-26T11:15:57.756532] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 3 features, 70.0% accuracy [2025-09-26T11:15:57.756728] [DEBUG] [LOCAL ] Loaded configuration for CEE: 1 features, 80.0% accuracy [2025-09-26T11:15:57.756933] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.757095] [DEBUG] [LOCAL ] Loaded configuration for RGT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.757263] [DEBUG] [LOCAL ] Loaded configuration for LBRT: 2 features, 90.0% accuracy [2025-09-26T11:15:57.757414] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.757587] [DEBUG] [LOCAL ] Loaded configuration for IOT: 4 features, 90.0% accuracy [2025-09-26T11:15:57.757770] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-09-26T11:15:57.757921] [DEBUG] [LOCAL ] Loaded configuration for MIR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.758087] [DEBUG] [LOCAL ] Loaded configuration for IX: 2 features, 60.0% accuracy [2025-09-26T11:15:57.758260] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 3 features, 70.0% accuracy [2025-09-26T11:15:57.758422] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 2 features, 70.0% accuracy [2025-09-26T11:15:57.758577] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 2 features, 70.0% accuracy [2025-09-26T11:15:57.758751] [DEBUG] [LOCAL ] Loaded configuration for TV: 2 features, 90.0% accuracy [2025-09-26T11:15:57.758914] [DEBUG] [LOCAL ] Loaded configuration for LEG: 0 features, 80.0% accuracy [2025-09-26T11:15:57.759097] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 3 features, 90.0% accuracy [2025-09-26T11:15:57.759248] [DEBUG] [LOCAL ] Loaded configuration for J: 2 features, 90.0% accuracy [2025-09-26T11:15:57.759421] [DEBUG] [LOCAL ] Loaded configuration for RPM: 1 features, 80.0% accuracy [2025-09-26T11:15:57.759598] [DEBUG] [LOCAL ] Loaded configuration for DLR: 4 features, 70.0% accuracy [2025-09-26T11:15:57.759791] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 80.0% accuracy [2025-09-26T11:15:57.759954] [DEBUG] [LOCAL ] Loaded configuration for WOW: 3 features, 90.0% accuracy [2025-09-26T11:15:57.760116] [DEBUG] [LOCAL ] Loaded configuration for GHLD: 1 features, 80.0% accuracy [2025-09-26T11:15:57.760286] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.760461] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 60.0% accuracy [2025-09-26T11:15:57.760621] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.760842] [DEBUG] [LOCAL ] Loaded configuration for HCI: 5 features, 90.0% accuracy [2025-09-26T11:15:57.761001] [DEBUG] [LOCAL ] Loaded configuration for RY: 3 features, 70.0% accuracy [2025-09-26T11:15:57.761162] [DEBUG] [LOCAL ] Loaded configuration for MVT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.761327] [DEBUG] [LOCAL ] Loaded configuration for CMRE: 1 features, 80.0% accuracy [2025-09-26T11:15:57.761479] [DEBUG] [LOCAL ] Loaded configuration for LPL: 5 features, 70.0% accuracy [2025-09-26T11:15:57.761678] [DEBUG] [LOCAL ] Loaded configuration for BABA: 2 features, 90.0% accuracy [2025-09-26T11:15:57.761837] [DEBUG] [LOCAL ] Loaded configuration for VIST: 1 features, 90.0% accuracy [2025-09-26T11:15:57.762002] [DEBUG] [LOCAL ] Loaded configuration for ACP: 4 features, 90.0% accuracy [2025-09-26T11:15:57.762144] [DEBUG] [LOCAL ] Loaded configuration for PSA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.762299] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-09-26T11:15:57.762470] [DEBUG] [LOCAL ] Loaded configuration for SCL: 4 features, 50.0% accuracy [2025-09-26T11:15:57.762630] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.762846] [DEBUG] [LOCAL ] Loaded configuration for PFLT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.762987] [DEBUG] [LOCAL ] Loaded configuration for PVH: 0 features, 70.0% accuracy [2025-09-26T11:15:57.763161] [DEBUG] [LOCAL ] Loaded configuration for GL: 1 features, 60.0% accuracy [2025-09-26T11:15:57.763294] [DEBUG] [LOCAL ] Loaded configuration for NQP: 1 features, 80.0% accuracy [2025-09-26T11:15:57.763453] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.763609] [DEBUG] [LOCAL ] Loaded configuration for NRK: 3 features, 60.0% accuracy [2025-09-26T11:15:57.763819] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 4 features, 80.0% accuracy [2025-09-26T11:15:57.763988] [DEBUG] [LOCAL ] Loaded configuration for POST: 1 features, 80.0% accuracy [2025-09-26T11:15:57.764157] [DEBUG] [LOCAL ] Loaded configuration for PRG: 4 features, 80.0% accuracy [2025-09-26T11:15:57.764335] [DEBUG] [LOCAL ] Loaded configuration for CMS: 4 features, 70.0% accuracy [2025-09-26T11:15:57.764505] [DEBUG] [LOCAL ] Loaded configuration for BGY: 1 features, 60.0% accuracy [2025-09-26T11:15:57.764687] [DEBUG] [LOCAL ] Loaded configuration for GMED: 5 features, 50.0% accuracy [2025-09-26T11:15:57.764876] [DEBUG] [LOCAL ] Loaded configuration for IGA: 2 features, 80.0% accuracy [2025-09-26T11:15:57.765054] [DEBUG] [LOCAL ] Loaded configuration for ARE: 1 features, 60.0% accuracy [2025-09-26T11:15:57.765220] [DEBUG] [LOCAL ] Loaded configuration for BRX: 4 features, 90.0% accuracy [2025-09-26T11:15:57.765378] [DEBUG] [LOCAL ] Loaded configuration for RXO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.765532] [DEBUG] [LOCAL ] Loaded configuration for SHW: 0 features, 90.0% accuracy [2025-09-26T11:15:57.765740] [DEBUG] [LOCAL ] Loaded configuration for AZO: 1 features, 80.0% accuracy [2025-09-26T11:15:57.765898] [DEBUG] [LOCAL ] Loaded configuration for NSA: 5 features, 80.0% accuracy [2025-09-26T11:15:57.766048] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 70.0% accuracy [2025-09-26T11:15:57.766215] [DEBUG] [LOCAL ] Loaded configuration for PAC: 2 features, 60.0% accuracy [2025-09-26T11:15:57.766392] [DEBUG] [LOCAL ] Loaded configuration for NLY: 5 features, 70.0% accuracy [2025-09-26T11:15:57.766546] [DEBUG] [LOCAL ] Loaded configuration for ACV: 0 features, 90.0% accuracy [2025-09-26T11:15:57.766726] [DEBUG] [LOCAL ] Loaded configuration for CMA: 3 features, 70.0% accuracy [2025-09-26T11:15:57.766914] [DEBUG] [LOCAL ] Loaded configuration for CARS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.767067] [DEBUG] [LOCAL ] Loaded configuration for CATO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.767231] [DEBUG] [LOCAL ] Loaded configuration for CWH: 1 features, 90.0% accuracy [2025-09-26T11:15:57.767382] [DEBUG] [LOCAL ] Loaded configuration for MFSG: 0 features, 80.0% accuracy [2025-09-26T11:15:57.767563] [DEBUG] [LOCAL ] Loaded configuration for PCN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.767787] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 1 features, 60.0% accuracy [2025-09-26T11:15:57.767951] [DEBUG] [LOCAL ] Loaded configuration for NXRT: 2 features, 90.0% accuracy [2025-09-26T11:15:57.768114] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.768289] [DEBUG] [LOCAL ] Loaded configuration for HGER: 2 features, 40.0% accuracy [2025-09-26T11:15:57.768489] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 80.0% accuracy [2025-09-26T11:15:57.768639] [DEBUG] [LOCAL ] Loaded configuration for KNF: 4 features, 80.0% accuracy [2025-09-26T11:15:57.768823] [DEBUG] [LOCAL ] Loaded configuration for YMM: 3 features, 90.0% accuracy [2025-09-26T11:15:57.768971] [DEBUG] [LOCAL ] Loaded configuration for RLX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.769100] [DEBUG] [LOCAL ] Loaded configuration for OBK: 3 features, 80.0% accuracy [2025-09-26T11:15:57.769269] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 6 features, 90.0% accuracy [2025-09-26T11:15:57.769406] [DEBUG] [LOCAL ] Loaded configuration for PHK: 2 features, 80.0% accuracy [2025-09-26T11:15:57.769574] [DEBUG] [LOCAL ] Loaded configuration for UZF: 2 features, 70.0% accuracy [2025-09-26T11:15:57.769771] [DEBUG] [LOCAL ] Loaded configuration for BHC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.769921] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 60.0% accuracy [2025-09-26T11:15:57.770085] [DEBUG] [LOCAL ] Loaded configuration for BKN: 2 features, 70.0% accuracy [2025-09-26T11:15:57.770239] [DEBUG] [LOCAL ] Loaded configuration for ELF: 0 features, 90.0% accuracy [2025-09-26T11:15:57.770370] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 2 features, 60.0% accuracy [2025-09-26T11:15:57.770533] [DEBUG] [LOCAL ] Loaded configuration for STEL: 2 features, 60.0% accuracy [2025-09-26T11:15:57.770714] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-09-26T11:15:57.770876] [DEBUG] [LOCAL ] Loaded configuration for SILA: 3 features, 70.0% accuracy [2025-09-26T11:15:57.771024] [DEBUG] [LOCAL ] Loaded configuration for RERE: 4 features, 90.0% accuracy [2025-09-26T11:15:57.771168] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 100.0% accuracy [2025-09-26T11:15:57.771314] [DEBUG] [LOCAL ] Loaded configuration for TSN: 1 features, 40.0% accuracy [2025-09-26T11:15:57.771474] [DEBUG] [LOCAL ] Loaded configuration for HYT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.771637] [DEBUG] [LOCAL ] Loaded configuration for BIT: 0 features, 80.0% accuracy [2025-09-26T11:15:57.771820] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.771980] [DEBUG] [LOCAL ] Loaded configuration for VHI: 4 features, 60.0% accuracy [2025-09-26T11:15:57.772164] [DEBUG] [LOCAL ] Loaded configuration for FTV: 2 features, 80.0% accuracy [2025-09-26T11:15:57.772279] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 3 features, 90.0% accuracy [2025-09-26T11:15:57.772431] [DEBUG] [LOCAL ] Loaded configuration for VATE: 0 features, 80.0% accuracy [2025-09-26T11:15:57.772612] [DEBUG] [LOCAL ] Loaded configuration for AHT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.772780] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 6 features, 70.0% accuracy [2025-09-26T11:15:57.772934] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 1 features, 80.0% accuracy [2025-09-26T11:15:57.773084] [DEBUG] [LOCAL ] Loaded configuration for IP: 2 features, 60.0% accuracy [2025-09-26T11:15:57.773247] [DEBUG] [LOCAL ] Loaded configuration for EIC: 0 features, 70.0% accuracy [2025-09-26T11:15:57.773426] [DEBUG] [LOCAL ] Loaded configuration for CB: 2 features, 90.0% accuracy [2025-09-26T11:15:57.773573] [DEBUG] [LOCAL ] Loaded configuration for PDT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.773762] [DEBUG] [LOCAL ] Loaded configuration for IEX: 3 features, 80.0% accuracy [2025-09-26T11:15:57.773949] [DEBUG] [LOCAL ] Loaded configuration for AXL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.774102] [DEBUG] [LOCAL ] Loaded configuration for UBS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.774241] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 70.0% accuracy [2025-09-26T11:15:57.774414] [DEBUG] [LOCAL ] Loaded configuration for HRL: 3 features, 70.0% accuracy [2025-09-26T11:15:57.774572] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 60.0% accuracy [2025-09-26T11:15:57.774772] [DEBUG] [LOCAL ] Loaded configuration for CCK: 4 features, 70.0% accuracy [2025-09-26T11:15:57.774935] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 1 features, 60.0% accuracy [2025-09-26T11:15:57.775094] [DEBUG] [LOCAL ] Loaded configuration for LION: 1 features, 80.0% accuracy [2025-09-26T11:15:57.775276] [DEBUG] [LOCAL ] Loaded configuration for BTZ: 0 features, 70.0% accuracy [2025-09-26T11:15:57.775439] [DEBUG] [LOCAL ] Loaded configuration for TISI: 1 features, 50.0% accuracy [2025-09-26T11:15:57.775595] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 0 features, 70.0% accuracy [2025-09-26T11:15:57.775774] [DEBUG] [LOCAL ] Loaded configuration for JHS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.775936] [DEBUG] [LOCAL ] Loaded configuration for NXE: 0 features, 70.0% accuracy [2025-09-26T11:15:57.776066] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 2 features, 80.0% accuracy [2025-09-26T11:15:57.776228] [DEBUG] [LOCAL ] Loaded configuration for BLW: 4 features, 80.0% accuracy [2025-09-26T11:15:57.776394] [DEBUG] [LOCAL ] Loaded configuration for CION: 2 features, 70.0% accuracy [2025-09-26T11:15:57.776550] [DEBUG] [LOCAL ] Loaded configuration for IHG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.776708] [DEBUG] [LOCAL ] Loaded configuration for TNK: 3 features, 80.0% accuracy [2025-09-26T11:15:57.776925] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 70.0% accuracy [2025-09-26T11:15:57.777095] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 90.0% accuracy [2025-09-26T11:15:57.777250] [DEBUG] [LOCAL ] Loaded configuration for UDR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.777379] [DEBUG] [LOCAL ] Loaded configuration for PBR: 0 features, 60.0% accuracy [2025-09-26T11:15:57.777586] [DEBUG] [LOCAL ] Loaded configuration for LYG: 4 features, 90.0% accuracy [2025-09-26T11:15:57.777813] [DEBUG] [LOCAL ] Loaded configuration for DG: 0 features, 80.0% accuracy [2025-09-26T11:15:57.777976] [DEBUG] [LOCAL ] Loaded configuration for SOR: 5 features, 90.0% accuracy [2025-09-26T11:15:57.778152] [DEBUG] [LOCAL ] Loaded configuration for KOS: 1 features, 90.0% accuracy [2025-09-26T11:15:57.778312] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 70.0% accuracy [2025-09-26T11:15:57.778478] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 1 features, 90.0% accuracy [2025-09-26T11:15:57.778622] [DEBUG] [LOCAL ] Loaded configuration for NMZ: 2 features, 80.0% accuracy [2025-09-26T11:15:57.778833] [DEBUG] [LOCAL ] Loaded configuration for ETX: 2 features, 90.0% accuracy [2025-09-26T11:15:57.778989] [DEBUG] [LOCAL ] Loaded configuration for LZB: 4 features, 90.0% accuracy [2025-09-26T11:15:57.779135] [DEBUG] [LOCAL ] Loaded configuration for IDE: 0 features, 90.0% accuracy [2025-09-26T11:15:57.779282] [DEBUG] [LOCAL ] Loaded configuration for OCFT: 3 features, 90.0% accuracy [2025-09-26T11:15:57.779418] [DEBUG] [LOCAL ] Loaded configuration for PLNT: 3 features, 60.0% accuracy [2025-09-26T11:15:57.779572] [DEBUG] [LOCAL ] Loaded configuration for NUW: 3 features, 70.0% accuracy [2025-09-26T11:15:57.779750] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 60.0% accuracy [2025-09-26T11:15:57.779942] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 90.0% accuracy [2025-09-26T11:15:57.780098] [DEBUG] [LOCAL ] Loaded configuration for CTO: 2 features, 80.0% accuracy [2025-09-26T11:15:57.780253] [DEBUG] [LOCAL ] Loaded configuration for ECC: 3 features, 100.0% accuracy [2025-09-26T11:15:57.780409] [DEBUG] [LOCAL ] Loaded configuration for BG: 1 features, 70.0% accuracy [2025-09-26T11:15:57.780558] [DEBUG] [LOCAL ] Loaded configuration for KTF: 2 features, 90.0% accuracy [2025-09-26T11:15:57.780749] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 2 features, 70.0% accuracy [2025-09-26T11:15:57.780935] [DEBUG] [LOCAL ] Loaded configuration for CNC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.781101] [DEBUG] [LOCAL ] Loaded configuration for LZM: 1 features, 80.0% accuracy [2025-09-26T11:15:57.781266] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 0 features, 80.0% accuracy [2025-09-26T11:15:57.781423] [DEBUG] [LOCAL ] Loaded configuration for AQN: 2 features, 90.0% accuracy [2025-09-26T11:15:57.781588] [DEBUG] [LOCAL ] Loaded configuration for RYI: 3 features, 90.0% accuracy [2025-09-26T11:15:57.781777] [DEBUG] [LOCAL ] Loaded configuration for HPE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.781968] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 1 features, 80.0% accuracy [2025-09-26T11:15:57.782099] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 70.0% accuracy [2025-09-26T11:15:57.782253] [DEBUG] [LOCAL ] Loaded configuration for CRH: 2 features, 60.0% accuracy [2025-09-26T11:15:57.782417] [DEBUG] [LOCAL ] Loaded configuration for GHM: 5 features, 100.0% accuracy [2025-09-26T11:15:57.782574] [DEBUG] [LOCAL ] Loaded configuration for DAC: 5 features, 100.0% accuracy [2025-09-26T11:15:57.782772] [DEBUG] [LOCAL ] Loaded configuration for AFL: 0 features, 90.0% accuracy [2025-09-26T11:15:57.782946] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-09-26T11:15:57.783076] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 1 features, 80.0% accuracy [2025-09-26T11:15:57.783235] [DEBUG] [LOCAL ] Loaded configuration for RMT: 0 features, 60.0% accuracy [2025-09-26T11:15:57.783418] [DEBUG] [LOCAL ] Loaded configuration for BJ: 1 features, 60.0% accuracy [2025-09-26T11:15:57.783592] [DEBUG] [LOCAL ] Loaded configuration for BARK: 5 features, 80.0% accuracy [2025-09-26T11:15:57.783764] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.783926] [DEBUG] [LOCAL ] Loaded configuration for CNK: 3 features, 60.0% accuracy [2025-09-26T11:15:57.784064] [DEBUG] [LOCAL ] Loaded configuration for STEM: 2 features, 50.0% accuracy [2025-09-26T11:15:57.784218] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.784372] [DEBUG] [LOCAL ] Loaded configuration for HLF: 1 features, 70.0% accuracy [2025-09-26T11:15:57.784526] [DEBUG] [LOCAL ] Loaded configuration for VOC: 1 features, 80.0% accuracy [2025-09-26T11:15:57.784682] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 4 features, 60.0% accuracy [2025-09-26T11:15:57.784813] [DEBUG] [LOCAL ] Loaded configuration for PHT: 2 features, 90.0% accuracy [2025-09-26T11:15:57.784979] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 60.0% accuracy [2025-09-26T11:15:57.785110] [DEBUG] [LOCAL ] Loaded configuration for XOM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.785264] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.785420] [DEBUG] [LOCAL ] Loaded configuration for UAA: 2 features, 60.0% accuracy [2025-09-26T11:15:57.785581] [DEBUG] [LOCAL ] Loaded configuration for DCO: 3 features, 80.0% accuracy [2025-09-26T11:15:57.785769] [DEBUG] [LOCAL ] Loaded configuration for BGS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.785926] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 4 features, 90.0% accuracy [2025-09-26T11:15:57.786081] [DEBUG] [LOCAL ] Loaded configuration for HUN: 1 features, 80.0% accuracy [2025-09-26T11:15:57.786229] [DEBUG] [LOCAL ] Loaded configuration for RNST: 3 features, 70.0% accuracy [2025-09-26T11:15:57.786421] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.786580] [DEBUG] [LOCAL ] Loaded configuration for BE: 1 features, 70.0% accuracy [2025-09-26T11:15:57.786752] [DEBUG] [LOCAL ] Loaded configuration for PATH: 3 features, 80.0% accuracy [2025-09-26T11:15:57.786949] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-09-26T11:15:57.787096] [DEBUG] [LOCAL ] Loaded configuration for NOC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.787265] [DEBUG] [LOCAL ] Loaded configuration for GUG: 2 features, 60.0% accuracy [2025-09-26T11:15:57.787402] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 90.0% accuracy [2025-09-26T11:15:57.787574] [DEBUG] [LOCAL ] Loaded configuration for KN: 4 features, 70.0% accuracy [2025-09-26T11:15:57.787793] [DEBUG] [LOCAL ] Loaded configuration for EVC: 2 features, 60.0% accuracy [2025-09-26T11:15:57.787931] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 2 features, 70.0% accuracy [2025-09-26T11:15:57.788089] [DEBUG] [LOCAL ] Loaded configuration for NAT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.788260] [DEBUG] [LOCAL ] Loaded configuration for BBD: 2 features, 50.0% accuracy [2025-09-26T11:15:57.788411] [DEBUG] [LOCAL ] Loaded configuration for NVT: 6 features, 90.0% accuracy [2025-09-26T11:15:57.788564] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 0 features, 70.0% accuracy [2025-09-26T11:15:57.788737] [DEBUG] [LOCAL ] Loaded configuration for TS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.788892] [DEBUG] [LOCAL ] Loaded configuration for GTES: 0 features, 80.0% accuracy [2025-09-26T11:15:57.789046] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-09-26T11:15:57.789202] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.789370] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 2 features, 90.0% accuracy [2025-09-26T11:15:57.789518] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 0 features, 30.0% accuracy [2025-09-26T11:15:57.789715] [DEBUG] [LOCAL ] Loaded configuration for AMR: 2 features, 50.0% accuracy [2025-09-26T11:15:57.789831] [DEBUG] [LOCAL ] Loaded configuration for PHR: 4 features, 70.0% accuracy [2025-09-26T11:15:57.789978] [DEBUG] [LOCAL ] Loaded configuration for ALE: 1 features, 80.0% accuracy [2025-09-26T11:15:57.790138] [DEBUG] [LOCAL ] Loaded configuration for ANF: 3 features, 80.0% accuracy [2025-09-26T11:15:57.790304] [DEBUG] [LOCAL ] Loaded configuration for ICE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.790460] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-09-26T11:15:57.790624] [DEBUG] [LOCAL ] Loaded configuration for MT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.790759] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.790938] [DEBUG] [LOCAL ] Loaded configuration for ABG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.791093] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 2 features, 60.0% accuracy [2025-09-26T11:15:57.791223] [DEBUG] [LOCAL ] Loaded configuration for EFT: 3 features, 60.0% accuracy [2025-09-26T11:15:57.791359] [DEBUG] [LOCAL ] Loaded configuration for TVC: 3 features, 90.0% accuracy [2025-09-26T11:15:57.791512] [DEBUG] [LOCAL ] Loaded configuration for WIT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.791688] [DEBUG] [LOCAL ] Loaded configuration for SEG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.791854] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.792004] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 70.0% accuracy [2025-09-26T11:15:57.792148] [DEBUG] [LOCAL ] Loaded configuration for SYY: 0 features, 70.0% accuracy [2025-09-26T11:15:57.792327] [DEBUG] [LOCAL ] Loaded configuration for HLT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.792481] [DEBUG] [LOCAL ] Loaded configuration for HESM: 4 features, 70.0% accuracy [2025-09-26T11:15:57.792635] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-09-26T11:15:57.792813] [DEBUG] [LOCAL ] Loaded configuration for SOC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.792967] [DEBUG] [LOCAL ] Loaded configuration for F: 2 features, 70.0% accuracy [2025-09-26T11:15:57.793114] [DEBUG] [LOCAL ] Loaded configuration for IVR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.793263] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.793426] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 70.0% accuracy [2025-09-26T11:15:57.793600] [DEBUG] [LOCAL ] Loaded configuration for ORC: 5 features, 80.0% accuracy [2025-09-26T11:15:57.793766] [DEBUG] [LOCAL ] Loaded configuration for PH: 3 features, 80.0% accuracy [2025-09-26T11:15:57.793896] [DEBUG] [LOCAL ] Loaded configuration for BTI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.794051] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 80.0% accuracy [2025-09-26T11:15:57.794188] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 1 features, 80.0% accuracy [2025-09-26T11:15:57.794341] [DEBUG] [LOCAL ] Loaded configuration for GHG: 4 features, 70.0% accuracy [2025-09-26T11:15:57.794473] [DEBUG] [LOCAL ] Loaded configuration for SCS: 6 features, 60.0% accuracy [2025-09-26T11:15:57.794614] [DEBUG] [LOCAL ] Loaded configuration for IIM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.794860] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 2 features, 80.0% accuracy [2025-09-26T11:15:57.795054] [DEBUG] [LOCAL ] Loaded configuration for SEM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.795187] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 4 features, 80.0% accuracy [2025-09-26T11:15:57.795324] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.795440] [DEBUG] [LOCAL ] Loaded configuration for VSH: 2 features, 70.0% accuracy [2025-09-26T11:15:57.795600] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 70.0% accuracy [2025-09-26T11:15:57.795760] [DEBUG] [LOCAL ] Loaded configuration for STEW: 1 features, 70.0% accuracy [2025-09-26T11:15:57.795916] [DEBUG] [LOCAL ] Loaded configuration for NVO: 2 features, 80.0% accuracy [2025-09-26T11:15:57.796072] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, 80.0% accuracy [2025-09-26T11:15:57.796225] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 2 features, 60.0% accuracy [2025-09-26T11:15:57.796379] [DEBUG] [LOCAL ] Loaded configuration for HVT: 2 features, 50.0% accuracy [2025-09-26T11:15:57.796561] [DEBUG] [LOCAL ] Loaded configuration for IAE: 1 features, 70.0% accuracy [2025-09-26T11:15:57.796739] [DEBUG] [LOCAL ] Loaded configuration for NGG: 4 features, 100.0% accuracy [2025-09-26T11:15:57.796933] [DEBUG] [LOCAL ] Loaded configuration for AIZ: 1 features, 80.0% accuracy [2025-09-26T11:15:57.797087] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 90.0% accuracy [2025-09-26T11:15:57.797261] [DEBUG] [LOCAL ] Loaded configuration for WPM: 2 features, 70.0% accuracy [2025-09-26T11:15:57.797399] [DEBUG] [LOCAL ] Loaded configuration for VPG: 1 features, 70.0% accuracy [2025-09-26T11:15:57.797546] [DEBUG] [LOCAL ] Loaded configuration for CR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.797779] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 4 features, 60.0% accuracy [2025-09-26T11:15:57.797929] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 90.0% accuracy [2025-09-26T11:15:57.798091] [DEBUG] [LOCAL ] Loaded configuration for KLG: 1 features, 70.0% accuracy [2025-09-26T11:15:57.798240] [DEBUG] [LOCAL ] Loaded configuration for QS: 4 features, 80.0% accuracy [2025-09-26T11:15:57.798390] [DEBUG] [LOCAL ] Loaded configuration for KR: 3 features, 90.0% accuracy [2025-09-26T11:15:57.798539] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 0 features, 60.0% accuracy [2025-09-26T11:15:57.798724] [DEBUG] [LOCAL ] Loaded configuration for MPC: 0 features, 60.0% accuracy [2025-09-26T11:15:57.798881] [DEBUG] [LOCAL ] Loaded configuration for GEF: 2 features, 80.0% accuracy [2025-09-26T11:15:57.799067] [DEBUG] [LOCAL ] Loaded configuration for CHD: 0 features, 60.0% accuracy [2025-09-26T11:15:57.799223] [DEBUG] [LOCAL ] Loaded configuration for PVL: 4 features, 70.0% accuracy [2025-09-26T11:15:57.799371] [DEBUG] [LOCAL ] Loaded configuration for PINE: 2 features, 60.0% accuracy [2025-09-26T11:15:57.799500] [DEBUG] [LOCAL ] Loaded configuration for BORR: 2 features, 60.0% accuracy [2025-09-26T11:15:57.799669] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 3 features, 80.0% accuracy [2025-09-26T11:15:57.799847] [DEBUG] [LOCAL ] Loaded configuration for FDS: 2 features, 80.0% accuracy [2025-09-26T11:15:57.799985] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.800122] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 3 features, 70.0% accuracy [2025-09-26T11:15:57.800343] [DEBUG] [LOCAL ] Loaded configuration for NEU: 1 features, 70.0% accuracy [2025-09-26T11:15:57.800529] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 70.0% accuracy [2025-09-26T11:15:57.800696] [DEBUG] [LOCAL ] Loaded configuration for IGI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.800828] [DEBUG] [LOCAL ] Loaded configuration for XPER: 0 features, 60.0% accuracy [2025-09-26T11:15:57.800982] [DEBUG] [LOCAL ] Loaded configuration for TAL: 0 features, 60.0% accuracy [2025-09-26T11:15:57.801109] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.801259] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.801425] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 3 features, 80.0% accuracy [2025-09-26T11:15:57.801561] [DEBUG] [LOCAL ] Loaded configuration for MAGN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.801721] [DEBUG] [LOCAL ] Loaded configuration for SN: 0 features, 40.0% accuracy [2025-09-26T11:15:57.801849] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.801995] [DEBUG] [LOCAL ] Loaded configuration for NTR: 3 features, 60.0% accuracy [2025-09-26T11:15:57.802142] [DEBUG] [LOCAL ] Loaded configuration for FND: 1 features, 70.0% accuracy [2025-09-26T11:15:57.802301] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 70.0% accuracy [2025-09-26T11:15:57.802456] [DEBUG] [LOCAL ] Loaded configuration for GRX: 0 features, 50.0% accuracy [2025-09-26T11:15:57.802617] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 100.0% accuracy [2025-09-26T11:15:57.802789] [DEBUG] [LOCAL ] Loaded configuration for HCA: 5 features, 90.0% accuracy [2025-09-26T11:15:57.802918] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 1 features, 70.0% accuracy [2025-09-26T11:15:57.803066] [DEBUG] [LOCAL ] Loaded configuration for TEF: 2 features, 90.0% accuracy [2025-09-26T11:15:57.803237] [DEBUG] [LOCAL ] Loaded configuration for CI: 3 features, 90.0% accuracy [2025-09-26T11:15:57.803395] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 2 features, 100.0% accuracy [2025-09-26T11:15:57.803582] [DEBUG] [LOCAL ] Loaded configuration for KIO: 3 features, 100.0% accuracy [2025-09-26T11:15:57.803757] [DEBUG] [LOCAL ] Loaded configuration for SAND: 2 features, 70.0% accuracy [2025-09-26T11:15:57.803949] [DEBUG] [LOCAL ] Loaded configuration for JPC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.804065] [DEBUG] [LOCAL ] Loaded configuration for FSS: 4 features, 80.0% accuracy [2025-09-26T11:15:57.804212] [DEBUG] [LOCAL ] Loaded configuration for GAP: 3 features, 80.0% accuracy [2025-09-26T11:15:57.804348] [DEBUG] [LOCAL ] Loaded configuration for SHO: 2 features, 100.0% accuracy [2025-09-26T11:15:57.804483] [DEBUG] [LOCAL ] Loaded configuration for TFX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.804613] [DEBUG] [LOCAL ] Loaded configuration for HI: 1 features, 60.0% accuracy [2025-09-26T11:15:57.804793] [DEBUG] [LOCAL ] Loaded configuration for MXF: 2 features, 70.0% accuracy [2025-09-26T11:15:57.804924] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 0 features, 50.0% accuracy [2025-09-26T11:15:57.805070] [DEBUG] [LOCAL ] Loaded configuration for FMX: 1 features, 60.0% accuracy [2025-09-26T11:15:57.805346] [DEBUG] [LOCAL ] Loaded configuration for BFH: 4 features, 60.0% accuracy [2025-09-26T11:15:57.805480] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 5 features, 90.0% accuracy [2025-09-26T11:15:57.805685] [DEBUG] [LOCAL ] Loaded configuration for ECO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.805818] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 4 features, 80.0% accuracy [2025-09-26T11:15:57.805957] [DEBUG] [LOCAL ] Loaded configuration for MKC: 3 features, 90.0% accuracy [2025-09-26T11:15:57.806088] [DEBUG] [LOCAL ] Loaded configuration for PPT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.806246] [DEBUG] [LOCAL ] Loaded configuration for SJT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.806456] [DEBUG] [LOCAL ] Loaded configuration for LYB: 4 features, 80.0% accuracy [2025-09-26T11:15:57.806624] [DEBUG] [LOCAL ] Loaded configuration for AN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.806870] [DEBUG] [LOCAL ] Loaded configuration for FT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.807027] [DEBUG] [LOCAL ] Loaded configuration for THR: 2 features, 90.0% accuracy [2025-09-26T11:15:57.807181] [DEBUG] [LOCAL ] Loaded configuration for TFII: 1 features, 70.0% accuracy [2025-09-26T11:15:57.807342] [DEBUG] [LOCAL ] Loaded configuration for OFG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.807473] [DEBUG] [LOCAL ] Loaded configuration for AXR: 1 features, 60.0% accuracy [2025-09-26T11:15:57.807605] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.807794] [DEBUG] [LOCAL ] Loaded configuration for BRBR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.807942] [DEBUG] [LOCAL ] Loaded configuration for ATS: 0 features, 70.0% accuracy [2025-09-26T11:15:57.808097] [DEBUG] [LOCAL ] Loaded configuration for AAP: 4 features, 80.0% accuracy [2025-09-26T11:15:57.808245] [DEBUG] [LOCAL ] Loaded configuration for LRN: 0 features, 80.0% accuracy [2025-09-26T11:15:57.808391] [DEBUG] [LOCAL ] Loaded configuration for WNC: 0 features, 80.0% accuracy [2025-09-26T11:15:57.808526] [DEBUG] [LOCAL ] Loaded configuration for HNI: 2 features, 100.0% accuracy [2025-09-26T11:15:57.808681] [DEBUG] [LOCAL ] Loaded configuration for LHX: 2 features, 90.0% accuracy [2025-09-26T11:15:57.808827] [DEBUG] [LOCAL ] Loaded configuration for AM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.808955] [DEBUG] [LOCAL ] Loaded configuration for JGH: 1 features, 70.0% accuracy [2025-09-26T11:15:57.809129] [DEBUG] [LOCAL ] Loaded configuration for SCCO: 1 features, 90.0% accuracy [2025-09-26T11:15:57.809257] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 0 features, 70.0% accuracy [2025-09-26T11:15:57.809415] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.809578] [DEBUG] [LOCAL ] Loaded configuration for ENS: 3 features, 90.0% accuracy [2025-09-26T11:15:57.809755] [DEBUG] [LOCAL ] Loaded configuration for YALA: 1 features, 80.0% accuracy [2025-09-26T11:15:57.809885] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 80.0% accuracy [2025-09-26T11:15:57.810039] [DEBUG] [LOCAL ] Loaded configuration for COR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.810204] [DEBUG] [LOCAL ] Loaded configuration for NOA: 4 features, 80.0% accuracy [2025-09-26T11:15:57.810362] [DEBUG] [LOCAL ] Loaded configuration for AFGE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.810497] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.810671] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 90.0% accuracy [2025-09-26T11:15:57.810811] [DEBUG] [LOCAL ] Loaded configuration for IBTA: 3 features, 60.0% accuracy [2025-09-26T11:15:57.810934] [DEBUG] [LOCAL ] Loaded configuration for ALB: 3 features, 80.0% accuracy [2025-09-26T11:15:57.811050] [DEBUG] [LOCAL ] Loaded configuration for REVG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.811234] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 70.0% accuracy [2025-09-26T11:15:57.811410] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 1 features, 80.0% accuracy [2025-09-26T11:15:57.811575] [DEBUG] [LOCAL ] Loaded configuration for IGR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.811740] [DEBUG] [LOCAL ] Loaded configuration for DT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.811891] [DEBUG] [LOCAL ] Loaded configuration for ASG: 4 features, 90.0% accuracy [2025-09-26T11:15:57.812028] [DEBUG] [LOCAL ] Loaded configuration for APOS: 3 features, 90.0% accuracy [2025-09-26T11:15:57.812165] [DEBUG] [LOCAL ] Loaded configuration for BB: 2 features, 60.0% accuracy [2025-09-26T11:15:57.812329] [DEBUG] [LOCAL ] Loaded configuration for CXT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.812458] [DEBUG] [LOCAL ] Loaded configuration for RRC: 1 features, 80.0% accuracy [2025-09-26T11:15:57.812612] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.812810] [DEBUG] [LOCAL ] Loaded configuration for DSX: 0 features, 70.0% accuracy [2025-09-26T11:15:57.812969] [DEBUG] [LOCAL ] Loaded configuration for EBR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.813124] [DEBUG] [LOCAL ] Loaded configuration for BCS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.813269] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 3 features, 90.0% accuracy [2025-09-26T11:15:57.813436] [DEBUG] [LOCAL ] Loaded configuration for MTX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.813616] [DEBUG] [LOCAL ] Loaded configuration for CWK: 0 features, 60.0% accuracy [2025-09-26T11:15:57.813817] [DEBUG] [LOCAL ] Loaded configuration for FSK: 2 features, 80.0% accuracy [2025-09-26T11:15:57.813957] [DEBUG] [LOCAL ] Loaded configuration for PNI: 0 features, 90.0% accuracy [2025-09-26T11:15:57.814093] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 3 features, 100.0% accuracy [2025-09-26T11:15:57.814241] [DEBUG] [LOCAL ] Loaded configuration for SMC: 4 features, 90.0% accuracy [2025-09-26T11:15:57.814397] [DEBUG] [LOCAL ] Loaded configuration for FBK: 3 features, 80.0% accuracy [2025-09-26T11:15:57.814528] [DEBUG] [LOCAL ] Loaded configuration for FOUR: 2 features, 60.0% accuracy [2025-09-26T11:15:57.814717] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.814867] [DEBUG] [LOCAL ] Loaded configuration for BKV: 4 features, 90.0% accuracy [2025-09-26T11:15:57.814996] [DEBUG] [LOCAL ] Loaded configuration for RBA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.815125] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-09-26T11:15:57.815281] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-09-26T11:15:57.815411] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 1 features, 70.0% accuracy [2025-09-26T11:15:57.815541] [DEBUG] [LOCAL ] Loaded configuration for WLK: 4 features, 100.0% accuracy [2025-09-26T11:15:57.815724] [DEBUG] [LOCAL ] Loaded configuration for TNL: 2 features, 90.0% accuracy [2025-09-26T11:15:57.815918] [DEBUG] [LOCAL ] Loaded configuration for MPLX: 3 features, 90.0% accuracy [2025-09-26T11:15:57.816072] [DEBUG] [LOCAL ] Loaded configuration for PBA: 1 features, 80.0% accuracy [2025-09-26T11:15:57.816203] [DEBUG] [LOCAL ] Loaded configuration for KD: 5 features, 60.0% accuracy [2025-09-26T11:15:57.816335] [DEBUG] [LOCAL ] Loaded configuration for RHI: 3 features, 60.0% accuracy [2025-09-26T11:15:57.816466] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 60.0% accuracy [2025-09-26T11:15:57.816621] [DEBUG] [LOCAL ] Loaded configuration for WCN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.816792] [DEBUG] [LOCAL ] Loaded configuration for TSE: 3 features, 40.0% accuracy [2025-09-26T11:15:57.816975] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 80.0% accuracy [2025-09-26T11:15:57.817162] [DEBUG] [LOCAL ] Loaded configuration for AIV: 2 features, 70.0% accuracy [2025-09-26T11:15:57.817286] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.817448] [DEBUG] [LOCAL ] Loaded configuration for CHT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.817604] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 80.0% accuracy [2025-09-26T11:15:57.817768] [DEBUG] [LOCAL ] Loaded configuration for PRM: 3 features, 80.0% accuracy [2025-09-26T11:15:57.817937] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 2 features, 90.0% accuracy [2025-09-26T11:15:57.818065] [DEBUG] [LOCAL ] Loaded configuration for PARR: 1 features, 60.0% accuracy [2025-09-26T11:15:57.818215] [DEBUG] [LOCAL ] Loaded configuration for MAX: 3 features, 70.0% accuracy [2025-09-26T11:15:57.818392] [DEBUG] [LOCAL ] Loaded configuration for PSO: 4 features, 80.0% accuracy [2025-09-26T11:15:57.818558] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 4 features, 80.0% accuracy [2025-09-26T11:15:57.818719] [DEBUG] [LOCAL ] Loaded configuration for CDE: 3 features, 70.0% accuracy [2025-09-26T11:15:57.818871] [DEBUG] [LOCAL ] Loaded configuration for MFA: 1 features, 80.0% accuracy [2025-09-26T11:15:57.819021] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 4 features, 80.0% accuracy [2025-09-26T11:15:57.819160] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.819307] [DEBUG] [LOCAL ] Loaded configuration for CMP: 1 features, 80.0% accuracy [2025-09-26T11:15:57.819461] [DEBUG] [LOCAL ] Loaded configuration for ONON: 1 features, 80.0% accuracy [2025-09-26T11:15:57.819624] [DEBUG] [LOCAL ] Loaded configuration for MFSV: 0 features, 80.0% accuracy [2025-09-26T11:15:57.819810] [DEBUG] [LOCAL ] Loaded configuration for NEA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.819941] [DEBUG] [LOCAL ] Loaded configuration for SONY: 3 features, 70.0% accuracy [2025-09-26T11:15:57.820090] [DEBUG] [LOCAL ] Loaded configuration for MAN: 3 features, 70.0% accuracy [2025-09-26T11:15:57.820238] [DEBUG] [LOCAL ] Loaded configuration for TAC: 3 features, 50.0% accuracy [2025-09-26T11:15:57.820399] [DEBUG] [LOCAL ] Loaded configuration for MATX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.820530] [DEBUG] [LOCAL ] Loaded configuration for STRV: 3 features, 70.0% accuracy [2025-09-26T11:15:57.820699] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 4 features, 70.0% accuracy [2025-09-26T11:15:57.820837] [DEBUG] [LOCAL ] Loaded configuration for BV: 2 features, 60.0% accuracy [2025-09-26T11:15:57.820966] [DEBUG] [LOCAL ] Loaded configuration for SLG: 0 features, 80.0% accuracy [2025-09-26T11:15:57.821097] [DEBUG] [LOCAL ] Loaded configuration for PHD: 4 features, 80.0% accuracy [2025-09-26T11:15:57.821258] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 0 features, 80.0% accuracy [2025-09-26T11:15:57.821413] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-09-26T11:15:57.821544] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.821693] [DEBUG] [LOCAL ] Loaded configuration for DAN: 2 features, 90.0% accuracy [2025-09-26T11:15:57.821822] [DEBUG] [LOCAL ] Loaded configuration for USA: 3 features, 50.0% accuracy [2025-09-26T11:15:57.821975] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.822104] [DEBUG] [LOCAL ] Loaded configuration for BFK: 3 features, 80.0% accuracy [2025-09-26T11:15:57.822265] [DEBUG] [LOCAL ] Loaded configuration for BBDC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.822403] [DEBUG] [LOCAL ] Loaded configuration for GRC: 5 features, 80.0% accuracy [2025-09-26T11:15:57.822532] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.822695] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 60.0% accuracy [2025-09-26T11:15:57.822833] [DEBUG] [LOCAL ] Loaded configuration for KODK: 2 features, 50.0% accuracy [2025-09-26T11:15:57.822971] [DEBUG] [LOCAL ] Loaded configuration for GOTU: 3 features, 80.0% accuracy [2025-09-26T11:15:57.823133] [DEBUG] [LOCAL ] Loaded configuration for CMBT: 4 features, 90.0% accuracy [2025-09-26T11:15:57.823263] [DEBUG] [LOCAL ] Loaded configuration for MGRE: 4 features, 70.0% accuracy [2025-09-26T11:15:57.823410] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-09-26T11:15:57.823566] [DEBUG] [LOCAL ] Loaded configuration for IIF: 5 features, 70.0% accuracy [2025-09-26T11:15:57.823734] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.823888] [DEBUG] [LOCAL ] Loaded configuration for BME: 5 features, 100.0% accuracy [2025-09-26T11:15:57.824016] [DEBUG] [LOCAL ] Loaded configuration for OHI: 0 features, 60.0% accuracy [2025-09-26T11:15:57.824144] [DEBUG] [LOCAL ] Loaded configuration for BNS: 2 features, 60.0% accuracy [2025-09-26T11:15:57.824291] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 60.0% accuracy [2025-09-26T11:15:57.824420] [DEBUG] [LOCAL ] Loaded configuration for BTU: 0 features, 70.0% accuracy [2025-09-26T11:15:57.824574] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 90.0% accuracy [2025-09-26T11:15:57.824736] [DEBUG] [LOCAL ] Loaded configuration for FFWM: 3 features, 60.0% accuracy [2025-09-26T11:15:57.824882] [DEBUG] [LOCAL ] Loaded configuration for MBC: 2 features, 60.0% accuracy [2025-09-26T11:15:57.825017] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 2 features, 70.0% accuracy [2025-09-26T11:15:57.825145] [DEBUG] [LOCAL ] Loaded configuration for GWW: 6 features, 80.0% accuracy [2025-09-26T11:15:57.825298] [DEBUG] [LOCAL ] Loaded configuration for BGR: 2 features, 50.0% accuracy [2025-09-26T11:15:57.825453] [DEBUG] [LOCAL ] Loaded configuration for LTM: 3 features, 80.0% accuracy [2025-09-26T11:15:57.825594] [DEBUG] [LOCAL ] Loaded configuration for PD: 5 features, 70.0% accuracy [2025-09-26T11:15:57.825778] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.825929] [DEBUG] [LOCAL ] Loaded configuration for LPG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.826058] [DEBUG] [LOCAL ] Loaded configuration for PDI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.826207] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 4 features, 50.0% accuracy [2025-09-26T11:15:57.826356] [DEBUG] [LOCAL ] Loaded configuration for ADT: 3 features, 90.0% accuracy [2025-09-26T11:15:57.826470] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 70.0% accuracy [2025-09-26T11:15:57.826617] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.826826] [DEBUG] [LOCAL ] Loaded configuration for COP: 1 features, 80.0% accuracy [2025-09-26T11:15:57.826966] [DEBUG] [LOCAL ] Loaded configuration for COLD: 3 features, 70.0% accuracy [2025-09-26T11:15:57.827101] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 70.0% accuracy [2025-09-26T11:15:57.827259] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 70.0% accuracy [2025-09-26T11:15:57.827386] [DEBUG] [LOCAL ] Loaded configuration for LANV: 3 features, 90.0% accuracy [2025-09-26T11:15:57.827529] [DEBUG] [LOCAL ] Loaded configuration for PAY: 4 features, 90.0% accuracy [2025-09-26T11:15:57.827715] [DEBUG] [LOCAL ] Loaded configuration for VMO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.827854] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 3 features, 80.0% accuracy [2025-09-26T11:15:57.828004] [DEBUG] [LOCAL ] Loaded configuration for BALL: 4 features, 100.0% accuracy [2025-09-26T11:15:57.828141] [DEBUG] [LOCAL ] Loaded configuration for TRP: 3 features, 90.0% accuracy [2025-09-26T11:15:57.828255] [DEBUG] [LOCAL ] Loaded configuration for SF: 1 features, 50.0% accuracy [2025-09-26T11:15:57.828382] [DEBUG] [LOCAL ] Loaded configuration for SARO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.828538] [DEBUG] [LOCAL ] Loaded configuration for GPK: 1 features, 90.0% accuracy [2025-09-26T11:15:57.828716] [DEBUG] [LOCAL ] Loaded configuration for DGX: 5 features, 80.0% accuracy [2025-09-26T11:15:57.828864] [DEBUG] [LOCAL ] Loaded configuration for VGI: 3 features, 60.0% accuracy [2025-09-26T11:15:57.829011] [DEBUG] [LOCAL ] Loaded configuration for JKS: 0 features, 70.0% accuracy [2025-09-26T11:15:57.829156] [DEBUG] [LOCAL ] Loaded configuration for GYLD: 3 features, 70.0% accuracy [2025-09-26T11:15:57.829291] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 5 features, 60.0% accuracy [2025-09-26T11:15:57.829502] [DEBUG] [LOCAL ] Loaded configuration for CPS: 4 features, 70.0% accuracy [2025-09-26T11:15:57.829633] [DEBUG] [LOCAL ] Loaded configuration for CVS: 2 features, 100.0% accuracy [2025-09-26T11:15:57.829799] [DEBUG] [LOCAL ] Loaded configuration for ASB: 3 features, 80.0% accuracy [2025-09-26T11:15:57.829962] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 60.0% accuracy [2025-09-26T11:15:57.830134] [DEBUG] [LOCAL ] Loaded configuration for DAR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.830288] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.830436] [DEBUG] [LOCAL ] Loaded configuration for MCY: 0 features, 80.0% accuracy [2025-09-26T11:15:57.830609] [DEBUG] [LOCAL ] Loaded configuration for JCE: 1 features, 70.0% accuracy [2025-09-26T11:15:57.830797] [DEBUG] [LOCAL ] Loaded configuration for MYE: 2 features, 70.0% accuracy [2025-09-26T11:15:57.830945] [DEBUG] [LOCAL ] Loaded configuration for MDU: 4 features, 90.0% accuracy [2025-09-26T11:15:57.831074] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 3 features, 70.0% accuracy [2025-09-26T11:15:57.831223] [DEBUG] [LOCAL ] Loaded configuration for NINE: 2 features, 90.0% accuracy [2025-09-26T11:15:57.831382] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 2 features, 60.0% accuracy [2025-09-26T11:15:57.831517] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 80.0% accuracy [2025-09-26T11:15:57.831689] [DEBUG] [LOCAL ] Loaded configuration for RMI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.831871] [DEBUG] [LOCAL ] Loaded configuration for JBI: 1 features, 60.0% accuracy [2025-09-26T11:15:57.832037] [DEBUG] [LOCAL ] Loaded configuration for NAD: 2 features, 70.0% accuracy [2025-09-26T11:15:57.832183] [DEBUG] [LOCAL ] Loaded configuration for IBN: 1 features, 50.0% accuracy [2025-09-26T11:15:57.832337] [DEBUG] [LOCAL ] Loaded configuration for CTRI: 0 features, 70.0% accuracy [2025-09-26T11:15:57.832465] [DEBUG] [LOCAL ] Loaded configuration for XYL: 0 features, 80.0% accuracy [2025-09-26T11:15:57.832601] [DEBUG] [LOCAL ] Loaded configuration for GGG: 3 features, 70.0% accuracy [2025-09-26T11:15:57.832762] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.832901] [DEBUG] [LOCAL ] Loaded configuration for HAFN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.833049] [DEBUG] [LOCAL ] Loaded configuration for ETD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.833179] [DEBUG] [LOCAL ] Loaded configuration for KORE: 5 features, 90.0% accuracy [2025-09-26T11:15:57.833336] [DEBUG] [LOCAL ] Loaded configuration for TEI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.833504] [DEBUG] [LOCAL ] Loaded configuration for LDI: 3 features, 70.0% accuracy [2025-09-26T11:15:57.833624] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 2 features, 100.0% accuracy [2025-09-26T11:15:57.833779] [DEBUG] [LOCAL ] Loaded configuration for AGI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.833937] [DEBUG] [LOCAL ] Loaded configuration for WEC: 4 features, 60.0% accuracy [2025-09-26T11:15:57.834087] [DEBUG] [LOCAL ] Loaded configuration for PBI: 2 features, 80.0% accuracy [2025-09-26T11:15:57.834224] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-09-26T11:15:57.834371] [DEBUG] [LOCAL ] Loaded configuration for HCC: 2 features, 60.0% accuracy [2025-09-26T11:15:57.834520] [DEBUG] [LOCAL ] Loaded configuration for CIB: 1 features, 60.0% accuracy [2025-09-26T11:15:57.834717] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 90.0% accuracy [2025-09-26T11:15:57.834880] [DEBUG] [LOCAL ] Loaded configuration for TXT: 4 features, 80.0% accuracy [2025-09-26T11:15:57.835009] [DEBUG] [LOCAL ] Loaded configuration for AGD: 0 features, 80.0% accuracy [2025-09-26T11:15:57.835164] [DEBUG] [LOCAL ] Loaded configuration for KYN: 4 features, 100.0% accuracy [2025-09-26T11:15:57.835311] [DEBUG] [LOCAL ] Loaded configuration for RVT: 1 features, 50.0% accuracy [2025-09-26T11:15:57.835467] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 1 features, 60.0% accuracy [2025-09-26T11:15:57.835605] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 3 features, 70.0% accuracy [2025-09-26T11:15:57.835762] [DEBUG] [LOCAL ] Loaded configuration for FLUT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.835920] [DEBUG] [LOCAL ] Loaded configuration for RDY: 1 features, 90.0% accuracy [2025-09-26T11:15:57.836067] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 5 features, 70.0% accuracy [2025-09-26T11:15:57.836215] [DEBUG] [LOCAL ] Loaded configuration for BILL: 1 features, 80.0% accuracy [2025-09-26T11:15:57.836361] [DEBUG] [LOCAL ] Loaded configuration for THC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.836490] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 80.0% accuracy [2025-09-26T11:15:57.836627] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 5 features, 60.0% accuracy [2025-09-26T11:15:57.836768] [DEBUG] [LOCAL ] Loaded configuration for CRBD: 2 features, 70.0% accuracy [2025-09-26T11:15:57.836929] [DEBUG] [LOCAL ] Loaded configuration for MRC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.837067] [DEBUG] [LOCAL ] Loaded configuration for UHS: 2 features, 80.0% accuracy [2025-09-26T11:15:57.837223] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.837353] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 2 features, 90.0% accuracy [2025-09-26T11:15:57.837500] [DEBUG] [LOCAL ] Loaded configuration for BHK: 3 features, 80.0% accuracy [2025-09-26T11:15:57.837659] [DEBUG] [LOCAL ] Loaded configuration for INVH: 1 features, 70.0% accuracy [2025-09-26T11:15:57.837817] [DEBUG] [LOCAL ] Loaded configuration for FICO: 1 features, 50.0% accuracy [2025-09-26T11:15:57.837966] [DEBUG] [LOCAL ] Loaded configuration for GPI: 0 features, 90.0% accuracy [2025-09-26T11:15:57.838115] [DEBUG] [LOCAL ] Loaded configuration for CVLG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.838244] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 60.0% accuracy [2025-09-26T11:15:57.838379] [DEBUG] [LOCAL ] Loaded configuration for MDV: 2 features, 70.0% accuracy [2025-09-26T11:15:57.838512] [DEBUG] [LOCAL ] Loaded configuration for WD: 4 features, 80.0% accuracy [2025-09-26T11:15:57.838669] [DEBUG] [LOCAL ] Loaded configuration for PSX: 3 features, 90.0% accuracy [2025-09-26T11:15:57.838804] [DEBUG] [LOCAL ] Loaded configuration for IBM: 6 features, 90.0% accuracy [2025-09-26T11:15:57.838952] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 90.0% accuracy [2025-09-26T11:15:57.839088] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.839222] [DEBUG] [LOCAL ] Loaded configuration for VLO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.839377] [DEBUG] [LOCAL ] Loaded configuration for MCB: 7 features, 90.0% accuracy [2025-09-26T11:15:57.839537] [DEBUG] [LOCAL ] Loaded configuration for MSA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.839719] [DEBUG] [LOCAL ] Loaded configuration for GDL: 0 features, 80.0% accuracy [2025-09-26T11:15:57.839848] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.840005] [DEBUG] [LOCAL ] Loaded configuration for TXO: 2 features, 50.0% accuracy [2025-09-26T11:15:57.840142] [DEBUG] [LOCAL ] Loaded configuration for FLG: 3 features, 60.0% accuracy [2025-09-26T11:15:57.840316] [DEBUG] [LOCAL ] Loaded configuration for MUE: 2 features, 60.0% accuracy [2025-09-26T11:15:57.840456] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 2 features, 50.0% accuracy [2025-09-26T11:15:57.840587] [DEBUG] [LOCAL ] Loaded configuration for EMD: 3 features, 60.0% accuracy [2025-09-26T11:15:57.840773] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 50.0% accuracy [2025-09-26T11:15:57.840905] [DEBUG] [LOCAL ] Loaded configuration for AHR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.841076] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-09-26T11:15:57.841222] [DEBUG] [LOCAL ] Loaded configuration for ASR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.841394] [DEBUG] [LOCAL ] Loaded configuration for EC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.841558] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.841724] [DEBUG] [LOCAL ] Loaded configuration for SEI: 0 features, 70.0% accuracy [2025-09-26T11:15:57.841879] [DEBUG] [LOCAL ] Loaded configuration for CXW: 0 features, 90.0% accuracy [2025-09-26T11:15:57.842016] [DEBUG] [LOCAL ] Loaded configuration for PTA: 2 features, 80.0% accuracy [2025-09-26T11:15:57.842152] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 90.0% accuracy [2025-09-26T11:15:57.842280] [DEBUG] [LOCAL ] Loaded configuration for MFAN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.842395] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.842540] [DEBUG] [LOCAL ] Loaded configuration for CARR: 4 features, 70.0% accuracy [2025-09-26T11:15:57.842697] [DEBUG] [LOCAL ] Loaded configuration for SQM: 4 features, 80.0% accuracy [2025-09-26T11:15:57.842833] [DEBUG] [LOCAL ] Loaded configuration for AME: 2 features, 80.0% accuracy [2025-09-26T11:15:57.842962] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 100.0% accuracy [2025-09-26T11:15:57.843094] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 4 features, 90.0% accuracy [2025-09-26T11:15:57.843223] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 1 features, 80.0% accuracy [2025-09-26T11:15:57.843379] [DEBUG] [LOCAL ] Loaded configuration for TMO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.843534] [DEBUG] [LOCAL ] Loaded configuration for DD: 5 features, 60.0% accuracy [2025-09-26T11:15:57.843704] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.843842] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.843971] [DEBUG] [LOCAL ] Loaded configuration for SA: 1 features, 100.0% accuracy [2025-09-26T11:15:57.844125] [DEBUG] [LOCAL ] Loaded configuration for STM: 0 features, 70.0% accuracy [2025-09-26T11:15:57.844304] [DEBUG] [LOCAL ] Loaded configuration for HASI: 5 features, 60.0% accuracy [2025-09-26T11:15:57.844468] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.844620] [DEBUG] [LOCAL ] Loaded configuration for TLK: 3 features, 80.0% accuracy [2025-09-26T11:15:57.844798] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 2 features, 80.0% accuracy [2025-09-26T11:15:57.844950] [DEBUG] [LOCAL ] Loaded configuration for KRP: 0 features, 50.0% accuracy [2025-09-26T11:15:57.845108] [DEBUG] [LOCAL ] Loaded configuration for KRO: 0 features, 50.0% accuracy [2025-09-26T11:15:57.845264] [DEBUG] [LOCAL ] Loaded configuration for ET: 1 features, 80.0% accuracy [2025-09-26T11:15:57.845450] [DEBUG] [LOCAL ] Loaded configuration for MLP: 3 features, 60.0% accuracy [2025-09-26T11:15:57.845602] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.845765] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 4 features, 70.0% accuracy [2025-09-26T11:15:57.845904] [DEBUG] [LOCAL ] Loaded configuration for WHG: 5 features, 80.0% accuracy [2025-09-26T11:15:57.846059] [DEBUG] [LOCAL ] Loaded configuration for CLPR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.846210] [DEBUG] [LOCAL ] Loaded configuration for MD: 2 features, 60.0% accuracy [2025-09-26T11:15:57.846366] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 6 features, 70.0% accuracy [2025-09-26T11:15:57.846506] [DEBUG] [LOCAL ] Loaded configuration for MDT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.846681] [DEBUG] [LOCAL ] Loaded configuration for ASH: 1 features, 80.0% accuracy [2025-09-26T11:15:57.846857] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-09-26T11:15:57.847005] [DEBUG] [LOCAL ] Loaded configuration for ONL: 5 features, 50.0% accuracy [2025-09-26T11:15:57.847134] [DEBUG] [LOCAL ] Loaded configuration for BKT: 2 features, 50.0% accuracy [2025-09-26T11:15:57.847281] [DEBUG] [LOCAL ] Loaded configuration for THLV: 1 features, 70.0% accuracy [2025-09-26T11:15:57.847409] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 3 features, 100.0% accuracy [2025-09-26T11:15:57.847521] [DEBUG] [LOCAL ] Loaded configuration for STXE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.847693] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 70.0% accuracy [2025-09-26T11:15:57.847826] [DEBUG] [LOCAL ] Loaded configuration for RJF: 1 features, 90.0% accuracy [2025-09-26T11:15:57.847974] [DEBUG] [LOCAL ] Loaded configuration for NNY: 3 features, 90.0% accuracy [2025-09-26T11:15:57.848088] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.848222] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 4 features, 70.0% accuracy [2025-09-26T11:15:57.848356] [DEBUG] [LOCAL ] Loaded configuration for FF: 3 features, 60.0% accuracy [2025-09-26T11:15:57.848501] [DEBUG] [LOCAL ] Loaded configuration for FDX: 2 features, 60.0% accuracy [2025-09-26T11:15:57.848674] [DEBUG] [LOCAL ] Loaded configuration for ZKH: 1 features, 60.0% accuracy [2025-09-26T11:15:57.848856] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 90.0% accuracy [2025-09-26T11:15:57.849004] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 60.0% accuracy [2025-09-26T11:15:57.849131] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 2 features, 60.0% accuracy [2025-09-26T11:15:57.849304] [DEBUG] [LOCAL ] Loaded configuration for FHN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.849482] [DEBUG] [LOCAL ] Loaded configuration for LH: 2 features, 70.0% accuracy [2025-09-26T11:15:57.849633] [DEBUG] [LOCAL ] Loaded configuration for EVF: 1 features, 80.0% accuracy [2025-09-26T11:15:57.849792] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.849944] [DEBUG] [LOCAL ] Loaded configuration for KEP: 5 features, 70.0% accuracy [2025-09-26T11:15:57.850099] [DEBUG] [LOCAL ] Loaded configuration for BBW: 2 features, 70.0% accuracy [2025-09-26T11:15:57.850254] [DEBUG] [LOCAL ] Loaded configuration for CIF: 2 features, 80.0% accuracy [2025-09-26T11:15:57.850401] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 60.0% accuracy [2025-09-26T11:15:57.850562] [DEBUG] [LOCAL ] Loaded configuration for LXU: 2 features, 90.0% accuracy [2025-09-26T11:15:57.850721] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 1 features, 60.0% accuracy [2025-09-26T11:15:57.850851] [DEBUG] [LOCAL ] Loaded configuration for H: 4 features, 60.0% accuracy [2025-09-26T11:15:57.850980] [DEBUG] [LOCAL ] Loaded configuration for BLD: 0 features, 70.0% accuracy [2025-09-26T11:15:57.851114] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.851242] [DEBUG] [LOCAL ] Loaded configuration for BTT: 0 features, 70.0% accuracy [2025-09-26T11:15:57.851396] [DEBUG] [LOCAL ] Loaded configuration for ALUR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.851510] [DEBUG] [LOCAL ] Loaded configuration for TSM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.851671] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 2 features, 80.0% accuracy [2025-09-26T11:15:57.851819] [DEBUG] [LOCAL ] Loaded configuration for SOS: 1 features, 70.0% accuracy [2025-09-26T11:15:57.851974] [DEBUG] [LOCAL ] Loaded configuration for JOF: 3 features, 100.0% accuracy [2025-09-26T11:15:57.852139] [DEBUG] [LOCAL ] Loaded configuration for AWF: 1 features, 70.0% accuracy [2025-09-26T11:15:57.852289] [DEBUG] [LOCAL ] Loaded configuration for M: 1 features, 90.0% accuracy [2025-09-26T11:15:57.852430] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.852561] [DEBUG] [LOCAL ] Loaded configuration for CL: 2 features, 80.0% accuracy [2025-09-26T11:15:57.852722] [DEBUG] [LOCAL ] Loaded configuration for FMN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.852880] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 80.0% accuracy [2025-09-26T11:15:57.853035] [DEBUG] [LOCAL ] Loaded configuration for DNP: 4 features, 80.0% accuracy [2025-09-26T11:15:57.853187] [DEBUG] [LOCAL ] Loaded configuration for DEC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.853342] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 90.0% accuracy [2025-09-26T11:15:57.853489] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 1 features, 70.0% accuracy [2025-09-26T11:15:57.853616] [DEBUG] [LOCAL ] Loaded configuration for SNDA: 3 features, 80.0% accuracy [2025-09-26T11:15:57.853780] [DEBUG] [LOCAL ] Loaded configuration for FRT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.853944] [DEBUG] [LOCAL ] Loaded configuration for HE: 2 features, 60.0% accuracy [2025-09-26T11:15:57.854108] [DEBUG] [LOCAL ] Loaded configuration for BAH: 2 features, 80.0% accuracy [2025-09-26T11:15:57.854238] [DEBUG] [LOCAL ] Loaded configuration for CURB: 0 features, 70.0% accuracy [2025-09-26T11:15:57.854390] [DEBUG] [LOCAL ] Loaded configuration for MTD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.854520] [DEBUG] [LOCAL ] Loaded configuration for WLY: 2 features, 80.0% accuracy [2025-09-26T11:15:57.854690] [DEBUG] [LOCAL ] Loaded configuration for KGC: 1 features, 50.0% accuracy [2025-09-26T11:15:57.854826] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 2 features, 60.0% accuracy [2025-09-26T11:15:57.854949] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 1 features, 60.0% accuracy [2025-09-26T11:15:57.855079] [DEBUG] [LOCAL ] Loaded configuration for BMO: 3 features, 70.0% accuracy [2025-09-26T11:15:57.855218] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 70.0% accuracy [2025-09-26T11:15:57.855354] [DEBUG] [LOCAL ] Loaded configuration for FET: 1 features, 70.0% accuracy [2025-09-26T11:15:57.855484] [DEBUG] [LOCAL ] Loaded configuration for CPK: 2 features, 70.0% accuracy [2025-09-26T11:15:57.855614] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 80.0% accuracy [2025-09-26T11:15:57.855765] [DEBUG] [LOCAL ] Loaded configuration for WDS: 4 features, 80.0% accuracy [2025-09-26T11:15:57.855917] [DEBUG] [LOCAL ] Loaded configuration for NIC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.856055] [DEBUG] [LOCAL ] Loaded configuration for WPC: 2 features, 60.0% accuracy [2025-09-26T11:15:57.856203] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 3 features, 80.0% accuracy [2025-09-26T11:15:57.856334] [DEBUG] [LOCAL ] Loaded configuration for BBU: 4 features, 90.0% accuracy [2025-09-26T11:15:57.856468] [DEBUG] [LOCAL ] Loaded configuration for WNS: 0 features, 80.0% accuracy [2025-09-26T11:15:57.856622] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 0 features, 90.0% accuracy [2025-09-26T11:15:57.856801] [DEBUG] [LOCAL ] Loaded configuration for BOC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.856955] [DEBUG] [LOCAL ] Loaded configuration for PKG: 2 features, 60.0% accuracy [2025-09-26T11:15:57.857086] [DEBUG] [LOCAL ] Loaded configuration for CE: 3 features, 40.0% accuracy [2025-09-26T11:15:57.857223] [DEBUG] [LOCAL ] Loaded configuration for BBN: 4 features, 100.0% accuracy [2025-09-26T11:15:57.857358] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 90.0% accuracy [2025-09-26T11:15:57.857495] [DEBUG] [LOCAL ] Loaded configuration for KFY: 3 features, 80.0% accuracy [2025-09-26T11:15:57.857666] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.857842] [DEBUG] [LOCAL ] Loaded configuration for EARN: 1 features, 50.0% accuracy [2025-09-26T11:15:57.857988] [DEBUG] [LOCAL ] Loaded configuration for PRO: 3 features, 70.0% accuracy [2025-09-26T11:15:57.858125] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 1 features, 70.0% accuracy [2025-09-26T11:15:57.858253] [DEBUG] [LOCAL ] Loaded configuration for RYN: 1 features, 70.0% accuracy [2025-09-26T11:15:57.858368] [DEBUG] [LOCAL ] Loaded configuration for OR: 2 features, 60.0% accuracy [2025-09-26T11:15:57.858600] [DEBUG] [LOCAL ] Loaded configuration for BX: 1 features, 70.0% accuracy [2025-09-26T11:15:57.858822] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 80.0% accuracy [2025-09-26T11:15:57.858955] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.859106] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-09-26T11:15:57.859256] [DEBUG] [LOCAL ] Loaded configuration for MG: 4 features, 80.0% accuracy [2025-09-26T11:15:57.859387] [DEBUG] [LOCAL ] Loaded configuration for PTY: 0 features, 80.0% accuracy [2025-09-26T11:15:57.859541] [DEBUG] [LOCAL ] Loaded configuration for SPR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.859708] [DEBUG] [LOCAL ] Loaded configuration for SKM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.859870] [DEBUG] [LOCAL ] Loaded configuration for AEO: 3 features, 80.0% accuracy [2025-09-26T11:15:57.860092] [DEBUG] [LOCAL ] Loaded configuration for MLNK: 1 features, 60.0% accuracy [2025-09-26T11:15:57.860267] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 3 features, 80.0% accuracy [2025-09-26T11:15:57.860402] [DEBUG] [LOCAL ] Loaded configuration for TBBB: 1 features, 80.0% accuracy [2025-09-26T11:15:57.860587] [DEBUG] [LOCAL ] Loaded configuration for TWN: 3 features, 60.0% accuracy [2025-09-26T11:15:57.860756] [DEBUG] [LOCAL ] Loaded configuration for RACE: 4 features, 90.0% accuracy [2025-09-26T11:15:57.860885] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.861038] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 1 features, 60.0% accuracy [2025-09-26T11:15:57.861213] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 100.0% accuracy [2025-09-26T11:15:57.861383] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 1 features, 70.0% accuracy [2025-09-26T11:15:57.861555] [DEBUG] [LOCAL ] Loaded configuration for MIY: 2 features, 90.0% accuracy [2025-09-26T11:15:57.861734] [DEBUG] [LOCAL ] Loaded configuration for EVTC: 3 features, 70.0% accuracy [2025-09-26T11:15:57.861867] [DEBUG] [LOCAL ] Loaded configuration for HXL: 4 features, 60.0% accuracy [2025-09-26T11:15:57.862017] [DEBUG] [LOCAL ] Loaded configuration for PEO: 3 features, 70.0% accuracy [2025-09-26T11:15:57.862198] [DEBUG] [LOCAL ] Loaded configuration for WIA: 2 features, 90.0% accuracy [2025-09-26T11:15:57.862364] [DEBUG] [LOCAL ] Loaded configuration for AMBC: 5 features, 90.0% accuracy [2025-09-26T11:15:57.862501] [DEBUG] [LOCAL ] Loaded configuration for HIO: 1 features, 50.0% accuracy [2025-09-26T11:15:57.862685] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-09-26T11:15:57.862879] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 1 features, 60.0% accuracy [2025-09-26T11:15:57.863046] [DEBUG] [LOCAL ] Loaded configuration for EPR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.863175] [DEBUG] [LOCAL ] Loaded configuration for CTOS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.863319] [DEBUG] [LOCAL ] Loaded configuration for BZH: 2 features, 80.0% accuracy [2025-09-26T11:15:57.863480] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 4 features, 80.0% accuracy [2025-09-26T11:15:57.863616] [DEBUG] [LOCAL ] Loaded configuration for BAM: 0 features, 70.0% accuracy [2025-09-26T11:15:57.863811] [DEBUG] [LOCAL ] Loaded configuration for CCI: 3 features, 70.0% accuracy [2025-09-26T11:15:57.863974] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 50.0% accuracy [2025-09-26T11:15:57.864104] [DEBUG] [LOCAL ] Loaded configuration for YETI: 4 features, 90.0% accuracy [2025-09-26T11:15:57.864233] [DEBUG] [LOCAL ] Loaded configuration for PHI: 0 features, 60.0% accuracy [2025-09-26T11:15:57.864375] [DEBUG] [LOCAL ] Loaded configuration for SNA: 4 features, 70.0% accuracy [2025-09-26T11:15:57.864637] [DEBUG] [LOCAL ] Loaded configuration for GTN: 1 features, 60.0% accuracy [2025-09-26T11:15:57.864812] [DEBUG] [LOCAL ] Loaded configuration for HEI: 1 features, 90.0% accuracy [2025-09-26T11:15:57.864929] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 60.0% accuracy [2025-09-26T11:15:57.865058] [DEBUG] [LOCAL ] Loaded configuration for DBI: 1 features, 80.0% accuracy [2025-09-26T11:15:57.865196] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.865344] [DEBUG] [LOCAL ] Loaded configuration for FBP: 2 features, 80.0% accuracy [2025-09-26T11:15:57.865500] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-09-26T11:15:57.865636] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.865801] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-09-26T11:15:57.865939] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.866109] [DEBUG] [LOCAL ] Loaded configuration for DHF: 6 features, 80.0% accuracy [2025-09-26T11:15:57.866275] [DEBUG] [LOCAL ] Loaded configuration for BC: 1 features, 40.0% accuracy [2025-09-26T11:15:57.866413] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 2 features, 50.0% accuracy [2025-09-26T11:15:57.866569] [DEBUG] [LOCAL ] Loaded configuration for MGM: 3 features, 80.0% accuracy [2025-09-26T11:15:57.866755] [DEBUG] [LOCAL ] Loaded configuration for CNH: 1 features, 70.0% accuracy [2025-09-26T11:15:57.866944] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.867076] [DEBUG] [LOCAL ] Loaded configuration for CPF: 2 features, 70.0% accuracy [2025-09-26T11:15:57.867227] [DEBUG] [LOCAL ] Loaded configuration for NIE: 3 features, 60.0% accuracy [2025-09-26T11:15:57.867365] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 90.0% accuracy [2025-09-26T11:15:57.867520] [DEBUG] [LOCAL ] Loaded configuration for BLE: 1 features, 80.0% accuracy [2025-09-26T11:15:57.867690] [DEBUG] [LOCAL ] Loaded configuration for MCS: 2 features, 50.0% accuracy [2025-09-26T11:15:57.867826] [DEBUG] [LOCAL ] Loaded configuration for TTI: 1 features, 60.0% accuracy [2025-09-26T11:15:57.867958] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.868086] [DEBUG] [LOCAL ] Loaded configuration for AESI: 3 features, 70.0% accuracy [2025-09-26T11:15:57.868215] [DEBUG] [LOCAL ] Loaded configuration for IQI: 2 features, 90.0% accuracy [2025-09-26T11:15:57.868364] [DEBUG] [LOCAL ] Loaded configuration for UBER: 1 features, 80.0% accuracy [2025-09-26T11:15:57.868512] [DEBUG] [LOCAL ] Loaded configuration for VLT: 3 features, 70.0% accuracy [2025-09-26T11:15:57.868693] [DEBUG] [LOCAL ] Loaded configuration for MHK: 3 features, 90.0% accuracy [2025-09-26T11:15:57.868853] [DEBUG] [LOCAL ] Loaded configuration for AJG: 0 features, 80.0% accuracy [2025-09-26T11:15:57.869010] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 0 features, 100.0% accuracy [2025-09-26T11:15:57.869181] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 1 features, 50.0% accuracy [2025-09-26T11:15:57.869347] [DEBUG] [LOCAL ] Loaded configuration for NC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.869535] [DEBUG] [LOCAL ] Loaded configuration for PRT: 3 features, 60.0% accuracy [2025-09-26T11:15:57.869694] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 0 features, 90.0% accuracy [2025-09-26T11:15:57.869872] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-09-26T11:15:57.870001] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 2 features, 80.0% accuracy [2025-09-26T11:15:57.870129] [DEBUG] [LOCAL ] Loaded configuration for AOD: 3 features, 70.0% accuracy [2025-09-26T11:15:57.870258] [DEBUG] [LOCAL ] Loaded configuration for ACR: 4 features, 70.0% accuracy [2025-09-26T11:15:57.870414] [DEBUG] [LOCAL ] Loaded configuration for TKR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.870552] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 3 features, 80.0% accuracy [2025-09-26T11:15:57.870723] [DEBUG] [LOCAL ] Loaded configuration for CYD: 3 features, 90.0% accuracy [2025-09-26T11:15:57.870923] [DEBUG] [LOCAL ] Loaded configuration for MRK: 5 features, 80.0% accuracy [2025-09-26T11:15:57.871088] [DEBUG] [LOCAL ] Loaded configuration for MUA: 4 features, 80.0% accuracy [2025-09-26T11:15:57.871223] [DEBUG] [LOCAL ] Loaded configuration for GNL: 5 features, 80.0% accuracy [2025-09-26T11:15:57.871353] [DEBUG] [LOCAL ] Loaded configuration for JOE: 4 features, 80.0% accuracy [2025-09-26T11:15:57.871490] [DEBUG] [LOCAL ] Loaded configuration for TME: 2 features, 70.0% accuracy [2025-09-26T11:15:57.871618] [DEBUG] [LOCAL ] Loaded configuration for TXNM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.871765] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 1 features, 60.0% accuracy [2025-09-26T11:15:57.871922] [DEBUG] [LOCAL ] Loaded configuration for TROX: 1 features, 70.0% accuracy [2025-09-26T11:15:57.872051] [DEBUG] [LOCAL ] Loaded configuration for WFC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.872191] [DEBUG] [LOCAL ] Loaded configuration for MTH: 2 features, 90.0% accuracy [2025-09-26T11:15:57.872347] [DEBUG] [LOCAL ] Loaded configuration for CEPU: 5 features, 70.0% accuracy [2025-09-26T11:15:57.872484] [DEBUG] [LOCAL ] Loaded configuration for SWK: 2 features, 70.0% accuracy [2025-09-26T11:15:57.872675] [DEBUG] [LOCAL ] Loaded configuration for BHR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.872846] [DEBUG] [LOCAL ] Loaded configuration for HL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.873006] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.873157] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 70.0% accuracy [2025-09-26T11:15:57.873333] [DEBUG] [LOCAL ] Loaded configuration for PLD: 3 features, 60.0% accuracy [2025-09-26T11:15:57.873502] [DEBUG] [LOCAL ] Loaded configuration for QSR: 2 features, 100.0% accuracy [2025-09-26T11:15:57.873699] [DEBUG] [LOCAL ] Loaded configuration for EPD: 1 features, 90.0% accuracy [2025-09-26T11:15:57.873827] [DEBUG] [LOCAL ] Loaded configuration for DQ: 0 features, 80.0% accuracy [2025-09-26T11:15:57.873963] [DEBUG] [LOCAL ] Loaded configuration for ULS: 3 features, 70.0% accuracy [2025-09-26T11:15:57.874118] [DEBUG] [LOCAL ] Loaded configuration for RSI: 0 features, 60.0% accuracy [2025-09-26T11:15:57.874269] [DEBUG] [LOCAL ] Loaded configuration for HBM: 3 features, 90.0% accuracy [2025-09-26T11:15:57.874400] [DEBUG] [LOCAL ] Loaded configuration for SREA: 1 features, 80.0% accuracy [2025-09-26T11:15:57.874527] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-09-26T11:15:57.874705] [DEBUG] [LOCAL ] Loaded configuration for NHI: 0 features, 90.0% accuracy [2025-09-26T11:15:57.874834] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 80.0% accuracy [2025-09-26T11:15:57.874981] [DEBUG] [LOCAL ] Loaded configuration for BSM: 1 features, 90.0% accuracy [2025-09-26T11:15:57.875130] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 2 features, 50.0% accuracy [2025-09-26T11:15:57.875264] [DEBUG] [LOCAL ] Loaded configuration for SST: 2 features, 90.0% accuracy [2025-09-26T11:15:57.875417] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.875554] [DEBUG] [LOCAL ] Loaded configuration for STC: 4 features, 90.0% accuracy [2025-09-26T11:15:57.875763] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 60.0% accuracy [2025-09-26T11:15:57.875918] [DEBUG] [LOCAL ] Loaded configuration for NVST: 0 features, 60.0% accuracy [2025-09-26T11:15:57.876066] [DEBUG] [LOCAL ] Loaded configuration for UPS: 4 features, 60.0% accuracy [2025-09-26T11:15:57.876215] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 3 features, 70.0% accuracy [2025-09-26T11:15:57.876343] [DEBUG] [LOCAL ] Loaded configuration for CNX: 5 features, 80.0% accuracy [2025-09-26T11:15:57.876473] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 40.0% accuracy [2025-09-26T11:15:57.876620] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.876847] [DEBUG] [LOCAL ] Loaded configuration for MVO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.876992] [DEBUG] [LOCAL ] Loaded configuration for WAB: 1 features, 70.0% accuracy [2025-09-26T11:15:57.877143] [DEBUG] [LOCAL ] Loaded configuration for MFAO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.877274] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 70.0% accuracy [2025-09-26T11:15:57.877406] [DEBUG] [LOCAL ] Loaded configuration for PHG: 2 features, 70.0% accuracy [2025-09-26T11:15:57.877543] [DEBUG] [LOCAL ] Loaded configuration for DXC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.877705] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.877837] [DEBUG] [LOCAL ] Loaded configuration for KGS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.877969] [DEBUG] [LOCAL ] Loaded configuration for MOS: 6 features, 80.0% accuracy [2025-09-26T11:15:57.878126] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 70.0% accuracy [2025-09-26T11:15:57.878256] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 60.0% accuracy [2025-09-26T11:15:57.878406] [DEBUG] [LOCAL ] Loaded configuration for PEN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.878571] [DEBUG] [LOCAL ] Loaded configuration for BFS: 3 features, 70.0% accuracy [2025-09-26T11:15:57.878753] [DEBUG] [LOCAL ] Loaded configuration for FCT: 4 features, 80.0% accuracy [2025-09-26T11:15:57.878895] [DEBUG] [LOCAL ] Loaded configuration for HLN: 2 features, 90.0% accuracy [2025-09-26T11:15:57.879023] [DEBUG] [LOCAL ] Loaded configuration for HIW: 2 features, 80.0% accuracy [2025-09-26T11:15:57.879179] [DEBUG] [LOCAL ] Loaded configuration for NEM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.879309] [DEBUG] [LOCAL ] Loaded configuration for TAP: 2 features, 90.0% accuracy [2025-09-26T11:15:57.879438] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 80.0% accuracy [2025-09-26T11:15:57.879576] [DEBUG] [LOCAL ] Loaded configuration for PKE: 6 features, 90.0% accuracy [2025-09-26T11:15:57.879747] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 2 features, 80.0% accuracy [2025-09-26T11:15:57.879883] [DEBUG] [LOCAL ] Loaded configuration for PEB: 1 features, 90.0% accuracy [2025-09-26T11:15:57.880035] [DEBUG] [LOCAL ] Loaded configuration for NU: 2 features, 70.0% accuracy [2025-09-26T11:15:57.880191] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 3 features, 80.0% accuracy [2025-09-26T11:15:57.880353] [DEBUG] [LOCAL ] Loaded configuration for FMS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.880549] [DEBUG] [LOCAL ] Loaded configuration for AIN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.880706] [DEBUG] [LOCAL ] Loaded configuration for ESS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.880908] [DEBUG] [LOCAL ] Loaded configuration for GHY: 1 features, 50.0% accuracy [2025-09-26T11:15:57.881079] [DEBUG] [LOCAL ] Loaded configuration for WMB: 1 features, 70.0% accuracy [2025-09-26T11:15:57.881244] [DEBUG] [LOCAL ] Loaded configuration for IPI: 5 features, 90.0% accuracy [2025-09-26T11:15:57.881376] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 5 features, 100.0% accuracy [2025-09-26T11:15:57.881525] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 0 features, 80.0% accuracy [2025-09-26T11:15:57.881680] [DEBUG] [LOCAL ] Loaded configuration for ALX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.881829] [DEBUG] [LOCAL ] Loaded configuration for ASC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.881957] [DEBUG] [LOCAL ] Loaded configuration for SM: 2 features, 70.0% accuracy [2025-09-26T11:15:57.882145] [DEBUG] [LOCAL ] Loaded configuration for NAN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.882283] [DEBUG] [LOCAL ] Loaded configuration for DAY: 3 features, 60.0% accuracy [2025-09-26T11:15:57.882431] [DEBUG] [LOCAL ] Loaded configuration for BP: 3 features, 70.0% accuracy [2025-09-26T11:15:57.882546] [DEBUG] [LOCAL ] Loaded configuration for ECVT: 3 features, 70.0% accuracy [2025-09-26T11:15:57.882700] [DEBUG] [LOCAL ] Loaded configuration for RL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.882856] [DEBUG] [LOCAL ] Loaded configuration for BLK: 2 features, 90.0% accuracy [2025-09-26T11:15:57.882984] [DEBUG] [LOCAL ] Loaded configuration for TPR: 2 features, 60.0% accuracy [2025-09-26T11:15:57.883120] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 4 features, 80.0% accuracy [2025-09-26T11:15:57.883232] [DEBUG] [LOCAL ] Loaded configuration for SG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.883364] [DEBUG] [LOCAL ] Loaded configuration for INN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.883510] [DEBUG] [LOCAL ] Loaded configuration for NNN: 2 features, 60.0% accuracy [2025-09-26T11:15:57.883686] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 0 features, 70.0% accuracy [2025-09-26T11:15:57.883818] [DEBUG] [LOCAL ] Loaded configuration for MITT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.883948] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-09-26T11:15:57.884083] [DEBUG] [LOCAL ] Loaded configuration for VNCE: 2 features, 70.0% accuracy [2025-09-26T11:15:57.884230] [DEBUG] [LOCAL ] Loaded configuration for VVV: 4 features, 90.0% accuracy [2025-09-26T11:15:57.884363] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 4 features, 80.0% accuracy [2025-09-26T11:15:57.884513] [DEBUG] [LOCAL ] Loaded configuration for GPOR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.884701] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 2 features, 80.0% accuracy [2025-09-26T11:15:57.884884] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 4 features, 70.0% accuracy [2025-09-26T11:15:57.885035] [DEBUG] [LOCAL ] Loaded configuration for SYK: 1 features, 60.0% accuracy [2025-09-26T11:15:57.885190] [DEBUG] [LOCAL ] Loaded configuration for ORA: 3 features, 60.0% accuracy [2025-09-26T11:15:57.885348] [DEBUG] [LOCAL ] Loaded configuration for CVE: 6 features, 60.0% accuracy [2025-09-26T11:15:57.885496] [DEBUG] [LOCAL ] Loaded configuration for ELC: 5 features, 90.0% accuracy [2025-09-26T11:15:57.885627] [DEBUG] [LOCAL ] Loaded configuration for CAH: 4 features, 100.0% accuracy [2025-09-26T11:15:57.885789] [DEBUG] [LOCAL ] Loaded configuration for TTC: 1 features, 50.0% accuracy [2025-09-26T11:15:57.885959] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 3 features, 70.0% accuracy [2025-09-26T11:15:57.886090] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 1 features, 90.0% accuracy [2025-09-26T11:15:57.886218] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 2 features, 80.0% accuracy [2025-09-26T11:15:57.886356] [DEBUG] [LOCAL ] Loaded configuration for DVA: 2 features, 60.0% accuracy [2025-09-26T11:15:57.886496] [DEBUG] [LOCAL ] Loaded configuration for TBN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.886695] [DEBUG] [LOCAL ] Loaded configuration for CPA: 4 features, 90.0% accuracy [2025-09-26T11:15:57.886843] [DEBUG] [LOCAL ] Loaded configuration for SMG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.886999] [DEBUG] [LOCAL ] Loaded configuration for USNA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.887156] [DEBUG] [LOCAL ] Loaded configuration for GM: 5 features, 90.0% accuracy [2025-09-26T11:15:57.887288] [DEBUG] [LOCAL ] Loaded configuration for K: 2 features, 70.0% accuracy [2025-09-26T11:15:57.887427] [DEBUG] [LOCAL ] Loaded configuration for THS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.887585] [DEBUG] [LOCAL ] Loaded configuration for BGB: 1 features, 70.0% accuracy [2025-09-26T11:15:57.887749] [DEBUG] [LOCAL ] Loaded configuration for RGR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.887880] [DEBUG] [LOCAL ] Loaded configuration for ITT: 0 features, 60.0% accuracy [2025-09-26T11:15:57.888047] [DEBUG] [LOCAL ] Loaded configuration for GCV: 2 features, 60.0% accuracy [2025-09-26T11:15:57.888206] [DEBUG] [LOCAL ] Loaded configuration for AGO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.888356] [DEBUG] [LOCAL ] Loaded configuration for OGE: 2 features, 50.0% accuracy [2025-09-26T11:15:57.888487] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 80.0% accuracy [2025-09-26T11:15:57.888625] [DEBUG] [LOCAL ] Loaded configuration for SDHC: 1 features, 50.0% accuracy [2025-09-26T11:15:57.888776] [DEBUG] [LOCAL ] Loaded configuration for COTY: 3 features, 70.0% accuracy [2025-09-26T11:15:57.888907] [DEBUG] [LOCAL ] Loaded configuration for EQT: 5 features, 80.0% accuracy [2025-09-26T11:15:57.889072] [DEBUG] [LOCAL ] Loaded configuration for CF: 0 features, 70.0% accuracy [2025-09-26T11:15:57.889241] [DEBUG] [LOCAL ] Loaded configuration for INFA: 3 features, 70.0% accuracy [2025-09-26T11:15:57.889411] [DEBUG] [LOCAL ] Loaded configuration for UTL: 4 features, 80.0% accuracy [2025-09-26T11:15:57.889552] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 70.0% accuracy [2025-09-26T11:15:57.889721] [DEBUG] [LOCAL ] Loaded configuration for KLC: 4 features, 80.0% accuracy [2025-09-26T11:15:57.889854] [DEBUG] [LOCAL ] Loaded configuration for HTD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.889969] [DEBUG] [LOCAL ] Loaded configuration for AX: 4 features, 90.0% accuracy [2025-09-26T11:15:57.890118] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-09-26T11:15:57.890246] [DEBUG] [LOCAL ] Loaded configuration for AOMR: 4 features, 80.0% accuracy [2025-09-26T11:15:57.890376] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.890505] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 0 features, 70.0% accuracy [2025-09-26T11:15:57.890680] [DEBUG] [LOCAL ] Loaded configuration for ALV: 4 features, 80.0% accuracy [2025-09-26T11:15:57.890817] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.890973] [DEBUG] [LOCAL ] Loaded configuration for CII: 4 features, 70.0% accuracy [2025-09-26T11:15:57.891104] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.891269] [DEBUG] [LOCAL ] Loaded configuration for CNP: 0 features, 50.0% accuracy [2025-09-26T11:15:57.891401] [DEBUG] [LOCAL ] Loaded configuration for RIO: 3 features, 90.0% accuracy [2025-09-26T11:15:57.891559] [DEBUG] [LOCAL ] Loaded configuration for DIS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.891730] [DEBUG] [LOCAL ] Loaded configuration for GS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.891868] [DEBUG] [LOCAL ] Loaded configuration for KEN: 1 features, 60.0% accuracy [2025-09-26T11:15:57.892000] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 5 features, 80.0% accuracy [2025-09-26T11:15:57.892139] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 5 features, 70.0% accuracy [2025-09-26T11:15:57.892287] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 4 features, 70.0% accuracy [2025-09-26T11:15:57.892448] [DEBUG] [LOCAL ] Loaded configuration for AP: 2 features, 90.0% accuracy [2025-09-26T11:15:57.892619] [DEBUG] [LOCAL ] Loaded configuration for CHE: 1 features, 60.0% accuracy [2025-09-26T11:15:57.892788] [DEBUG] [LOCAL ] Loaded configuration for KSS: 4 features, 60.0% accuracy [2025-09-26T11:15:57.892942] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 80.0% accuracy [2025-09-26T11:15:57.893075] [DEBUG] [LOCAL ] Loaded configuration for OSCR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.893230] [DEBUG] [LOCAL ] Loaded configuration for MPX: 1 features, 60.0% accuracy [2025-09-26T11:15:57.893394] [DEBUG] [LOCAL ] Loaded configuration for EPRT: 2 features, 90.0% accuracy [2025-09-26T11:15:57.893553] [DEBUG] [LOCAL ] Loaded configuration for CNO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.893732] [DEBUG] [LOCAL ] Loaded configuration for NVR: 0 features, 70.0% accuracy [2025-09-26T11:15:57.893908] [DEBUG] [LOCAL ] Loaded configuration for LYV: 3 features, 80.0% accuracy [2025-09-26T11:15:57.894041] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 5 features, 80.0% accuracy [2025-09-26T11:15:57.894172] [DEBUG] [LOCAL ] Loaded configuration for BNH: 3 features, 70.0% accuracy [2025-09-26T11:15:57.894321] [DEBUG] [LOCAL ] Loaded configuration for HD: 1 features, 70.0% accuracy [2025-09-26T11:15:57.894461] [DEBUG] [LOCAL ] Loaded configuration for HTH: 2 features, 70.0% accuracy [2025-09-26T11:15:57.894598] [DEBUG] [LOCAL ] Loaded configuration for REZI: 0 features, 60.0% accuracy [2025-09-26T11:15:57.894758] [DEBUG] [LOCAL ] Loaded configuration for CANG: 3 features, 70.0% accuracy [2025-09-26T11:15:57.894911] [DEBUG] [LOCAL ] Loaded configuration for BEPJ: 1 features, 66.66666666666666% accuracy [2025-09-26T11:15:57.895092] [DEBUG] [LOCAL ] Loaded configuration for PRU: 1 features, 70.0% accuracy [2025-09-26T11:15:57.895235] [DEBUG] [LOCAL ] Loaded configuration for WEA: 4 features, 90.0% accuracy [2025-09-26T11:15:57.895373] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 2 features, 60.0% accuracy [2025-09-26T11:15:57.895522] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 80.0% accuracy [2025-09-26T11:15:57.895742] [DEBUG] [LOCAL ] Loaded configuration for BHE: 1 features, 60.0% accuracy [2025-09-26T11:15:57.895868] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 80.0% accuracy [2025-09-26T11:15:57.896007] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 4 features, 60.0% accuracy [2025-09-26T11:15:57.896133] [DEBUG] [LOCAL ] Loaded configuration for IQV: 2 features, 80.0% accuracy [2025-09-26T11:15:57.896290] [DEBUG] [LOCAL ] Loaded configuration for DLB: 3 features, 80.0% accuracy [2025-09-26T11:15:57.896443] [DEBUG] [LOCAL ] Loaded configuration for GHI: 3 features, 70.0% accuracy [2025-09-26T11:15:57.896615] [DEBUG] [LOCAL ] Loaded configuration for LITB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.896838] [DEBUG] [LOCAL ] Loaded configuration for SSD: 1 features, 70.0% accuracy [2025-09-26T11:15:57.896999] [DEBUG] [LOCAL ] Loaded configuration for SID: 1 features, 60.0% accuracy [2025-09-26T11:15:57.897148] [DEBUG] [LOCAL ] Loaded configuration for TDY: 1 features, 60.0% accuracy [2025-09-26T11:15:57.897306] [DEBUG] [LOCAL ] Loaded configuration for NAC: 0 features, 70.0% accuracy [2025-09-26T11:15:57.897502] [DEBUG] [LOCAL ] Loaded configuration for BW: 2 features, 80.0% accuracy [2025-09-26T11:15:57.897641] [DEBUG] [LOCAL ] Loaded configuration for FE: 3 features, 90.0% accuracy [2025-09-26T11:15:57.897803] [DEBUG] [LOCAL ] Loaded configuration for CPAY: 1 features, 80.0% accuracy [2025-09-26T11:15:57.897961] [DEBUG] [LOCAL ] Loaded configuration for HMY: 4 features, 80.0% accuracy [2025-09-26T11:15:57.898108] [DEBUG] [LOCAL ] Loaded configuration for EOD: 2 features, 70.0% accuracy [2025-09-26T11:15:57.898279] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.898411] [DEBUG] [LOCAL ] Loaded configuration for AFB: 0 features, 80.0% accuracy [2025-09-26T11:15:57.898562] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 70.0% accuracy [2025-09-26T11:15:57.898726] [DEBUG] [LOCAL ] Loaded configuration for MYD: 1 features, 80.0% accuracy [2025-09-26T11:15:57.898856] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 70.0% accuracy [2025-09-26T11:15:57.899009] [DEBUG] [LOCAL ] Loaded configuration for RRX: 6 features, 100.0% accuracy [2025-09-26T11:15:57.899148] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 2 features, 60.0% accuracy [2025-09-26T11:15:57.899278] [DEBUG] [LOCAL ] Loaded configuration for NXP: 2 features, 60.0% accuracy [2025-09-26T11:15:57.899445] [DEBUG] [LOCAL ] Loaded configuration for GVA: 2 features, 60.0% accuracy [2025-09-26T11:15:57.899577] [DEBUG] [LOCAL ] Loaded configuration for DTW: 0 features, 90.0% accuracy [2025-09-26T11:15:57.899753] [DEBUG] [LOCAL ] Loaded configuration for AA: 4 features, 90.0% accuracy [2025-09-26T11:15:57.899893] [DEBUG] [LOCAL ] Loaded configuration for DSMC: 5 features, 100.0% accuracy [2025-09-26T11:15:57.900063] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 1 features, 60.0% accuracy [2025-09-26T11:15:57.900204] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 1 features, 70.0% accuracy [2025-09-26T11:15:57.900317] [DEBUG] [LOCAL ] Loaded configuration for JEQ: 3 features, 90.0% accuracy [2025-09-26T11:15:57.900466] [DEBUG] [LOCAL ] Loaded configuration for CSV: 0 features, 80.0% accuracy [2025-09-26T11:15:57.900599] [DEBUG] [LOCAL ] Loaded configuration for CCS: 2 features, 100.0% accuracy [2025-09-26T11:15:57.900782] [DEBUG] [LOCAL ] Loaded configuration for THIR: 3 features, 90.0% accuracy [2025-09-26T11:15:57.900921] [DEBUG] [LOCAL ] Loaded configuration for PRMB: 3 features, 80.0% accuracy [2025-09-26T11:15:57.901058] [DEBUG] [LOCAL ] Loaded configuration for SRE: 0 features, 70.0% accuracy [2025-09-26T11:15:57.901234] [DEBUG] [LOCAL ] Loaded configuration for FFA: 3 features, 80.0% accuracy [2025-09-26T11:15:57.901365] [DEBUG] [LOCAL ] Loaded configuration for NXN: 1 features, 50.0% accuracy [2025-09-26T11:15:57.901518] [DEBUG] [LOCAL ] Loaded configuration for STE: 2 features, 80.0% accuracy [2025-09-26T11:15:57.901717] [DEBUG] [LOCAL ] Loaded configuration for CCU: 1 features, 70.0% accuracy [2025-09-26T11:15:57.901899] [DEBUG] [LOCAL ] Loaded configuration for GPMT: 2 features, 90.0% accuracy [2025-09-26T11:15:57.902030] [DEBUG] [LOCAL ] Loaded configuration for PKX: 2 features, 60.0% accuracy [2025-09-26T11:15:57.902170] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 50.0% accuracy [2025-09-26T11:15:57.902327] [DEBUG] [LOCAL ] Loaded configuration for MDST: 1 features, 80.0% accuracy [2025-09-26T11:15:57.902465] [DEBUG] [LOCAL ] Loaded configuration for UZE: 4 features, 60.0% accuracy [2025-09-26T11:15:57.902595] [DEBUG] [LOCAL ] Loaded configuration for SBI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.902770] [DEBUG] [LOCAL ] Loaded configuration for GBX: 3 features, 80.0% accuracy [2025-09-26T11:15:57.902919] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 4 features, 80.0% accuracy [2025-09-26T11:15:57.903059] [DEBUG] [LOCAL ] Loaded configuration for DSU: 3 features, 90.0% accuracy [2025-09-26T11:15:57.903197] [DEBUG] [LOCAL ] Loaded configuration for TPC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.903311] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 70.0% accuracy [2025-09-26T11:15:57.903446] [DEBUG] [LOCAL ] Loaded configuration for TYG: 4 features, 80.0% accuracy [2025-09-26T11:15:57.903606] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 0 features, 60.0% accuracy [2025-09-26T11:15:57.903773] [DEBUG] [LOCAL ] Loaded configuration for CBNA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.903941] [DEBUG] [LOCAL ] Loaded configuration for UTF: 3 features, 70.0% accuracy [2025-09-26T11:15:57.904073] [DEBUG] [LOCAL ] Loaded configuration for WBS: 0 features, 80.0% accuracy [2025-09-26T11:15:57.904210] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-09-26T11:15:57.904339] [DEBUG] [LOCAL ] Loaded configuration for ODV: 2 features, 70.0% accuracy [2025-09-26T11:15:57.904476] [DEBUG] [LOCAL ] Loaded configuration for AHH: 2 features, 70.0% accuracy [2025-09-26T11:15:57.904624] [DEBUG] [LOCAL ] Loaded configuration for TDG: 2 features, 90.0% accuracy [2025-09-26T11:15:57.904985] [DEBUG] [LOCAL ] Loaded configuration for PDO: 1 features, 50.0% accuracy [2025-09-26T11:15:57.905127] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.905270] [DEBUG] [LOCAL ] Loaded configuration for ENFY: 1 features, 50.0% accuracy [2025-09-26T11:15:57.905414] [DEBUG] [LOCAL ] Loaded configuration for SBR: 4 features, 80.0% accuracy [2025-09-26T11:15:57.905556] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-09-26T11:15:57.905735] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.905875] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 70.0% accuracy [2025-09-26T11:15:57.906014] [DEBUG] [LOCAL ] Loaded configuration for CWAN: 3 features, 70.0% accuracy [2025-09-26T11:15:57.906165] [DEBUG] [LOCAL ] Loaded configuration for CAE: 2 features, 60.0% accuracy [2025-09-26T11:15:57.906325] [DEBUG] [LOCAL ] Loaded configuration for CBU: 1 features, 60.0% accuracy [2025-09-26T11:15:57.906467] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.906609] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 3 features, 70.0% accuracy [2025-09-26T11:15:57.906774] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 0 features, 60.0% accuracy [2025-09-26T11:15:57.906972] [DEBUG] [LOCAL ] Loaded configuration for TKO: 1 features, 50.0% accuracy [2025-09-26T11:15:57.907103] [DEBUG] [LOCAL ] Loaded configuration for GTY: 4 features, 100.0% accuracy [2025-09-26T11:15:57.907255] [DEBUG] [LOCAL ] Loaded configuration for WEX: 5 features, 90.0% accuracy [2025-09-26T11:15:57.907386] [DEBUG] [LOCAL ] Loaded configuration for SCI: 1 features, 90.0% accuracy [2025-09-26T11:15:57.907525] [DEBUG] [LOCAL ] Loaded configuration for ETW: 3 features, 70.0% accuracy [2025-09-26T11:15:57.907665] [DEBUG] [LOCAL ] Loaded configuration for KFRC: 2 features, 90.0% accuracy [2025-09-26T11:15:57.907807] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-09-26T11:15:57.907969] [DEBUG] [LOCAL ] Loaded configuration for GEO: 3 features, 90.0% accuracy [2025-09-26T11:15:57.908101] [DEBUG] [LOCAL ] Loaded configuration for SABA: 3 features, 80.0% accuracy [2025-09-26T11:15:57.908263] [DEBUG] [LOCAL ] Loaded configuration for MOV: 2 features, 80.0% accuracy [2025-09-26T11:15:57.908402] [DEBUG] [LOCAL ] Loaded configuration for BIO: 2 features, 70.0% accuracy [2025-09-26T11:15:57.908538] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 80.0% accuracy [2025-09-26T11:15:57.908727] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 60.0% accuracy [2025-09-26T11:15:57.908866] [DEBUG] [LOCAL ] Loaded configuration for PJT: 0 features, 70.0% accuracy [2025-09-26T11:15:57.908982] [DEBUG] [LOCAL ] Loaded configuration for DCI: 4 features, 100.0% accuracy [2025-09-26T11:15:57.909111] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.909251] [DEBUG] [LOCAL ] Loaded configuration for OIA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.909405] [DEBUG] [LOCAL ] Loaded configuration for MHD: 1 features, 70.0% accuracy [2025-09-26T11:15:57.909584] [DEBUG] [LOCAL ] Loaded configuration for EHC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.909797] [DEBUG] [LOCAL ] Loaded configuration for LTH: 4 features, 80.0% accuracy [2025-09-26T11:15:57.909928] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 90.0% accuracy [2025-09-26T11:15:57.910059] [DEBUG] [LOCAL ] Loaded configuration for HWM: 3 features, 70.0% accuracy [2025-09-26T11:15:57.910196] [DEBUG] [LOCAL ] Loaded configuration for NXC: 3 features, 70.0% accuracy [2025-09-26T11:15:57.910335] [DEBUG] [LOCAL ] Loaded configuration for VVX: 1 features, 100.0% accuracy [2025-09-26T11:15:57.910510] [DEBUG] [LOCAL ] Loaded configuration for CLS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.910685] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 80.0% accuracy [2025-09-26T11:15:57.910836] [DEBUG] [LOCAL ] Loaded configuration for LCII: 2 features, 100.0% accuracy [2025-09-26T11:15:57.910966] [DEBUG] [LOCAL ] Loaded configuration for BDX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.911106] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 70.0% accuracy [2025-09-26T11:15:57.911266] [DEBUG] [LOCAL ] Loaded configuration for MET: 2 features, 70.0% accuracy [2025-09-26T11:15:57.911405] [DEBUG] [LOCAL ] Loaded configuration for GDV: 1 features, 70.0% accuracy [2025-09-26T11:15:57.911562] [DEBUG] [LOCAL ] Loaded configuration for GE: 1 features, 80.0% accuracy [2025-09-26T11:15:57.911733] [DEBUG] [LOCAL ] Loaded configuration for ATR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.911863] [DEBUG] [LOCAL ] Loaded configuration for BCC: 0 features, 60.0% accuracy [2025-09-26T11:15:57.912020] [DEBUG] [LOCAL ] Loaded configuration for EL: 3 features, 100.0% accuracy [2025-09-26T11:15:57.912150] [DEBUG] [LOCAL ] Loaded configuration for MANU: 1 features, 60.0% accuracy [2025-09-26T11:15:57.912289] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 4 features, 80.0% accuracy [2025-09-26T11:15:57.912445] [DEBUG] [LOCAL ] Loaded configuration for MFM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.912586] [DEBUG] [LOCAL ] Loaded configuration for FR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.912768] [DEBUG] [LOCAL ] Loaded configuration for MCI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.912898] [DEBUG] [LOCAL ] Loaded configuration for WBX: 1 features, 90.0% accuracy [2025-09-26T11:15:57.913048] [DEBUG] [LOCAL ] Loaded configuration for ROG: 2 features, 60.0% accuracy [2025-09-26T11:15:57.913187] [DEBUG] [LOCAL ] Loaded configuration for YRD: 1 features, 60.0% accuracy [2025-09-26T11:15:57.913342] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-09-26T11:15:57.913483] [DEBUG] [LOCAL ] Loaded configuration for MQY: 1 features, 70.0% accuracy [2025-09-26T11:15:57.913618] [DEBUG] [LOCAL ] Loaded configuration for GPC: 1 features, 90.0% accuracy [2025-09-26T11:15:57.913798] [DEBUG] [LOCAL ] Loaded configuration for NABL: 3 features, 100.0% accuracy [2025-09-26T11:15:57.913936] [DEBUG] [LOCAL ] Loaded configuration for AWI: 2 features, 80.0% accuracy [2025-09-26T11:15:57.914076] [DEBUG] [LOCAL ] Loaded configuration for GNE: 4 features, 90.0% accuracy [2025-09-26T11:15:57.914208] [DEBUG] [LOCAL ] Loaded configuration for BWLP: 5 features, 90.0% accuracy [2025-09-26T11:15:57.914382] [DEBUG] [LOCAL ] Loaded configuration for MWA: 3 features, 90.0% accuracy [2025-09-26T11:15:57.914516] [DEBUG] [LOCAL ] Loaded configuration for DKL: 2 features, 80.0% accuracy [2025-09-26T11:15:57.914676] [DEBUG] [LOCAL ] Loaded configuration for GPN: 2 features, 50.0% accuracy [2025-09-26T11:15:57.914809] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 1 features, 90.0% accuracy [2025-09-26T11:15:57.914949] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 3 features, 80.0% accuracy [2025-09-26T11:15:57.915112] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-09-26T11:15:57.915243] [DEBUG] [LOCAL ] Loaded configuration for DFP: 1 features, 90.0% accuracy [2025-09-26T11:15:57.915386] [DEBUG] [LOCAL ] Loaded configuration for KMX: 4 features, 100.0% accuracy [2025-09-26T11:15:57.915592] [DEBUG] [LOCAL ] Loaded configuration for CGV: 4 features, 90.0% accuracy [2025-09-26T11:15:57.915767] [DEBUG] [LOCAL ] Loaded configuration for TM: 2 features, 70.0% accuracy [2025-09-26T11:15:57.915898] [DEBUG] [LOCAL ] Loaded configuration for SMHI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.916013] [DEBUG] [LOCAL ] Loaded configuration for TOST: 2 features, 60.0% accuracy [2025-09-26T11:15:57.916168] [DEBUG] [LOCAL ] Loaded configuration for MTN: 4 features, 90.0% accuracy [2025-09-26T11:15:57.916300] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 5 features, 90.0% accuracy [2025-09-26T11:15:57.916430] [DEBUG] [LOCAL ] Loaded configuration for BWXT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.916592] [DEBUG] [LOCAL ] Loaded configuration for GRDN: 2 features, 60.0% accuracy [2025-09-26T11:15:57.916762] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-09-26T11:15:57.916923] [DEBUG] [LOCAL ] Loaded configuration for DRH: 2 features, 60.0% accuracy [2025-09-26T11:15:57.917055] [DEBUG] [LOCAL ] Loaded configuration for SFB: 4 features, 90.0% accuracy [2025-09-26T11:15:57.917222] [DEBUG] [LOCAL ] Loaded configuration for NEUE: 3 features, 70.0% accuracy [2025-09-26T11:15:57.917372] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-09-26T11:15:57.917506] [DEBUG] [LOCAL ] Loaded configuration for TFC: 4 features, 70.0% accuracy [2025-09-26T11:15:57.917637] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 60.0% accuracy [2025-09-26T11:15:57.917798] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.917956] [DEBUG] [LOCAL ] Loaded configuration for BOH: 0 features, 60.0% accuracy [2025-09-26T11:15:57.918123] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-09-26T11:15:57.918258] [DEBUG] [LOCAL ] Loaded configuration for STK: 4 features, 90.0% accuracy [2025-09-26T11:15:57.918390] [DEBUG] [LOCAL ] Loaded configuration for DEO: 3 features, 70.0% accuracy [2025-09-26T11:15:57.918527] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 60.0% accuracy [2025-09-26T11:15:57.918710] [DEBUG] [LOCAL ] Loaded configuration for JILL: 2 features, 90.0% accuracy [2025-09-26T11:15:57.918841] [DEBUG] [LOCAL ] Loaded configuration for CIA: 0 features, 90.0% accuracy [2025-09-26T11:15:57.918976] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 70.0% accuracy [2025-09-26T11:15:57.919108] [DEBUG] [LOCAL ] Loaded configuration for SPB: 1 features, 80.0% accuracy [2025-09-26T11:15:57.919246] [DEBUG] [LOCAL ] Loaded configuration for UMC: 4 features, 60.0% accuracy [2025-09-26T11:15:57.919424] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 60.0% accuracy [2025-09-26T11:15:57.919564] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.919779] [DEBUG] [LOCAL ] Loaded configuration for MLM: 4 features, 70.0% accuracy [2025-09-26T11:15:57.919919] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 70.0% accuracy [2025-09-26T11:15:57.920051] [DEBUG] [LOCAL ] Loaded configuration for WSR: 1 features, 50.0% accuracy [2025-09-26T11:15:57.920192] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 1 features, 80.0% accuracy [2025-09-26T11:15:57.920333] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-09-26T11:15:57.920464] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.920595] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 90.0% accuracy [2025-09-26T11:15:57.920769] [DEBUG] [LOCAL ] Loaded configuration for EDU: 1 features, 80.0% accuracy [2025-09-26T11:15:57.920899] [DEBUG] [LOCAL ] Loaded configuration for TWO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.921054] [DEBUG] [LOCAL ] Loaded configuration for AMTD: 0 features, 50.0% accuracy [2025-09-26T11:15:57.921213] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 70.0% accuracy [2025-09-26T11:15:57.921373] [DEBUG] [LOCAL ] Loaded configuration for MTW: 5 features, 90.0% accuracy [2025-09-26T11:15:57.921530] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 90.0% accuracy [2025-09-26T11:15:57.921694] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 80.0% accuracy [2025-09-26T11:15:57.921894] [DEBUG] [LOCAL ] Loaded configuration for FINV: 4 features, 80.0% accuracy [2025-09-26T11:15:57.922086] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.922239] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 60.0% accuracy [2025-09-26T11:15:57.922370] [DEBUG] [LOCAL ] Loaded configuration for ROK: 3 features, 90.0% accuracy [2025-09-26T11:15:57.922530] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.922702] [DEBUG] [LOCAL ] Loaded configuration for EOG: 3 features, 90.0% accuracy [2025-09-26T11:15:57.922854] [DEBUG] [LOCAL ] Loaded configuration for HQH: 5 features, 100.0% accuracy [2025-09-26T11:15:57.923000] [DEBUG] [LOCAL ] Loaded configuration for ORN: 3 features, 70.0% accuracy [2025-09-26T11:15:57.923199] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 1 features, 80.0% accuracy [2025-09-26T11:15:57.923335] [DEBUG] [LOCAL ] Loaded configuration for WWW: 2 features, 70.0% accuracy [2025-09-26T11:15:57.923470] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-09-26T11:15:57.923613] [DEBUG] [LOCAL ] Loaded configuration for SB: 0 features, 70.0% accuracy [2025-09-26T11:15:57.923795] [DEBUG] [LOCAL ] Loaded configuration for PRKS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.923944] [DEBUG] [LOCAL ] Loaded configuration for VAC: 1 features, 90.0% accuracy [2025-09-26T11:15:57.924106] [DEBUG] [LOCAL ] Loaded configuration for LB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.924239] [DEBUG] [LOCAL ] Loaded configuration for VPV: 1 features, 80.0% accuracy [2025-09-26T11:15:57.924370] [DEBUG] [LOCAL ] Loaded configuration for PMT: 3 features, 90.0% accuracy [2025-09-26T11:15:57.924503] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.924637] [DEBUG] [LOCAL ] Loaded configuration for DOC: 4 features, 70.0% accuracy [2025-09-26T11:15:57.924826] [DEBUG] [LOCAL ] Loaded configuration for GD: 1 features, 100.0% accuracy [2025-09-26T11:15:57.925031] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 1 features, 90.0% accuracy [2025-09-26T11:15:57.925182] [DEBUG] [LOCAL ] Loaded configuration for AL: 1 features, 80.0% accuracy [2025-09-26T11:15:57.925324] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.925499] [DEBUG] [LOCAL ] Loaded configuration for PKST: 2 features, 70.0% accuracy [2025-09-26T11:15:57.925688] [DEBUG] [LOCAL ] Loaded configuration for LVS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.925828] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 60.0% accuracy [2025-09-26T11:15:57.925960] [DEBUG] [LOCAL ] Loaded configuration for THQ: 1 features, 50.0% accuracy [2025-09-26T11:15:57.926119] [DEBUG] [LOCAL ] Loaded configuration for SJM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.926301] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 3 features, 90.0% accuracy [2025-09-26T11:15:57.926444] [DEBUG] [LOCAL ] Loaded configuration for ANET: 3 features, 70.0% accuracy [2025-09-26T11:15:57.926577] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 1 features, 80.0% accuracy [2025-09-26T11:15:57.926727] [DEBUG] [LOCAL ] Loaded configuration for IDA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.926947] [DEBUG] [LOCAL ] Loaded configuration for QXO: 1 features, 100.0% accuracy [2025-09-26T11:15:57.927127] [DEBUG] [LOCAL ] Loaded configuration for MTAL: 1 features, 70.0% accuracy [2025-09-26T11:15:57.927257] [DEBUG] [LOCAL ] Loaded configuration for IRS: 3 features, 70.0% accuracy [2025-09-26T11:15:57.927396] [DEBUG] [LOCAL ] Loaded configuration for BKH: 3 features, 90.0% accuracy [2025-09-26T11:15:57.927589] [DEBUG] [LOCAL ] Loaded configuration for BGH: 0 features, 80.0% accuracy [2025-09-26T11:15:57.927739] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-09-26T11:15:57.927870] [DEBUG] [LOCAL ] Loaded configuration for ONIT: 1 features, 60.0% accuracy [2025-09-26T11:15:57.928002] [DEBUG] [LOCAL ] Loaded configuration for OMC: 1 features, 90.0% accuracy [2025-09-26T11:15:57.928206] [DEBUG] [LOCAL ] Loaded configuration for FN: 2 features, 70.0% accuracy [2025-09-26T11:15:57.928436] [DEBUG] [LOCAL ] Loaded configuration for SON: 1 features, 60.0% accuracy [2025-09-26T11:15:57.928576] [DEBUG] [LOCAL ] Loaded configuration for TRU: 0 features, 70.0% accuracy [2025-09-26T11:15:57.928771] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.928938] [DEBUG] [LOCAL ] Loaded configuration for ESNT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.929096] [DEBUG] [LOCAL ] Loaded configuration for NMR: 0 features, 80.0% accuracy [2025-09-26T11:15:57.929229] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-09-26T11:15:57.929360] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 3 features, 70.0% accuracy [2025-09-26T11:15:57.929546] [DEBUG] [LOCAL ] Loaded configuration for IVT: 0 features, 50.0% accuracy [2025-09-26T11:15:57.929721] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.929893] [DEBUG] [LOCAL ] Loaded configuration for MODG: 1 features, 90.0% accuracy [2025-09-26T11:15:57.930036] [DEBUG] [LOCAL ] Loaded configuration for RHP: 2 features, 70.0% accuracy [2025-09-26T11:15:57.930181] [DEBUG] [LOCAL ] Loaded configuration for ELV: 8 features, 100.0% accuracy [2025-09-26T11:15:57.930344] [DEBUG] [LOCAL ] Loaded configuration for GGT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.930497] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 2 features, 60.0% accuracy [2025-09-26T11:15:57.930680] [DEBUG] [LOCAL ] Loaded configuration for QD: 1 features, 80.0% accuracy [2025-09-26T11:15:57.930821] [DEBUG] [LOCAL ] Loaded configuration for CLW: 2 features, 70.0% accuracy [2025-09-26T11:15:57.930973] [DEBUG] [LOCAL ] Loaded configuration for AUNA: 2 features, 100.0% accuracy [2025-09-26T11:15:57.931106] [DEBUG] [LOCAL ] Loaded configuration for BCE: 4 features, 70.0% accuracy [2025-09-26T11:15:57.931237] [DEBUG] [LOCAL ] Loaded configuration for TNC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.931376] [DEBUG] [LOCAL ] Loaded configuration for DXYZ: 1 features, 60.0% accuracy [2025-09-26T11:15:57.931548] [DEBUG] [LOCAL ] Loaded configuration for BKE: 4 features, 40.0% accuracy [2025-09-26T11:15:57.931760] [DEBUG] [LOCAL ] Loaded configuration for LND: 3 features, 80.0% accuracy [2025-09-26T11:15:57.931909] [DEBUG] [LOCAL ] Loaded configuration for PK: 2 features, 90.0% accuracy [2025-09-26T11:15:57.932078] [DEBUG] [LOCAL ] Loaded configuration for BRO: 6 features, 100.0% accuracy [2025-09-26T11:15:57.932212] [DEBUG] [LOCAL ] Loaded configuration for SEE: 3 features, 90.0% accuracy [2025-09-26T11:15:57.932366] [DEBUG] [LOCAL ] Loaded configuration for SW: 1 features, 100.0% accuracy [2025-09-26T11:15:57.932553] [DEBUG] [LOCAL ] Loaded configuration for OGN: 5 features, 90.0% accuracy [2025-09-26T11:15:57.932742] [DEBUG] [LOCAL ] Loaded configuration for LGI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.932873] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-09-26T11:15:57.933024] [DEBUG] [LOCAL ] Loaded configuration for MMD: 1 features, 60.0% accuracy [2025-09-26T11:15:57.933182] [DEBUG] [LOCAL ] Loaded configuration for NBB: 0 features, 60.0% accuracy [2025-09-26T11:15:57.933337] [DEBUG] [LOCAL ] Loaded configuration for BRT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.933498] [DEBUG] [LOCAL ] Loaded configuration for MSDL: 5 features, 70.0% accuracy [2025-09-26T11:15:57.933638] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.933796] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 60.0% accuracy [2025-09-26T11:15:57.934033] [DEBUG] [LOCAL ] Loaded configuration for FPI: 3 features, 80.0% accuracy [2025-09-26T11:15:57.934250] [DEBUG] [LOCAL ] Loaded configuration for PMO: 0 features, 70.0% accuracy [2025-09-26T11:15:57.934439] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 3 features, 70.0% accuracy [2025-09-26T11:15:57.934570] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 80.0% accuracy [2025-09-26T11:15:57.934742] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 70.0% accuracy [2025-09-26T11:15:57.934909] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 90.0% accuracy [2025-09-26T11:15:57.935076] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 3 features, 80.0% accuracy [2025-09-26T11:15:57.935258] [DEBUG] [LOCAL ] Loaded configuration for NCA: 4 features, 80.0% accuracy [2025-09-26T11:15:57.935390] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 1 features, 90.0% accuracy [2025-09-26T11:15:57.935520] [DEBUG] [LOCAL ] Loaded configuration for RFI: 1 features, 50.0% accuracy [2025-09-26T11:15:57.935705] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 80.0% accuracy [2025-09-26T11:15:57.935840] [DEBUG] [LOCAL ] Loaded configuration for BXMT: 1 features, 60.0% accuracy [2025-09-26T11:15:57.935968] [DEBUG] [LOCAL ] Loaded configuration for SPE: 1 features, 70.0% accuracy [2025-09-26T11:15:57.936120] [DEBUG] [LOCAL ] Loaded configuration for SOLV: 1 features, 70.0% accuracy [2025-09-26T11:15:57.936253] [DEBUG] [LOCAL ] Loaded configuration for WAL: 2 features, 70.0% accuracy [2025-09-26T11:15:57.936394] [DEBUG] [LOCAL ] Loaded configuration for THO: 2 features, 100.0% accuracy [2025-09-26T11:15:57.936527] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 3 features, 70.0% accuracy [2025-09-26T11:15:57.936687] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 1 features, 80.0% accuracy [2025-09-26T11:15:57.936844] [DEBUG] [LOCAL ] Loaded configuration for FMC: 6 features, 80.0% accuracy [2025-09-26T11:15:57.936981] [DEBUG] [LOCAL ] Loaded configuration for KT: 3 features, 60.0% accuracy [2025-09-26T11:15:57.937095] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.937252] [DEBUG] [LOCAL ] Loaded configuration for GIS: 1 features, 90.0% accuracy [2025-09-26T11:15:57.937386] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 4 features, 90.0% accuracy [2025-09-26T11:15:57.937536] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 4 features, 70.0% accuracy [2025-09-26T11:15:57.937684] [DEBUG] [LOCAL ] Loaded configuration for EBF: 2 features, 90.0% accuracy [2025-09-26T11:15:57.937848] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 1 features, 60.0% accuracy [2025-09-26T11:15:57.938043] [DEBUG] [LOCAL ] Loaded configuration for DAO: 2 features, 70.0% accuracy [2025-09-26T11:15:57.938178] [DEBUG] [LOCAL ] Loaded configuration for VTS: 3 features, 70.0% accuracy [2025-09-26T11:15:57.938350] [DEBUG] [LOCAL ] Loaded configuration for MMM: 4 features, 90.0% accuracy [2025-09-26T11:15:57.938502] [DEBUG] [LOCAL ] Loaded configuration for AIO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.938730] [DEBUG] [LOCAL ] Loaded configuration for HGV: 5 features, 70.0% accuracy [2025-09-26T11:15:57.938869] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.939009] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 80.0% accuracy [2025-09-26T11:15:57.939139] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 4 features, 80.0% accuracy [2025-09-26T11:15:57.939328] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 1 features, 100.0% accuracy [2025-09-26T11:15:57.939459] [DEBUG] [LOCAL ] Loaded configuration for GCI: 2 features, 50.0% accuracy [2025-09-26T11:15:57.939596] [DEBUG] [LOCAL ] Loaded configuration for AXS: 3 features, 80.0% accuracy [2025-09-26T11:15:57.939755] [DEBUG] [LOCAL ] Loaded configuration for S: 2 features, 70.0% accuracy [2025-09-26T11:15:57.939894] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 3 features, 70.0% accuracy [2025-09-26T11:15:57.940030] [DEBUG] [LOCAL ] Loaded configuration for CHPT: 3 features, 70.0% accuracy [2025-09-26T11:15:57.940206] [DEBUG] [LOCAL ] Loaded configuration for NE: 4 features, 80.0% accuracy [2025-09-26T11:15:57.940333] [DEBUG] [LOCAL ] Loaded configuration for FTS: 4 features, 80.0% accuracy [2025-09-26T11:15:57.940469] [DEBUG] [LOCAL ] Loaded configuration for CCO: 3 features, 100.0% accuracy [2025-09-26T11:15:57.940600] [DEBUG] [LOCAL ] Loaded configuration for RELX: 2 features, 60.0% accuracy [2025-09-26T11:15:57.940759] [DEBUG] [LOCAL ] Loaded configuration for AMP: 1 features, 70.0% accuracy [2025-09-26T11:15:57.940918] [DEBUG] [LOCAL ] Loaded configuration for CBL: 4 features, 60.0% accuracy [2025-09-26T11:15:57.941046] [DEBUG] [LOCAL ] Loaded configuration for NXJ: 1 features, 60.0% accuracy [2025-09-26T11:15:57.941177] [DEBUG] [LOCAL ] Loaded configuration for WPP: 1 features, 40.0% accuracy [2025-09-26T11:15:57.941333] [DEBUG] [LOCAL ] Loaded configuration for CVX: 4 features, 100.0% accuracy [2025-09-26T11:15:57.941475] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 4 features, 70.0% accuracy [2025-09-26T11:15:57.941678] [DEBUG] [LOCAL ] Loaded configuration for IPG: 3 features, 90.0% accuracy [2025-09-26T11:15:57.941844] [DEBUG] [LOCAL ] Loaded configuration for R: 0 features, 90.0% accuracy [2025-09-26T11:15:57.942020] [DEBUG] [LOCAL ] Loaded configuration for ICL: 2 features, 90.0% accuracy [2025-09-26T11:15:57.942182] [DEBUG] [LOCAL ] Loaded configuration for CRM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.942321] [DEBUG] [LOCAL ] Loaded configuration for CNM: 3 features, 80.0% accuracy [2025-09-26T11:15:57.942453] [DEBUG] [LOCAL ] Loaded configuration for SRV: 6 features, 100.0% accuracy [2025-09-26T11:15:57.942592] [DEBUG] [LOCAL ] Loaded configuration for DTG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.942790] [DEBUG] [LOCAL ] Loaded configuration for DTB: 3 features, 70.0% accuracy [2025-09-26T11:15:57.942969] [DEBUG] [LOCAL ] Loaded configuration for MSM: 4 features, 80.0% accuracy [2025-09-26T11:15:57.943127] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 2 features, 70.0% accuracy [2025-09-26T11:15:57.943285] [DEBUG] [LOCAL ] Loaded configuration for COF: 0 features, 70.0% accuracy [2025-09-26T11:15:57.943442] [DEBUG] [LOCAL ] Loaded configuration for CWT: 5 features, 70.0% accuracy [2025-09-26T11:15:57.943579] [DEBUG] [LOCAL ] Loaded configuration for GNT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.943742] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-09-26T11:15:57.943889] [DEBUG] [LOCAL ] Loaded configuration for AORT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.944028] [DEBUG] [LOCAL ] Loaded configuration for TSI: 3 features, 50.0% accuracy [2025-09-26T11:15:57.944159] [DEBUG] [LOCAL ] Loaded configuration for EVTR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.944272] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 90.0% accuracy [2025-09-26T11:15:57.944424] [DEBUG] [LOCAL ] Loaded configuration for AFGB: 6 features, 90.0% accuracy [2025-09-26T11:15:57.944553] [DEBUG] [LOCAL ] Loaded configuration for WS: 2 features, 60.0% accuracy [2025-09-26T11:15:57.944723] [DEBUG] [LOCAL ] Loaded configuration for EMN: 2 features, 70.0% accuracy [2025-09-26T11:15:57.944862] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-09-26T11:15:57.945003] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 100.0% accuracy [2025-09-26T11:15:57.945136] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 2 features, 80.0% accuracy [2025-09-26T11:15:57.945290] [DEBUG] [LOCAL ] Loaded configuration for EMO: 2 features, 70.0% accuracy [2025-09-26T11:15:57.945429] [DEBUG] [LOCAL ] Loaded configuration for RWT: 2 features, 90.0% accuracy [2025-09-26T11:15:57.945590] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.945764] [DEBUG] [LOCAL ] Loaded configuration for DOW: 0 features, 70.0% accuracy [2025-09-26T11:15:57.945902] [DEBUG] [LOCAL ] Loaded configuration for KMT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.946033] [DEBUG] [LOCAL ] Loaded configuration for RKT: 3 features, 90.0% accuracy [2025-09-26T11:15:57.946175] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 0 features, 60.0% accuracy [2025-09-26T11:15:57.946313] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-09-26T11:15:57.946475] [DEBUG] [LOCAL ] Loaded configuration for NGVT: 0 features, 80.0% accuracy [2025-09-26T11:15:57.946607] [DEBUG] [LOCAL ] Loaded configuration for HRB: 1 features, 60.0% accuracy [2025-09-26T11:15:57.946774] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 80.0% accuracy [2025-09-26T11:15:57.946932] [DEBUG] [LOCAL ] Loaded configuration for VYX: 2 features, 100.0% accuracy [2025-09-26T11:15:57.947073] [DEBUG] [LOCAL ] Loaded configuration for EIX: 2 features, 90.0% accuracy [2025-09-26T11:15:57.947202] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 5 features, 70.0% accuracy [2025-09-26T11:15:57.947317] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.947442] [DEBUG] [LOCAL ] Loaded configuration for ETY: 3 features, 80.0% accuracy [2025-09-26T11:15:57.947592] [DEBUG] [LOCAL ] Loaded configuration for A: 3 features, 80.0% accuracy [2025-09-26T11:15:57.947769] [DEBUG] [LOCAL ] Loaded configuration for LOB: 3 features, 80.0% accuracy [2025-09-26T11:15:57.947919] [DEBUG] [LOCAL ] Loaded configuration for NPK: 2 features, 70.0% accuracy [2025-09-26T11:15:57.948078] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 3 features, 90.0% accuracy [2025-09-26T11:15:57.948211] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 2 features, 70.0% accuracy [2025-09-26T11:15:57.948344] [DEBUG] [LOCAL ] Loaded configuration for ARIS: 6 features, 70.0% accuracy [2025-09-26T11:15:57.948474] [DEBUG] [LOCAL ] Loaded configuration for BRC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.948634] [DEBUG] [LOCAL ] Loaded configuration for BA: 3 features, 90.0% accuracy [2025-09-26T11:15:57.948835] [DEBUG] [LOCAL ] Loaded configuration for PFN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.949018] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 2 features, 70.0% accuracy [2025-09-26T11:15:57.949186] [DEBUG] [LOCAL ] Loaded configuration for KOF: 1 features, 50.0% accuracy [2025-09-26T11:15:57.949316] [DEBUG] [LOCAL ] Loaded configuration for BSL: 2 features, 70.0% accuracy [2025-09-26T11:15:57.949455] [DEBUG] [LOCAL ] Loaded configuration for RITM: 3 features, 100.0% accuracy [2025-09-26T11:15:57.949603] [DEBUG] [LOCAL ] Loaded configuration for FRA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.949770] [DEBUG] [LOCAL ] Loaded configuration for STLA: 4 features, 90.0% accuracy [2025-09-26T11:15:57.949910] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 3 features, 70.0% accuracy [2025-09-26T11:15:57.950083] [DEBUG] [LOCAL ] Loaded configuration for RCI: 4 features, 80.0% accuracy [2025-09-26T11:15:57.950274] [DEBUG] [LOCAL ] Loaded configuration for MCN: 1 features, 60.0% accuracy [2025-09-26T11:15:57.950456] [DEBUG] [LOCAL ] Loaded configuration for IDT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.950615] [DEBUG] [LOCAL ] Loaded configuration for HYI: 2 features, 100.0% accuracy [2025-09-26T11:15:57.950798] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-09-26T11:15:57.950994] [DEBUG] [LOCAL ] Loaded configuration for MAC: 4 features, 80.0% accuracy [2025-09-26T11:15:57.951125] [DEBUG] [LOCAL ] Loaded configuration for OKE: 4 features, 70.0% accuracy [2025-09-26T11:15:57.951255] [DEBUG] [LOCAL ] Loaded configuration for SPG: 3 features, 60.0% accuracy [2025-09-26T11:15:57.951401] [DEBUG] [LOCAL ] Loaded configuration for ITW: 4 features, 90.0% accuracy [2025-09-26T11:15:57.951578] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.951771] [DEBUG] [LOCAL ] Loaded configuration for PCOR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.951902] [DEBUG] [LOCAL ] Loaded configuration for SBS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.952028] [DEBUG] [LOCAL ] Loaded configuration for PFH: 2 features, 60.0% accuracy [2025-09-26T11:15:57.952158] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 4 features, 90.0% accuracy [2025-09-26T11:15:57.952290] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 6 features, 100.0% accuracy [2025-09-26T11:15:57.952418] [DEBUG] [LOCAL ] Loaded configuration for U: 0 features, 80.0% accuracy [2025-09-26T11:15:57.952567] [DEBUG] [LOCAL ] Loaded configuration for RTO: 0 features, 70.0% accuracy [2025-09-26T11:15:57.952759] [DEBUG] [LOCAL ] Loaded configuration for PSF: 1 features, 70.0% accuracy [2025-09-26T11:15:57.952889] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 2 features, 80.0% accuracy [2025-09-26T11:15:57.953020] [DEBUG] [LOCAL ] Loaded configuration for PSBD: 4 features, 60.0% accuracy [2025-09-26T11:15:57.953151] [DEBUG] [LOCAL ] Loaded configuration for PSN: 3 features, 90.0% accuracy [2025-09-26T11:15:57.953289] [DEBUG] [LOCAL ] Loaded configuration for SNN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.953419] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 2 features, 50.0% accuracy [2025-09-26T11:15:57.953548] [DEBUG] [LOCAL ] Loaded configuration for GETY: 2 features, 40.0% accuracy [2025-09-26T11:15:57.953713] [DEBUG] [LOCAL ] Loaded configuration for PDS: 3 features, 60.0% accuracy [2025-09-26T11:15:57.953846] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 70.0% accuracy [2025-09-26T11:15:57.954003] [DEBUG] [LOCAL ] Loaded configuration for LNG: 2 features, 60.0% accuracy [2025-09-26T11:15:57.954136] [DEBUG] [LOCAL ] Loaded configuration for WSO: 0 features, 60.0% accuracy [2025-09-26T11:15:57.954266] [DEBUG] [LOCAL ] Loaded configuration for CNS: 0 features, 70.0% accuracy [2025-09-26T11:15:57.954396] [DEBUG] [LOCAL ] Loaded configuration for SMP: 4 features, 80.0% accuracy [2025-09-26T11:15:57.954511] [DEBUG] [LOCAL ] Loaded configuration for BWG: 0 features, 60.0% accuracy [2025-09-26T11:15:57.954639] [DEBUG] [LOCAL ] Loaded configuration for LXP: 0 features, 70.0% accuracy [2025-09-26T11:15:57.954797] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 2 features, 70.0% accuracy [2025-09-26T11:15:57.954925] [DEBUG] [LOCAL ] Loaded configuration for SNX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.955056] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 70.0% accuracy [2025-09-26T11:15:57.955205] [DEBUG] [LOCAL ] Loaded configuration for AIG: 2 features, 70.0% accuracy [2025-09-26T11:15:57.955341] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 90.0% accuracy [2025-09-26T11:15:57.955518] [DEBUG] [LOCAL ] Loaded configuration for GAB: 2 features, 90.0% accuracy [2025-09-26T11:15:57.955730] [DEBUG] [LOCAL ] Loaded configuration for HIX: 2 features, 70.0% accuracy [2025-09-26T11:15:57.955863] [DEBUG] [LOCAL ] Loaded configuration for BMN: 4 features, 90.0% accuracy [2025-09-26T11:15:57.956018] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 100.0% accuracy [2025-09-26T11:15:57.956171] [DEBUG] [LOCAL ] Loaded configuration for OC: 2 features, 100.0% accuracy [2025-09-26T11:15:57.956313] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 90.0% accuracy [2025-09-26T11:15:57.956452] [DEBUG] [LOCAL ] Loaded configuration for MSI: 0 features, 60.0% accuracy [2025-09-26T11:15:57.956583] [DEBUG] [LOCAL ] Loaded configuration for CACI: 0 features, 70.0% accuracy [2025-09-26T11:15:57.956776] [DEBUG] [LOCAL ] Loaded configuration for MPA: 2 features, 90.0% accuracy [2025-09-26T11:15:57.956938] [DEBUG] [LOCAL ] Loaded configuration for GEV: 2 features, 80.0% accuracy [2025-09-26T11:15:57.957069] [DEBUG] [LOCAL ] Loaded configuration for GNW: 3 features, 80.0% accuracy [2025-09-26T11:15:57.957202] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 5 features, 80.0% accuracy [2025-09-26T11:15:57.957338] [DEBUG] [LOCAL ] Loaded configuration for NPWR: 2 features, 70.0% accuracy [2025-09-26T11:15:57.957494] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.957680] [DEBUG] [LOCAL ] Loaded configuration for MTUS: 1 features, 70.0% accuracy [2025-09-26T11:15:57.957819] [DEBUG] [LOCAL ] Loaded configuration for IHD: 1 features, 80.0% accuracy [2025-09-26T11:15:57.957968] [DEBUG] [LOCAL ] Loaded configuration for NNI: 0 features, 80.0% accuracy [2025-09-26T11:15:57.958137] [DEBUG] [LOCAL ] Loaded configuration for NCV: 3 features, 90.0% accuracy [2025-09-26T11:15:57.958275] [DEBUG] [LOCAL ] Loaded configuration for SGU: 1 features, 60.0% accuracy [2025-09-26T11:15:57.958426] [DEBUG] [LOCAL ] Loaded configuration for MEI: 0 features, 70.0% accuracy [2025-09-26T11:15:57.958563] [DEBUG] [LOCAL ] Loaded configuration for URI: 5 features, 40.0% accuracy [2025-09-26T11:15:57.958742] [DEBUG] [LOCAL ] Loaded configuration for SPH: 3 features, 60.0% accuracy [2025-09-26T11:15:57.959104] [DEBUG] [LOCAL ] Loaded configuration for SBH: 2 features, 70.0% accuracy [2025-09-26T11:15:57.959244] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-09-26T11:15:57.959409] [DEBUG] [LOCAL ] Loaded configuration for IH: 4 features, 80.0% accuracy [2025-09-26T11:15:57.959541] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 3 features, 90.0% accuracy [2025-09-26T11:15:57.959725] [DEBUG] [LOCAL ] Loaded configuration for COHR: 3 features, 70.0% accuracy [2025-09-26T11:15:57.959876] [DEBUG] [LOCAL ] Loaded configuration for BBAR: 4 features, 90.0% accuracy [2025-09-26T11:15:57.960063] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 70.0% accuracy [2025-09-26T11:15:57.960277] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-09-26T11:15:57.960436] [DEBUG] [LOCAL ] Loaded configuration for CFR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.960568] [DEBUG] [LOCAL ] Loaded configuration for TDF: 2 features, 80.0% accuracy [2025-09-26T11:15:57.960809] [DEBUG] [LOCAL ] Loaded configuration for ALK: 1 features, 80.0% accuracy [2025-09-26T11:15:57.960983] [DEBUG] [LOCAL ] Loaded configuration for WY: 3 features, 60.0% accuracy [2025-09-26T11:15:57.961153] [DEBUG] [LOCAL ] Loaded configuration for KW: 3 features, 70.0% accuracy [2025-09-26T11:15:57.961318] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 70.0% accuracy [2025-09-26T11:15:57.961467] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.961635] [DEBUG] [LOCAL ] Loaded configuration for JRS: 1 features, 80.0% accuracy [2025-09-26T11:15:57.961838] [DEBUG] [LOCAL ] Loaded configuration for LOAR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.961979] [DEBUG] [LOCAL ] Loaded configuration for AMG: 0 features, 90.0% accuracy [2025-09-26T11:15:57.962109] [DEBUG] [LOCAL ] Loaded configuration for SVV: 3 features, 70.0% accuracy [2025-09-26T11:15:57.962269] [DEBUG] [LOCAL ] Loaded configuration for STT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.962417] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 5 features, 80.0% accuracy [2025-09-26T11:15:57.962594] [DEBUG] [LOCAL ] Loaded configuration for FRO: 2 features, 90.0% accuracy [2025-09-26T11:15:57.962805] [DEBUG] [LOCAL ] Loaded configuration for GWH: 3 features, 90.0% accuracy [2025-09-26T11:15:57.962944] [DEBUG] [LOCAL ] Loaded configuration for KKR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.963076] [DEBUG] [LOCAL ] Loaded configuration for IRM: 5 features, 70.0% accuracy [2025-09-26T11:15:57.963218] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 2 features, 80.0% accuracy [2025-09-26T11:15:57.963350] [DEBUG] [LOCAL ] Loaded configuration for LAW: 2 features, 60.0% accuracy [2025-09-26T11:15:57.963479] [DEBUG] [LOCAL ] Loaded configuration for GENI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.963615] [DEBUG] [LOCAL ] Loaded configuration for WKC: 1 features, 60.0% accuracy [2025-09-26T11:15:57.963779] [DEBUG] [LOCAL ] Loaded configuration for FMY: 2 features, 90.0% accuracy [2025-09-26T11:15:57.963911] [DEBUG] [LOCAL ] Loaded configuration for VTR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.964070] [DEBUG] [LOCAL ] Loaded configuration for NEE: 1 features, 100.0% accuracy [2025-09-26T11:15:57.964210] [DEBUG] [LOCAL ] Loaded configuration for JCI: 3 features, 70.0% accuracy [2025-09-26T11:15:57.964386] [DEBUG] [LOCAL ] Loaded configuration for NET: 2 features, 70.0% accuracy [2025-09-26T11:15:57.964545] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.964760] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 50.0% accuracy [2025-09-26T11:15:57.964933] [DEBUG] [LOCAL ] Loaded configuration for CLVT: 4 features, 80.0% accuracy [2025-09-26T11:15:57.965064] [DEBUG] [LOCAL ] Loaded configuration for SR: 2 features, 90.0% accuracy [2025-09-26T11:15:57.965202] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 3 features, 60.0% accuracy [2025-09-26T11:15:57.965375] [DEBUG] [LOCAL ] Loaded configuration for KB: 2 features, 70.0% accuracy [2025-09-26T11:15:57.965506] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 1 features, 50.0% accuracy [2025-09-26T11:15:57.965687] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 2 features, 60.0% accuracy [2025-09-26T11:15:57.965860] [DEBUG] [LOCAL ] Loaded configuration for CRT: 1 features, 60.0% accuracy [2025-09-26T11:15:57.965998] [DEBUG] [LOCAL ] Loaded configuration for CAL: 2 features, 70.0% accuracy [2025-09-26T11:15:57.966128] [DEBUG] [LOCAL ] Loaded configuration for IAG: 4 features, 70.0% accuracy [2025-09-26T11:15:57.966259] [DEBUG] [LOCAL ] Loaded configuration for MEG: 2 features, 50.0% accuracy [2025-09-26T11:15:57.966395] [DEBUG] [LOCAL ] Loaded configuration for GRNT: 4 features, 90.0% accuracy [2025-09-26T11:15:57.966525] [DEBUG] [LOCAL ] Loaded configuration for KFS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.966680] [DEBUG] [LOCAL ] Loaded configuration for RIG: 4 features, 70.0% accuracy [2025-09-26T11:15:57.966846] [DEBUG] [LOCAL ] Loaded configuration for MC: 1 features, 80.0% accuracy [2025-09-26T11:15:57.967002] [DEBUG] [LOCAL ] Loaded configuration for MED: 3 features, 70.0% accuracy [2025-09-26T11:15:57.967143] [DEBUG] [LOCAL ] Loaded configuration for SWX: 3 features, 70.0% accuracy [2025-09-26T11:15:57.967272] [DEBUG] [LOCAL ] Loaded configuration for BXP: 4 features, 70.0% accuracy [2025-09-26T11:15:57.967403] [DEBUG] [LOCAL ] Loaded configuration for APLE: 2 features, 90.0% accuracy [2025-09-26T11:15:57.967537] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 1 features, 90.0% accuracy [2025-09-26T11:15:57.967691] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-09-26T11:15:57.967851] [DEBUG] [LOCAL ] Loaded configuration for MUX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.968004] [DEBUG] [LOCAL ] Loaded configuration for GIL: 3 features, 70.0% accuracy [2025-09-26T11:15:57.968144] [DEBUG] [LOCAL ] Loaded configuration for EQV: 2 features, 60.0% accuracy [2025-09-26T11:15:57.968276] [DEBUG] [LOCAL ] Loaded configuration for COMP: 6 features, 90.0% accuracy [2025-09-26T11:15:57.968416] [DEBUG] [LOCAL ] Loaded configuration for CPT: 0 features, 70.0% accuracy [2025-09-26T11:15:57.968545] [DEBUG] [LOCAL ] Loaded configuration for BUD: 0 features, 80.0% accuracy [2025-09-26T11:15:57.968709] [DEBUG] [LOCAL ] Loaded configuration for AI: 1 features, 90.0% accuracy [2025-09-26T11:15:57.968889] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 4 features, 80.0% accuracy [2025-09-26T11:15:57.969021] [DEBUG] [LOCAL ] Loaded configuration for BHP: 2 features, 90.0% accuracy [2025-09-26T11:15:57.969151] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 70.0% accuracy [2025-09-26T11:15:57.969307] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 2 features, 80.0% accuracy [2025-09-26T11:15:57.969445] [DEBUG] [LOCAL ] Loaded configuration for BTE: 1 features, 90.0% accuracy [2025-09-26T11:15:57.969592] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.969761] [DEBUG] [LOCAL ] Loaded configuration for OUT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.969922] [DEBUG] [LOCAL ] Loaded configuration for GCTS: 3 features, 60.0% accuracy [2025-09-26T11:15:57.970073] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 90.0% accuracy [2025-09-26T11:15:57.970208] [DEBUG] [LOCAL ] Loaded configuration for FOF: 2 features, 90.0% accuracy [2025-09-26T11:15:57.970379] [DEBUG] [LOCAL ] Loaded configuration for RLI: 5 features, 90.0% accuracy [2025-09-26T11:15:57.970540] [DEBUG] [LOCAL ] Loaded configuration for UNP: 1 features, 80.0% accuracy [2025-09-26T11:15:57.970691] [DEBUG] [LOCAL ] Loaded configuration for TRC: 1 features, 40.0% accuracy [2025-09-26T11:15:57.970856] [DEBUG] [LOCAL ] Loaded configuration for HZO: 3 features, 80.0% accuracy [2025-09-26T11:15:57.970995] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 0 features, 40.0% accuracy [2025-09-26T11:15:57.971136] [DEBUG] [LOCAL ] Loaded configuration for DSL: 3 features, 60.0% accuracy [2025-09-26T11:15:57.971265] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 60.0% accuracy [2025-09-26T11:15:57.971417] [DEBUG] [LOCAL ] Loaded configuration for NIM: 1 features, 90.0% accuracy [2025-09-26T11:15:57.971580] [DEBUG] [LOCAL ] Loaded configuration for NPV: 0 features, 70.0% accuracy [2025-09-26T11:15:57.971746] [DEBUG] [LOCAL ] Loaded configuration for LW: 2 features, 70.0% accuracy [2025-09-26T11:15:57.971877] [DEBUG] [LOCAL ] Loaded configuration for VICI: 2 features, 80.0% accuracy [2025-09-26T11:15:57.972055] [DEBUG] [LOCAL ] Loaded configuration for MITP: 3 features, 70.0% accuracy [2025-09-26T11:15:57.972194] [DEBUG] [LOCAL ] Loaded configuration for DDL: 2 features, 90.0% accuracy [2025-09-26T11:15:57.972324] [DEBUG] [LOCAL ] Loaded configuration for PBH: 4 features, 90.0% accuracy [2025-09-26T11:15:57.972438] [DEBUG] [LOCAL ] Loaded configuration for PRI: 2 features, 70.0% accuracy [2025-09-26T11:15:57.972621] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 5 features, 70.0% accuracy [2025-09-26T11:15:57.972813] [DEBUG] [LOCAL ] Loaded configuration for AWP: 2 features, 70.0% accuracy [2025-09-26T11:15:57.972973] [DEBUG] [LOCAL ] Loaded configuration for ESE: 2 features, 80.0% accuracy [2025-09-26T11:15:57.973102] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 90.0% accuracy [2025-09-26T11:15:57.973239] [DEBUG] [LOCAL ] Loaded configuration for FCN: 3 features, 60.0% accuracy [2025-09-26T11:15:57.973386] [DEBUG] [LOCAL ] Loaded configuration for FVR: 3 features, 60.0% accuracy [2025-09-26T11:15:57.973557] [DEBUG] [LOCAL ] Loaded configuration for GAM: 1 features, 90.0% accuracy [2025-09-26T11:15:57.973736] [DEBUG] [LOCAL ] Loaded configuration for GFL: 3 features, 90.0% accuracy [2025-09-26T11:15:57.973891] [DEBUG] [LOCAL ] Loaded configuration for RSG: 3 features, 70.0% accuracy [2025-09-26T11:15:57.974037] [DEBUG] [LOCAL ] Loaded configuration for CMU: 3 features, 50.0% accuracy [2025-09-26T11:15:57.974218] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.974388] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.974604] [DEBUG] [LOCAL ] Loaded configuration for MYN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.974805] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 1 features, 70.0% accuracy [2025-09-26T11:15:57.974971] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.975113] [DEBUG] [LOCAL ] Loaded configuration for DECK: 2 features, 50.0% accuracy [2025-09-26T11:15:57.975245] [DEBUG] [LOCAL ] Loaded configuration for GNK: 3 features, 100.0% accuracy [2025-09-26T11:15:57.975555] [DEBUG] [LOCAL ] Loaded configuration for AWR: 3 features, 70.0% accuracy [2025-09-26T11:15:57.975732] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 2 features, 60.0% accuracy [2025-09-26T11:15:57.975898] [DEBUG] [LOCAL ] Loaded configuration for VBF: 1 features, 80.0% accuracy [2025-09-26T11:15:57.976062] [DEBUG] [LOCAL ] Loaded configuration for BGX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.976201] [DEBUG] [LOCAL ] Loaded configuration for DNA: 2 features, 70.0% accuracy [2025-09-26T11:15:57.976333] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 70.0% accuracy [2025-09-26T11:15:57.976500] [DEBUG] [LOCAL ] Loaded configuration for OEC: 1 features, 90.0% accuracy [2025-09-26T11:15:57.976678] [DEBUG] [LOCAL ] Loaded configuration for WAT: 1 features, 80.0% accuracy [2025-09-26T11:15:57.976834] [DEBUG] [LOCAL ] Loaded configuration for TDW: 1 features, 70.0% accuracy [2025-09-26T11:15:57.976969] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 2 features, 70.0% accuracy [2025-09-26T11:15:57.977110] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 70.0% accuracy [2025-09-26T11:15:57.977305] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 50.0% accuracy [2025-09-26T11:15:57.977435] [DEBUG] [LOCAL ] Loaded configuration for INVX: 2 features, 70.0% accuracy [2025-09-26T11:15:57.977568] [DEBUG] [LOCAL ] Loaded configuration for SCD: 4 features, 80.0% accuracy [2025-09-26T11:15:57.977732] [DEBUG] [LOCAL ] Loaded configuration for KTB: 2 features, 90.0% accuracy [2025-09-26T11:15:57.977872] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-09-26T11:15:57.978043] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 1 features, 80.0% accuracy [2025-09-26T11:15:57.978231] [DEBUG] [LOCAL ] Loaded configuration for LOW: 2 features, 80.0% accuracy [2025-09-26T11:15:57.978380] [DEBUG] [LOCAL ] Loaded configuration for LNN: 4 features, 70.0% accuracy [2025-09-26T11:15:57.978514] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 5 features, 90.0% accuracy [2025-09-26T11:15:57.978681] [DEBUG] [LOCAL ] Loaded configuration for PAG: 1 features, 70.0% accuracy [2025-09-26T11:15:57.978829] [DEBUG] [LOCAL ] Loaded configuration for GF: 3 features, 70.0% accuracy [2025-09-26T11:15:57.978962] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 3 features, 70.0% accuracy [2025-09-26T11:15:57.979134] [DEBUG] [LOCAL ] Loaded configuration for DOV: 5 features, 80.0% accuracy [2025-09-26T11:15:57.979321] [DEBUG] [LOCAL ] Loaded configuration for TBI: 2 features, 90.0% accuracy [2025-09-26T11:15:57.979468] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 1 features, 60.0% accuracy [2025-09-26T11:15:57.979601] [DEBUG] [LOCAL ] Loaded configuration for JLL: 3 features, 70.0% accuracy [2025-09-26T11:15:57.979793] [DEBUG] [LOCAL ] Loaded configuration for MGF: 1 features, 60.0% accuracy [2025-09-26T11:15:57.979933] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 0 features, 60.0% accuracy [2025-09-26T11:15:57.980083] [DEBUG] [LOCAL ] Loaded configuration for AON: 1 features, 70.0% accuracy [2025-09-26T11:15:57.980242] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 1 features, 70.0% accuracy [2025-09-26T11:15:57.980383] [DEBUG] [LOCAL ] Loaded configuration for UL: 1 features, 70.0% accuracy [2025-09-26T11:15:57.980551] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-09-26T11:15:57.980716] [DEBUG] [LOCAL ] Loaded configuration for CQP: 1 features, 50.0% accuracy [2025-09-26T11:15:57.980848] [DEBUG] [LOCAL ] Loaded configuration for SOL: 3 features, 90.0% accuracy [2025-09-26T11:15:57.980964] [DEBUG] [LOCAL ] Loaded configuration for WELL: 4 features, 80.0% accuracy [2025-09-26T11:15:57.981098] [DEBUG] [LOCAL ] Loaded configuration for VVR: 4 features, 80.0% accuracy [2025-09-26T11:15:57.981251] [DEBUG] [LOCAL ] Loaded configuration for BEKE: 4 features, 80.0% accuracy [2025-09-26T11:15:57.981367] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.981493] [DEBUG] [LOCAL ] Loaded configuration for CVI: 1 features, 80.0% accuracy [2025-09-26T11:15:57.981632] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 3 features, 70.0% accuracy [2025-09-26T11:15:57.981829] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 3 features, 70.0% accuracy [2025-09-26T11:15:57.981959] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 0 features, 70.0% accuracy [2025-09-26T11:15:57.982132] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 6 features, 80.0% accuracy [2025-09-26T11:15:57.982303] [DEBUG] [LOCAL ] Loaded configuration for BSBR: 1 features, 70.0% accuracy [2025-09-26T11:15:57.982484] [DEBUG] [LOCAL ] Loaded configuration for VZ: 1 features, 80.0% accuracy [2025-09-26T11:15:57.982663] [DEBUG] [LOCAL ] Loaded configuration for AMH: 1 features, 50.0% accuracy [2025-09-26T11:15:57.982851] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 3 features, 100.0% accuracy [2025-09-26T11:15:57.983046] [DEBUG] [LOCAL ] Loaded configuration for NGS: 1 features, 60.0% accuracy [2025-09-26T11:15:57.983177] [DEBUG] [LOCAL ] Loaded configuration for OVV: 1 features, 90.0% accuracy [2025-09-26T11:15:57.983307] [DEBUG] [LOCAL ] Loaded configuration for BAC: 3 features, 100.0% accuracy [2025-09-26T11:15:57.983438] [DEBUG] [LOCAL ] Loaded configuration for TPH: 3 features, 90.0% accuracy [2025-09-26T11:15:57.983575] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 4 features, 90.0% accuracy [2025-09-26T11:15:57.983746] [DEBUG] [LOCAL ] Loaded configuration for SSB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.983905] [DEBUG] [LOCAL ] Loaded configuration for MGR: 1 features, 80.0% accuracy [2025-09-26T11:15:57.984043] [DEBUG] [LOCAL ] Loaded configuration for TK: 0 features, 80.0% accuracy [2025-09-26T11:15:57.984197] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 70.0% accuracy [2025-09-26T11:15:57.984336] [DEBUG] [LOCAL ] Loaded configuration for ISD: 0 features, 70.0% accuracy [2025-09-26T11:15:57.984462] [DEBUG] [LOCAL ] Loaded configuration for PMM: 3 features, 100.0% accuracy [2025-09-26T11:15:57.984611] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 2 features, 40.0% accuracy [2025-09-26T11:15:57.984787] [DEBUG] [LOCAL ] Loaded configuration for WFG: 0 features, 50.0% accuracy [2025-09-26T11:15:57.984941] [DEBUG] [LOCAL ] Loaded configuration for FLR: 0 features, 60.0% accuracy [2025-09-26T11:15:57.985105] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.985243] [DEBUG] [LOCAL ] Loaded configuration for SU: 3 features, 80.0% accuracy [2025-09-26T11:15:57.985375] [DEBUG] [LOCAL ] Loaded configuration for MYI: 2 features, 90.0% accuracy [2025-09-26T11:15:57.985506] [DEBUG] [LOCAL ] Loaded configuration for LDP: 4 features, 90.0% accuracy [2025-09-26T11:15:57.985687] [DEBUG] [LOCAL ] Loaded configuration for CXE: 3 features, 80.0% accuracy [2025-09-26T11:15:57.985830] [DEBUG] [LOCAL ] Loaded configuration for DY: 2 features, 80.0% accuracy [2025-09-26T11:15:57.985987] [DEBUG] [LOCAL ] Loaded configuration for DBL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.986129] [DEBUG] [LOCAL ] Loaded configuration for STAG: 3 features, 80.0% accuracy [2025-09-26T11:15:57.986260] [DEBUG] [LOCAL ] Loaded configuration for RNR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.986408] [DEBUG] [LOCAL ] Loaded configuration for CX: 2 features, 80.0% accuracy [2025-09-26T11:15:57.986563] [DEBUG] [LOCAL ] Loaded configuration for WM: 3 features, 60.0% accuracy [2025-09-26T11:15:57.986731] [DEBUG] [LOCAL ] Loaded configuration for DAL: 3 features, 80.0% accuracy [2025-09-26T11:15:57.986902] [DEBUG] [LOCAL ] Loaded configuration for PBT: 3 features, 60.0% accuracy [2025-09-26T11:15:57.987067] [DEBUG] [LOCAL ] Loaded configuration for NMT: 3 features, 80.0% accuracy [2025-09-26T11:15:57.987198] [DEBUG] [LOCAL ] Loaded configuration for SAH: 1 features, 90.0% accuracy [2025-09-26T11:15:57.987312] [DEBUG] [LOCAL ] Loaded configuration for HYTR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.987466] [DEBUG] [LOCAL ] Loaded configuration for CINT: 2 features, 100.0% accuracy [2025-09-26T11:15:57.987594] [DEBUG] [LOCAL ] Loaded configuration for BROS: 2 features, 50.0% accuracy [2025-09-26T11:15:57.987809] [DEBUG] [LOCAL ] Loaded configuration for CC: 2 features, 80.0% accuracy [2025-09-26T11:15:57.987928] [DEBUG] [LOCAL ] Loaded configuration for PACS: 1 features, 80.0% accuracy [2025-09-26T11:15:57.988104] [DEBUG] [LOCAL ] Loaded configuration for DEA: 1 features, 90.0% accuracy [2025-09-26T11:15:57.988237] [DEBUG] [LOCAL ] Loaded configuration for PIPR: 3 features, 70.0% accuracy [2025-09-26T11:15:57.988392] [DEBUG] [LOCAL ] Loaded configuration for SKT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.988560] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 1 features, 70.0% accuracy [2025-09-26T11:15:57.988736] [DEBUG] [LOCAL ] Loaded configuration for PCM: 1 features, 50.0% accuracy [2025-09-26T11:15:57.988868] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 2 features, 90.0% accuracy [2025-09-26T11:15:57.989008] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 2 features, 80.0% accuracy [2025-09-26T11:15:57.989148] [DEBUG] [LOCAL ] Loaded configuration for BH: 1 features, 50.0% accuracy [2025-09-26T11:15:57.989284] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.989414] [DEBUG] [LOCAL ] Loaded configuration for SLB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.989550] [DEBUG] [LOCAL ] Loaded configuration for VGM: 0 features, 60.0% accuracy [2025-09-26T11:15:57.989707] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 2 features, 90.0% accuracy [2025-09-26T11:15:57.989836] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-09-26T11:15:57.989987] [DEBUG] [LOCAL ] Loaded configuration for NOG: 3 features, 60.0% accuracy [2025-09-26T11:15:57.990116] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 70.0% accuracy [2025-09-26T11:15:57.990248] [DEBUG] [LOCAL ] Loaded configuration for SHG: 6 features, 80.0% accuracy [2025-09-26T11:15:57.990378] [DEBUG] [LOCAL ] Loaded configuration for GNTY: 3 features, 80.0% accuracy [2025-09-26T11:15:57.990541] [DEBUG] [LOCAL ] Loaded configuration for FOR: 3 features, 80.0% accuracy [2025-09-26T11:15:57.990696] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 80.0% accuracy [2025-09-26T11:15:57.990844] [DEBUG] [LOCAL ] Loaded configuration for KRC: 2 features, 90.0% accuracy [2025-09-26T11:15:57.990983] [DEBUG] [LOCAL ] Loaded configuration for SKY: 0 features, 70.0% accuracy [2025-09-26T11:15:57.991119] [DEBUG] [LOCAL ] Loaded configuration for UA: 1 features, 70.0% accuracy [2025-09-26T11:15:57.991256] [DEBUG] [LOCAL ] Loaded configuration for EGO: 4 features, 70.0% accuracy [2025-09-26T11:15:57.991406] [DEBUG] [LOCAL ] Loaded configuration for EQR: 4 features, 80.0% accuracy [2025-09-26T11:15:57.991572] [DEBUG] [LOCAL ] Loaded configuration for MAS: 1 features, 80.0% accuracy [2025-09-26T11:15:57.991743] [DEBUG] [LOCAL ] Loaded configuration for SITC: 4 features, 80.0% accuracy [2025-09-26T11:15:57.991887] [DEBUG] [LOCAL ] Loaded configuration for DMA: 1 features, 60.0% accuracy [2025-09-26T11:15:57.992020] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 4 features, 50.0% accuracy [2025-09-26T11:15:57.992149] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 90.0% accuracy [2025-09-26T11:15:57.992288] [DEBUG] [LOCAL ] Loaded configuration for SSL: 1 features, 50.0% accuracy [2025-09-26T11:15:57.992454] [DEBUG] [LOCAL ] Loaded configuration for SXT: 3 features, 70.0% accuracy [2025-09-26T11:15:57.992591] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 60.0% accuracy [2025-09-26T11:15:57.992758] [DEBUG] [LOCAL ] Loaded configuration for UGP: 2 features, 80.0% accuracy [2025-09-26T11:15:57.992890] [DEBUG] [LOCAL ] Loaded configuration for FUL: 3 features, 70.0% accuracy [2025-09-26T11:15:57.993021] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 80.0% accuracy [2025-09-26T11:15:57.993182] [DEBUG] [LOCAL ] Loaded configuration for DLY: 3 features, 70.0% accuracy [2025-09-26T11:15:57.993324] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 60.0% accuracy [2025-09-26T11:15:57.993474] [DEBUG] [LOCAL ] Loaded configuration for VFC: 1 features, 70.0% accuracy [2025-09-26T11:15:57.993611] [DEBUG] [LOCAL ] Loaded configuration for CDP: 1 features, 70.0% accuracy [2025-09-26T11:15:57.993767] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 1 features, 80.0% accuracy [2025-09-26T11:15:57.993896] [DEBUG] [LOCAL ] Loaded configuration for AIT: 2 features, 70.0% accuracy [2025-09-26T11:15:57.994011] [DEBUG] [LOCAL ] Loaded configuration for TKC: 0 features, 80.0% accuracy [2025-09-26T11:15:57.994139] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 5 features, 80.0% accuracy [2025-09-26T11:15:57.994270] [DEBUG] [LOCAL ] Loaded configuration for BMA: 2 features, 80.0% accuracy [2025-09-26T11:15:57.994401] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 5 features, 80.0% accuracy [2025-09-26T11:15:57.994570] [DEBUG] [LOCAL ] Loaded configuration for MPV: 2 features, 70.0% accuracy [2025-09-26T11:15:57.994786] [DEBUG] [LOCAL ] Loaded configuration for BKD: 2 features, 80.0% accuracy [2025-09-26T11:15:57.994937] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-09-26T11:15:57.995070] [DEBUG] [LOCAL ] Loaded configuration for SRG: 1 features, 60.0% accuracy [2025-09-26T11:15:57.995239] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-09-26T11:15:57.995377] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 3 features, 80.0% accuracy [2025-09-26T11:15:57.995537] [DEBUG] [LOCAL ] Loaded configuration for NJR: 3 features, 90.0% accuracy [2025-09-26T11:15:57.995693] [DEBUG] [LOCAL ] Loaded configuration for CNA: 3 features, 90.0% accuracy [2025-09-26T11:15:57.995845] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 70.0% accuracy [2025-09-26T11:15:57.995985] [DEBUG] [LOCAL ] Loaded configuration for GIC: 3 features, 60.0% accuracy [2025-09-26T11:15:57.996116] [DEBUG] [LOCAL ] Loaded configuration for GLW: 3 features, 70.0% accuracy [2025-09-26T11:15:57.996262] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.996392] [DEBUG] [LOCAL ] Loaded configuration for PDX: 1 features, 80.0% accuracy [2025-09-26T11:15:57.996523] [DEBUG] [LOCAL ] Loaded configuration for RFM: 1 features, 90.0% accuracy [2025-09-26T11:15:57.996713] [DEBUG] [LOCAL ] Loaded configuration for VMC: 2 features, 70.0% accuracy [2025-09-26T11:15:57.996943] [DEBUG] [LOCAL ] Loaded configuration for FTK: 0 features, 90.0% accuracy [2025-09-26T11:15:57.997064] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 2 features, 80.0% accuracy [2025-09-26T11:15:57.997216] [DEBUG] [LOCAL ] Loaded configuration for WINN: 2 features, 80.0% accuracy [2025-09-26T11:15:57.997376] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 70.0% accuracy [2025-09-26T11:15:57.997519] [DEBUG] [LOCAL ] Loaded configuration for CDLR: 2 features, 80.0% accuracy [2025-09-26T11:15:57.997633] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.997787] [DEBUG] [LOCAL ] Loaded configuration for WTS: 2 features, 90.0% accuracy [2025-09-26T11:15:57.997924] [DEBUG] [LOCAL ] Loaded configuration for TEN: 2 features, 100.0% accuracy [2025-09-26T11:15:57.998105] [DEBUG] [LOCAL ] Loaded configuration for JRI: 1 features, 70.0% accuracy [2025-09-26T11:15:57.998245] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 3 features, 90.0% accuracy [2025-09-26T11:15:57.998380] [DEBUG] [LOCAL ] Loaded configuration for KOP: 2 features, 50.0% accuracy [2025-09-26T11:15:57.998511] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 3 features, 70.0% accuracy [2025-09-26T11:15:57.998689] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 2 features, 90.0% accuracy [2025-09-26T11:15:57.998862] [DEBUG] [LOCAL ] Loaded configuration for DE: 2 features, 70.0% accuracy [2025-09-26T11:15:57.999016] [DEBUG] [LOCAL ] Loaded configuration for FGN: 5 features, 70.0% accuracy [2025-09-26T11:15:57.999157] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 80.0% accuracy [2025-09-26T11:15:57.999287] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 60.0% accuracy [2025-09-26T11:15:57.999425] [DEBUG] [LOCAL ] Loaded configuration for GBCI: 3 features, 90.0% accuracy [2025-09-26T11:15:57.999619] [DEBUG] [LOCAL ] Loaded configuration for EB: 2 features, 80.0% accuracy [2025-09-26T11:15:57.999791] [DEBUG] [LOCAL ] Loaded configuration for FSM: 4 features, 90.0% accuracy [2025-09-26T11:15:57.999949] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 3 features, 90.0% accuracy [2025-09-26T11:15:58.000079] [DEBUG] [LOCAL ] Loaded configuration for UNM: 0 features, 70.0% accuracy [2025-09-26T11:15:58.000209] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 2 features, 80.0% accuracy [2025-09-26T11:15:58.000340] [DEBUG] [LOCAL ] Loaded configuration for PL: 1 features, 90.0% accuracy [2025-09-26T11:15:58.000472] [DEBUG] [LOCAL ] Loaded configuration for BK: 5 features, 90.0% accuracy [2025-09-26T11:15:58.000601] [DEBUG] [LOCAL ] Loaded configuration for STZ: 2 features, 80.0% accuracy [2025-09-26T11:15:58.000778] [DEBUG] [LOCAL ] Loaded configuration for LTC: 2 features, 60.0% accuracy [2025-09-26T11:15:58.000908] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 1 features, 70.0% accuracy [2025-09-26T11:15:58.001055] [DEBUG] [LOCAL ] Loaded configuration for PAI: 1 features, 80.0% accuracy [2025-09-26T11:15:58.001196] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 70.0% accuracy [2025-09-26T11:15:58.001336] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 70.0% accuracy [2025-09-26T11:15:58.001465] [DEBUG] [LOCAL ] Loaded configuration for AMTM: 2 features, 80.0% accuracy [2025-09-26T11:15:58.001620] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-09-26T11:15:58.001812] [DEBUG] [LOCAL ] Loaded configuration for RC: 1 features, 70.0% accuracy [2025-09-26T11:15:58.001943] [DEBUG] [LOCAL ] Loaded configuration for HBI: 1 features, 60.0% accuracy [2025-09-26T11:15:58.002072] [DEBUG] [LOCAL ] Loaded configuration for STWD: 0 features, 80.0% accuracy [2025-09-26T11:15:58.002215] [DEBUG] [LOCAL ] Loaded configuration for UP: 1 features, 80.0% accuracy [2025-09-26T11:15:58.002354] [DEBUG] [LOCAL ] Loaded configuration for NPCT: 2 features, 90.0% accuracy [2025-09-26T11:15:58.002484] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 3 features, 80.0% accuracy [2025-09-26T11:15:58.002670] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 1 features, 70.0% accuracy [2025-09-26T11:15:58.002825] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 4 features, 80.0% accuracy [2025-09-26T11:15:58.002981] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 1 features, 60.0% accuracy [2025-09-26T11:15:58.003134] [DEBUG] [LOCAL ] Loaded configuration for HRI: 0 features, 40.0% accuracy [2025-09-26T11:15:58.003264] [DEBUG] [LOCAL ] Loaded configuration for YUM: 1 features, 90.0% accuracy [2025-09-26T11:15:58.003396] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 90.0% accuracy [2025-09-26T11:15:58.003552] [DEBUG] [LOCAL ] Loaded configuration for ARW: 4 features, 90.0% accuracy [2025-09-26T11:15:58.003759] [DEBUG] [LOCAL ] Loaded configuration for OI: 0 features, 70.0% accuracy [2025-09-26T11:15:58.003891] [DEBUG] [LOCAL ] Loaded configuration for ABBV: 4 features, 90.0% accuracy [2025-09-26T11:15:58.004028] [DEBUG] [LOCAL ] Loaded configuration for VNO: 3 features, 100.0% accuracy [2025-09-26T11:15:58.004187] [DEBUG] [LOCAL ] Loaded configuration for JFR: 3 features, 60.0% accuracy [2025-09-26T11:15:58.004303] [DEBUG] [LOCAL ] Loaded configuration for PAGS: 5 features, 70.0% accuracy [2025-09-26T11:15:58.004460] [DEBUG] [LOCAL ] Loaded configuration for AGX: 1 features, 50.0% accuracy [2025-09-26T11:15:58.004577] [DEBUG] [LOCAL ] Loaded configuration for SUN: 3 features, 70.0% accuracy [2025-09-26T11:15:58.004764] [DEBUG] [LOCAL ] Loaded configuration for GIB: 4 features, 80.0% accuracy [2025-09-26T11:15:58.004903] [DEBUG] [LOCAL ] Loaded configuration for CHGG: 4 features, 90.0% accuracy [2025-09-26T11:15:58.005065] [DEBUG] [LOCAL ] Loaded configuration for DUK: 2 features, 90.0% accuracy [2025-09-26T11:15:58.005249] [DEBUG] [LOCAL ] Loaded configuration for HLX: 4 features, 90.0% accuracy [2025-09-26T11:15:58.005387] [DEBUG] [LOCAL ] Loaded configuration for ITGR: 3 features, 70.0% accuracy [2025-09-26T11:15:58.005528] [DEBUG] [LOCAL ] Loaded configuration for AEE: 0 features, 70.0% accuracy [2025-09-26T11:15:58.005690] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 3 features, 80.0% accuracy [2025-09-26T11:15:58.005911] [DEBUG] [LOCAL ] Loaded configuration for EXR: 1 features, 60.0% accuracy [2025-09-26T11:15:58.006072] [DEBUG] [LOCAL ] Loaded configuration for CNI: 1 features, 50.0% accuracy [2025-09-26T11:15:58.006204] [DEBUG] [LOCAL ] Loaded configuration for EVG: 0 features, 70.0% accuracy [2025-09-26T11:15:58.006386] [DEBUG] [LOCAL ] Loaded configuration for MHF: 2 features, 70.0% accuracy [2025-09-26T11:15:58.006518] [DEBUG] [LOCAL ] Loaded configuration for DDT: 1 features, 80.0% accuracy [2025-09-26T11:15:58.006671] [DEBUG] [LOCAL ] Loaded configuration for ST: 1 features, 50.0% accuracy [2025-09-26T11:15:58.006804] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 100.0% accuracy [2025-09-26T11:15:58.007037] [DEBUG] [LOCAL ] Loaded configuration for MMI: 2 features, 80.0% accuracy [2025-09-26T11:15:58.007177] [DEBUG] [LOCAL ] Loaded configuration for TDC: 4 features, 90.0% accuracy [2025-09-26T11:15:58.007336] [DEBUG] [LOCAL ] Loaded configuration for RIV: 3 features, 80.0% accuracy [2025-09-26T11:15:58.007491] [DEBUG] [LOCAL ] Loaded configuration for GOF: 2 features, 70.0% accuracy [2025-09-26T11:15:58.007693] [DEBUG] [LOCAL ] Loaded configuration for UE: 2 features, 80.0% accuracy [2025-09-26T11:15:58.007832] [DEBUG] [LOCAL ] Loaded configuration for APAM: 2 features, 70.0% accuracy [2025-09-26T11:15:58.008030] [DEBUG] [LOCAL ] Loaded configuration for AVA: 1 features, 70.0% accuracy [2025-09-26T11:15:58.008259] [DEBUG] [LOCAL ] Loaded configuration for DFIN: 2 features, 70.0% accuracy [2025-09-26T11:15:58.008447] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-09-26T11:15:58.008675] [DEBUG] [LOCAL ] Loaded configuration for ADX: 3 features, 80.0% accuracy [2025-09-26T11:15:58.008863] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 0 features, 70.0% accuracy [2025-09-26T11:15:58.009018] [DEBUG] [LOCAL ] Loaded configuration for CCRD: 1 features, 70.0% accuracy [2025-09-26T11:15:58.009298] [DEBUG] [LOCAL ] Loaded configuration for CRL: 1 features, 70.0% accuracy [2025-09-26T11:15:58.009524] [DEBUG] [LOCAL ] Loaded configuration for JPM: 3 features, 90.0% accuracy [2025-09-26T11:15:58.009785] [DEBUG] [LOCAL ] Loaded configuration for BTO: 1 features, 80.0% accuracy [2025-09-26T11:15:58.009931] [DEBUG] [LOCAL ] Loaded configuration for GROV: 4 features, 80.0% accuracy [2025-09-26T11:15:58.010066] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 3 features, 70.0% accuracy [2025-09-26T11:15:58.010199] [DEBUG] [LOCAL ] Loaded configuration for ZK: 2 features, 90.0% accuracy [2025-09-26T11:15:58.010339] [DEBUG] [LOCAL ] Loaded configuration for ATO: 4 features, 80.0% accuracy [2025-09-26T11:15:58.010472] [DEBUG] [LOCAL ] Loaded configuration for UAN: 0 features, 70.0% accuracy [2025-09-26T11:15:58.010603] [DEBUG] [LOCAL ] Loaded configuration for CGAU: 2 features, 90.0% accuracy [2025-09-26T11:15:58.010773] [DEBUG] [LOCAL ] Loaded configuration for MOH: 1 features, 80.0% accuracy [2025-09-26T11:15:58.010914] [DEBUG] [LOCAL ] Loaded configuration for FC: 2 features, 100.0% accuracy [2025-09-26T11:15:58.011049] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 70.0% accuracy [2025-09-26T11:15:58.011188] [DEBUG] [LOCAL ] Loaded configuration for TD: 4 features, 90.0% accuracy [2025-09-26T11:15:58.011321] [DEBUG] [LOCAL ] Loaded configuration for AGL: 1 features, 70.0% accuracy [2025-09-26T11:15:58.011481] [DEBUG] [LOCAL ] Loaded configuration for KRG: 3 features, 70.0% accuracy [2025-09-26T11:15:58.011623] [DEBUG] [LOCAL ] Loaded configuration for EOT: 1 features, 60.0% accuracy [2025-09-26T11:15:58.011815] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 1 features, 80.0% accuracy [2025-09-26T11:15:58.011948] [DEBUG] [LOCAL ] Loaded configuration for IR: 1 features, 60.0% accuracy [2025-09-26T11:15:58.012115] [DEBUG] [LOCAL ] Loaded configuration for EVR: 1 features, 70.0% accuracy [2025-09-26T11:15:58.012269] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 4 features, 100.0% accuracy [2025-09-26T11:15:58.012430] [DEBUG] [LOCAL ] Loaded configuration for EAT: 2 features, 80.0% accuracy [2025-09-26T11:15:58.012570] [DEBUG] [LOCAL ] Loaded configuration for V: 2 features, 80.0% accuracy [2025-09-26T11:15:58.012725] [DEBUG] [LOCAL ] Loaded configuration for CIMN: 2 features, 80.0% accuracy [2025-09-26T11:15:58.012881] [DEBUG] [LOCAL ] Loaded configuration for G: 1 features, 70.0% accuracy [2025-09-26T11:15:58.013012] [DEBUG] [LOCAL ] Loaded configuration for FTWO: 3 features, 100.0% accuracy [2025-09-26T11:15:58.013143] [DEBUG] [LOCAL ] Loaded configuration for SPMC: 2 features, 60.0% accuracy [2025-09-26T11:15:58.013285] [DEBUG] [LOCAL ] Loaded configuration for AUB: 2 features, 70.0% accuracy [2025-09-26T11:15:58.013417] [DEBUG] [LOCAL ] Loaded configuration for BYD: 1 features, 80.0% accuracy [2025-09-26T11:15:58.013590] [DEBUG] [LOCAL ] Loaded configuration for BWA: 3 features, 90.0% accuracy [2025-09-26T11:15:58.013822] [DEBUG] [LOCAL ] Loaded configuration for ING: 2 features, 80.0% accuracy [2025-09-26T11:15:58.014008] [DEBUG] [LOCAL ] Loaded configuration for BEN: 0 features, 70.0% accuracy [2025-09-26T11:15:58.014127] [DEBUG] [LOCAL ] Loaded configuration for VCV: 2 features, 60.0% accuracy [2025-09-26T11:15:58.014323] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 70.0% accuracy [2025-09-26T11:15:58.014485] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 80.0% accuracy [2025-09-26T11:15:58.014680] [DEBUG] [LOCAL ] Loaded configuration for DLX: 2 features, 70.0% accuracy [2025-09-26T11:15:58.014843] [DEBUG] [LOCAL ] Loaded configuration for AU: 2 features, 70.0% accuracy [2025-09-26T11:15:58.014976] [DEBUG] [LOCAL ] Loaded configuration for USPH: 4 features, 80.0% accuracy [2025-09-26T11:15:58.015110] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 1 features, 80.0% accuracy [2025-09-26T11:15:58.015252] [DEBUG] [LOCAL ] Loaded configuration for FBRT: 1 features, 70.0% accuracy [2025-09-26T11:15:58.015401] [DEBUG] [LOCAL ] Loaded configuration for PFO: 2 features, 90.0% accuracy [2025-09-26T11:15:58.015530] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 1 features, 80.0% accuracy [2025-09-26T11:15:58.015709] [DEBUG] [LOCAL ] Loaded configuration for CALX: 0 features, 60.0% accuracy [2025-09-26T11:15:58.015878] [DEBUG] [LOCAL ] Loaded configuration for ERO: 1 features, 60.0% accuracy [2025-09-26T11:15:58.016032] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 1 features, 80.0% accuracy [2025-09-26T11:15:58.016170] [DEBUG] [LOCAL ] Loaded configuration for AFGD: 2 features, 70.0% accuracy [2025-09-26T11:15:58.016301] [DEBUG] [LOCAL ] Loaded configuration for EMP: 5 features, 70.0% accuracy [2025-09-26T11:15:58.016452] [DEBUG] [LOCAL ] Loaded configuration for FI: 3 features, 90.0% accuracy [2025-09-26T11:15:58.016585] [DEBUG] [LOCAL ] Loaded configuration for GDO: 5 features, 90.0% accuracy [2025-09-26T11:15:58.016748] [DEBUG] [LOCAL ] Loaded configuration for REXR: 0 features, 80.0% accuracy [2025-09-26T11:15:58.016929] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 70.0% accuracy [2025-09-26T11:15:58.017137] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 80.0% accuracy [2025-09-26T11:15:58.017282] [DEBUG] [LOCAL ] Loaded configuration for NWN: 2 features, 70.0% accuracy [2025-09-26T11:15:58.017434] [DEBUG] [LOCAL ] Loaded configuration for BNY: 1 features, 60.0% accuracy [2025-09-26T11:15:58.017576] [DEBUG] [LOCAL ] Loaded configuration for GCO: 1 features, 60.0% accuracy [2025-09-26T11:15:58.017752] [DEBUG] [LOCAL ] Loaded configuration for FLC: 0 features, 80.0% accuracy [2025-09-26T11:15:58.017916] [DEBUG] [LOCAL ] Loaded configuration for SRI: 3 features, 70.0% accuracy [2025-09-26T11:15:58.018052] [DEBUG] [LOCAL ] Loaded configuration for FNV: 3 features, 70.0% accuracy [2025-09-26T11:15:58.018191] [DEBUG] [LOCAL ] Loaded configuration for FG: 1 features, 70.0% accuracy [2025-09-26T11:15:58.018329] [DEBUG] [LOCAL ] Loaded configuration for GXO: 0 features, 70.0% accuracy [2025-09-26T11:15:58.018474] [DEBUG] [LOCAL ] Loaded configuration for COUR: 6 features, 70.0% accuracy [2025-09-26T11:15:58.018614] [DEBUG] [LOCAL ] Loaded configuration for AGM: 3 features, 80.0% accuracy [2025-09-26T11:15:58.018773] [DEBUG] [LOCAL ] Loaded configuration for GRND: 4 features, 70.0% accuracy [2025-09-26T11:15:58.018914] [DEBUG] [LOCAL ] Loaded configuration for BBY: 4 features, 70.0% accuracy [2025-09-26T11:15:58.019090] [DEBUG] [LOCAL ] Loaded configuration for BIPJ: 0 features, 80.0% accuracy [2025-09-26T11:15:58.019221] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 70.0% accuracy [2025-09-26T11:15:58.019352] [DEBUG] [LOCAL ] Loaded configuration for COOK: 2 features, 70.0% accuracy [2025-09-26T11:15:58.019481] [DEBUG] [LOCAL ] Loaded configuration for BURL: 4 features, 80.0% accuracy [2025-09-26T11:15:58.019618] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 80.0% accuracy [2025-09-26T11:15:58.019787] [DEBUG] [LOCAL ] Loaded configuration for RBC: 4 features, 60.0% accuracy [2025-09-26T11:15:58.019917] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 0 features, 80.0% accuracy [2025-09-26T11:15:58.020049] [DEBUG] [LOCAL ] Loaded configuration for PML: 0 features, 60.0% accuracy [2025-09-26T11:15:58.020199] [DEBUG] [LOCAL ] Loaded configuration for MFC: 3 features, 90.0% accuracy [2025-09-26T11:15:58.020331] [DEBUG] [LOCAL ] Loaded configuration for CIM: 3 features, 60.0% accuracy [2025-09-26T11:15:58.020463] [DEBUG] [LOCAL ] Loaded configuration for NOK: 2 features, 80.0% accuracy [2025-09-26T11:15:58.020593] [DEBUG] [LOCAL ] Loaded configuration for VST: 5 features, 100.0% accuracy [2025-09-26T11:15:58.020753] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 5 features, 90.0% accuracy [2025-09-26T11:15:58.020883] [DEBUG] [LOCAL ] Loaded configuration for HY: 1 features, 80.0% accuracy [2025-09-26T11:15:58.021053] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 4 features, 70.0% accuracy [2025-09-26T11:15:58.021195] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 80.0% accuracy [2025-09-26T11:15:58.021324] [DEBUG] [LOCAL ] Loaded configuration for IRT: 1 features, 50.0% accuracy [2025-09-26T11:15:58.021440] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 90.0% accuracy [2025-09-26T11:15:58.021557] [DEBUG] [LOCAL ] Loaded configuration for RNG: 3 features, 70.0% accuracy [2025-09-26T11:15:58.021717] [DEBUG] [LOCAL ] Loaded configuration for L: 2 features, 70.0% accuracy [2025-09-26T11:15:58.021857] [DEBUG] [LOCAL ] Loaded configuration for E: 5 features, 80.0% accuracy [2025-09-26T11:15:58.021995] [DEBUG] [LOCAL ] Loaded configuration for CRBG: 3 features, 70.0% accuracy [2025-09-26T11:15:58.022124] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-09-26T11:15:58.022255] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 3 features, 100.0% accuracy [2025-09-26T11:15:58.022386] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 4 features, 80.0% accuracy [2025-09-26T11:15:58.022517] [DEBUG] [LOCAL ] Loaded configuration for RES: 3 features, 80.0% accuracy [2025-09-26T11:15:58.022674] [DEBUG] [LOCAL ] Loaded configuration for BAK: 4 features, 90.0% accuracy [2025-09-26T11:15:58.022805] [DEBUG] [LOCAL ] Loaded configuration for EOS: 3 features, 70.0% accuracy [2025-09-26T11:15:58.022943] [DEBUG] [LOCAL ] Loaded configuration for CRC: 2 features, 70.0% accuracy [2025-09-26T11:15:58.023083] [DEBUG] [LOCAL ] Loaded configuration for CW: 4 features, 100.0% accuracy [2025-09-26T11:15:58.023237] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 1 features, 80.0% accuracy [2025-09-26T11:15:58.023398] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 2 features, 80.0% accuracy [2025-09-26T11:15:58.023566] [DEBUG] [LOCAL ] Loaded configuration for FINS: 3 features, 90.0% accuracy [2025-09-26T11:15:58.023760] [DEBUG] [LOCAL ] Loaded configuration for MFSI: 4 features, 80.0% accuracy [2025-09-26T11:15:58.023892] [DEBUG] [LOCAL ] Loaded configuration for RQI: 5 features, 80.0% accuracy [2025-09-26T11:15:58.024058] [DEBUG] [LOCAL ] Loaded configuration for MSD: 0 features, 60.0% accuracy [2025-09-26T11:15:58.024187] [DEBUG] [LOCAL ] Loaded configuration for FCPT: 0 features, 60.0% accuracy [2025-09-26T11:15:58.024315] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 1 features, 70.0% accuracy [2025-09-26T11:15:58.024459] [DEBUG] [LOCAL ] Loaded configuration for UNH: 2 features, 70.0% accuracy [2025-09-26T11:15:58.024591] [DEBUG] [LOCAL ] Loaded configuration for VLN: 3 features, 80.0% accuracy [2025-09-26T11:15:58.024754] [DEBUG] [LOCAL ] Loaded configuration for AFG: 1 features, 80.0% accuracy [2025-09-26T11:15:58.024949] [DEBUG] [LOCAL ] Loaded configuration for TGT: 5 features, 70.0% accuracy [2025-09-26T11:15:58.025105] [DEBUG] [LOCAL ] Loaded configuration for BSTZ: 2 features, 80.0% accuracy [2025-09-26T11:15:58.025236] [DEBUG] [LOCAL ] Loaded configuration for EMR: 1 features, 80.0% accuracy [2025-09-26T11:15:58.025365] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 70.0% accuracy [2025-09-26T11:15:58.025508] [DEBUG] [LOCAL ] Loaded configuration for INGM: 4 features, 80.0% accuracy [2025-09-26T11:15:58.025638] [DEBUG] [LOCAL ] Loaded configuration for ACHR: 1 features, 60.0% accuracy [2025-09-26T11:15:58.025796] [DEBUG] [LOCAL ] Loaded configuration for TBB: 2 features, 70.0% accuracy [2025-09-26T11:15:58.025935] [DEBUG] [LOCAL ] Loaded configuration for RM: 5 features, 90.0% accuracy [2025-09-26T11:15:58.026084] [DEBUG] [LOCAL ] Loaded configuration for ADCT: 2 features, 40.0% accuracy [2025-09-26T11:15:58.026221] [DEBUG] [LOCAL ] Loaded configuration for BANC: 5 features, 90.0% accuracy [2025-09-26T11:15:58.026349] [DEBUG] [LOCAL ] Loaded configuration for CADE: 1 features, 70.0% accuracy [2025-09-26T11:15:58.026484] [DEBUG] [LOCAL ] Loaded configuration for HAE: 1 features, 80.0% accuracy [2025-09-26T11:15:58.026622] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-09-26T11:15:58.026773] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 0 features, 70.0% accuracy [2025-09-26T11:15:58.026958] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 50.0% accuracy [2025-09-26T11:15:58.027147] [DEBUG] [LOCAL ] Loaded configuration for FPF: 0 features, 90.0% accuracy [2025-09-26T11:15:58.027330] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 60.0% accuracy [2025-09-26T11:15:58.027510] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 2 features, 90.0% accuracy [2025-09-26T11:15:58.027739] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 0 features, 70.0% accuracy [2025-09-26T11:15:58.027871] [DEBUG] [LOCAL ] Loaded configuration for PLOW: 5 features, 80.0% accuracy [2025-09-26T11:15:58.028001] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 1 features, 70.0% accuracy [2025-09-26T11:15:58.028132] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 70.0% accuracy [2025-09-26T11:15:58.028313] [DEBUG] [LOCAL ] Loaded configuration for TGS: 4 features, 90.0% accuracy [2025-09-26T11:15:58.028492] [DEBUG] [LOCAL ] Loaded configuration for NCDL: 3 features, 90.0% accuracy [2025-09-26T11:15:58.028710] [DEBUG] [LOCAL ] Loaded configuration for DV: 2 features, 70.0% accuracy [2025-09-26T11:15:58.028851] [DEBUG] [LOCAL ] Loaded configuration for VIV: 1 features, 100.0% accuracy [2025-09-26T11:15:58.028981] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 5 features, 70.0% accuracy [2025-09-26T11:15:58.029154] [DEBUG] [LOCAL ] Loaded configuration for AAT: 4 features, 90.0% accuracy [2025-09-26T11:15:58.029284] [DEBUG] [LOCAL ] Loaded configuration for THW: 1 features, 70.0% accuracy [2025-09-26T11:15:58.029442] [DEBUG] [LOCAL ] Loaded configuration for USB: 5 features, 90.0% accuracy [2025-09-26T11:15:58.029572] [DEBUG] [LOCAL ] Loaded configuration for RTX: 3 features, 80.0% accuracy [2025-09-26T11:15:58.029747] [DEBUG] [LOCAL ] Loaded configuration for AYI: 5 features, 70.0% accuracy [2025-09-26T11:15:58.029862] [DEBUG] [LOCAL ] Loaded configuration for CLH: 2 features, 90.0% accuracy [2025-09-26T11:15:58.029997] [DEBUG] [LOCAL ] Loaded configuration for CBT: 2 features, 80.0% accuracy [2025-09-26T11:15:58.030122] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 4 features, 70.0% accuracy [2025-09-26T11:15:58.030277] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 80.0% accuracy [2025-09-26T11:15:58.030445] [DEBUG] [LOCAL ] Loaded configuration for VNT: 7 features, 90.0% accuracy [2025-09-26T11:15:58.030608] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 1 features, 90.0% accuracy [2025-09-26T11:15:58.030763] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 80.0% accuracy [2025-09-26T11:15:58.030894] [DEBUG] [LOCAL ] Loaded configuration for NOV: 1 features, 90.0% accuracy [2025-09-26T11:15:58.031034] [DEBUG] [LOCAL ] Loaded configuration for CP: 2 features, 90.0% accuracy [2025-09-26T11:15:58.031184] [DEBUG] [LOCAL ] Loaded configuration for LUV: 4 features, 70.0% accuracy [2025-09-26T11:15:58.031336] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 2 features, 80.0% accuracy [2025-09-26T11:15:58.031467] [DEBUG] [LOCAL ] Loaded configuration for ES: 4 features, 100.0% accuracy [2025-09-26T11:15:58.031606] [DEBUG] [LOCAL ] Loaded configuration for PFD: 0 features, 70.0% accuracy [2025-09-26T11:15:58.031781] [DEBUG] [LOCAL ] Loaded configuration for MTG: 0 features, 50.0% accuracy [2025-09-26T11:15:58.031931] [DEBUG] [LOCAL ] Loaded configuration for GFR: 2 features, 60.0% accuracy [2025-09-26T11:15:58.032046] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 60.0% accuracy [2025-09-26T11:15:58.032176] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 6 features, 90.0% accuracy [2025-09-26T11:15:58.032336] [DEBUG] [LOCAL ] Loaded configuration for BNT: 2 features, 60.0% accuracy [2025-09-26T11:15:58.032502] [DEBUG] [LOCAL ] Loaded configuration for JQC: 4 features, 70.0% accuracy [2025-09-26T11:15:58.032632] [DEBUG] [LOCAL ] Loaded configuration for POR: 4 features, 50.0% accuracy [2025-09-26T11:15:58.032790] [DEBUG] [LOCAL ] Loaded configuration for TIXT: 1 features, 60.0% accuracy [2025-09-26T11:15:58.032919] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 2 features, 80.0% accuracy [2025-09-26T11:15:58.033055] [DEBUG] [LOCAL ] Loaded configuration for WMS: 2 features, 70.0% accuracy [2025-09-26T11:15:58.033183] [DEBUG] [LOCAL ] Loaded configuration for BLND: 4 features, 90.0% accuracy [2025-09-26T11:15:58.033312] [DEBUG] [LOCAL ] Loaded configuration for WF: 4 features, 90.0% accuracy [2025-09-26T11:15:58.033469] [DEBUG] [LOCAL ] Loaded configuration for NVG: 4 features, 90.0% accuracy [2025-09-26T11:15:58.033665] [DEBUG] [LOCAL ] Loaded configuration for CAT: 3 features, 70.0% accuracy [2025-09-26T11:15:58.033800] [DEBUG] [LOCAL ] Loaded configuration for ETN: 1 features, 80.0% accuracy [2025-09-26T11:15:58.033970] [DEBUG] [LOCAL ] Loaded configuration for CRK: 2 features, 70.0% accuracy [2025-09-26T11:15:58.034102] [DEBUG] [LOCAL ] Loaded configuration for RZB: 2 features, 70.0% accuracy [2025-09-26T11:15:58.034260] [DEBUG] [LOCAL ] Loaded configuration for NBR: 3 features, 70.0% accuracy [2025-09-26T11:15:58.034390] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 2 features, 70.0% accuracy [2025-09-26T11:15:58.034527] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 2 features, 80.0% accuracy [2025-09-26T11:15:58.034675] [DEBUG] [LOCAL ] Loaded configuration for PRA: 1 features, 70.0% accuracy [2025-09-26T11:15:58.034821] [DEBUG] [LOCAL ] Loaded configuration for PWR: 2 features, 70.0% accuracy [2025-09-26T11:15:58.034978] [DEBUG] [LOCAL ] Loaded configuration for ELP: 2 features, 70.0% accuracy [2025-09-26T11:15:58.035110] [DEBUG] [LOCAL ] Loaded configuration for REX: 4 features, 70.0% accuracy [2025-09-26T11:15:58.035240] [DEBUG] [LOCAL ] Loaded configuration for ARDT: 3 features, 70.0% accuracy [2025-09-26T11:15:58.035368] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-09-26T11:15:58.035496] [DEBUG] [LOCAL ] Loaded configuration for FLXR: 0 features, 70.0% accuracy [2025-09-26T11:15:58.035674] [DEBUG] [LOCAL ] Loaded configuration for CSR: 2 features, 70.0% accuracy [2025-09-26T11:15:58.035814] [DEBUG] [LOCAL ] Loaded configuration for KEX: 2 features, 80.0% accuracy [2025-09-26T11:15:58.035942] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 70.0% accuracy [2025-09-26T11:15:58.036097] [DEBUG] [LOCAL ] Loaded configuration for HOG: 1 features, 60.0% accuracy [2025-09-26T11:15:58.036213] [DEBUG] [LOCAL ] Loaded configuration for AKR: 2 features, 70.0% accuracy [2025-09-26T11:15:58.036365] [DEBUG] [LOCAL ] Loaded configuration for EMF: 2 features, 70.0% accuracy [2025-09-26T11:15:58.036524] [DEBUG] [LOCAL ] Loaded configuration for FFC: 3 features, 90.0% accuracy [2025-09-26T11:15:58.036691] [DEBUG] [LOCAL ] Loaded configuration for PR: 4 features, 80.0% accuracy [2025-09-26T11:15:58.036882] [DEBUG] [LOCAL ] Loaded configuration for MLR: 3 features, 80.0% accuracy [2025-09-26T11:15:58.037051] [DEBUG] [LOCAL ] Loaded configuration for IT: 4 features, 70.0% accuracy [2025-09-26T11:15:58.037180] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 2 features, 90.0% accuracy [2025-09-26T11:15:58.037318] [DEBUG] [LOCAL ] Loaded configuration for ASA: 2 features, 80.0% accuracy [2025-09-26T11:15:58.037446] [DEBUG] [LOCAL ] Loaded configuration for NZF: 0 features, 50.0% accuracy [2025-09-26T11:15:58.037573] [DEBUG] [LOCAL ] Loaded configuration for NUV: 1 features, 70.0% accuracy [2025-09-26T11:15:58.037733] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 80.0% accuracy [2025-09-26T11:15:58.037860] [DEBUG] [LOCAL ] Loaded configuration for RVLV: 2 features, 70.0% accuracy [2025-09-26T11:15:58.038015] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 90.0% accuracy [2025-09-26T11:15:58.038150] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 4 features, 80.0% accuracy [2025-09-26T11:15:58.038285] [DEBUG] [LOCAL ] Loaded configuration for SES: 0 features, 60.0% accuracy [2025-09-26T11:15:58.038433] [DEBUG] [LOCAL ] Loaded configuration for WMK: 0 features, 90.0% accuracy [2025-09-26T11:15:58.038561] [DEBUG] [LOCAL ] Loaded configuration for EXG: 2 features, 70.0% accuracy [2025-09-26T11:15:58.038730] [DEBUG] [LOCAL ] Loaded configuration for RA: 4 features, 70.0% accuracy [2025-09-26T11:15:58.038884] [DEBUG] [LOCAL ] Loaded configuration for MX: 3 features, 80.0% accuracy [2025-09-26T11:15:58.039021] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 4 features, 80.0% accuracy [2025-09-26T11:15:58.039135] [DEBUG] [LOCAL ] Loaded configuration for RBRK: 2 features, 60.0% accuracy [2025-09-26T11:15:58.039246] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-09-26T11:15:58.039372] [DEBUG] [LOCAL ] Loaded configuration for YPF: 2 features, 100.0% accuracy [2025-09-26T11:15:58.039509] [DEBUG] [LOCAL ] Loaded configuration for IFF: 1 features, 70.0% accuracy [2025-09-26T11:15:58.039636] [DEBUG] [LOCAL ] Loaded configuration for ERJ: 4 features, 80.0% accuracy [2025-09-26T11:15:58.039810] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 60.0% accuracy [2025-09-26T11:15:58.039924] [DEBUG] [LOCAL ] Loaded configuration for SOBO: 0 features, 50.0% accuracy [2025-09-26T11:15:58.040051] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 2 features, 90.0% accuracy [2025-09-26T11:15:58.040182] [DEBUG] [LOCAL ] Loaded configuration for EBS: 5 features, 90.0% accuracy [2025-09-26T11:15:58.040311] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 80.0% accuracy [2025-09-26T11:15:58.040441] [DEBUG] [LOCAL ] Loaded configuration for HHH: 1 features, 70.0% accuracy [2025-09-26T11:15:58.040600] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 90.0% accuracy [2025-09-26T11:15:58.040761] [DEBUG] [LOCAL ] Loaded configuration for UMH: 1 features, 60.0% accuracy [2025-09-26T11:15:58.040929] [DEBUG] [LOCAL ] Loaded configuration for CAF: 1 features, 60.0% accuracy [2025-09-26T11:15:58.041066] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 70.0% accuracy [2025-09-26T11:15:58.041285] [DEBUG] [LOCAL ] Loaded configuration for BRW: 4 features, 80.0% accuracy [2025-09-26T11:15:58.041494] [DEBUG] [LOCAL ] Loaded configuration for MPW: 2 features, 80.0% accuracy [2025-09-26T11:15:58.041680] [DEBUG] [LOCAL ] Loaded configuration for WGO: 2 features, 60.0% accuracy [2025-09-26T11:15:58.041812] [DEBUG] [LOCAL ] Loaded configuration for PB: 4 features, 90.0% accuracy [2025-09-26T11:15:58.041980] [DEBUG] [LOCAL ] Loaded configuration for STNG: 0 features, 50.0% accuracy [2025-09-26T11:15:58.042117] [DEBUG] [LOCAL ] Loaded configuration for TRV: 3 features, 70.0% accuracy [2025-09-26T11:15:58.042259] [DEBUG] [LOCAL ] Loaded configuration for VMI: 2 features, 90.0% accuracy [2025-09-26T11:15:58.042411] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-09-26T11:15:58.042550] [DEBUG] [LOCAL ] Loaded configuration for ELME: 2 features, 60.0% accuracy [2025-09-26T11:15:58.042712] [DEBUG] [LOCAL ] Loaded configuration for PX: 1 features, 80.0% accuracy [2025-09-26T11:15:58.042889] [DEBUG] [LOCAL ] Loaded configuration for BAP: 1 features, 70.0% accuracy [2025-09-26T11:15:58.043021] [DEBUG] [LOCAL ] Loaded configuration for VRE: 2 features, 70.0% accuracy [2025-09-26T11:15:58.043167] [DEBUG] [LOCAL ] Loaded configuration for SCM: 1 features, 80.0% accuracy [2025-09-26T11:15:58.043306] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 3 features, 90.0% accuracy [2025-09-26T11:15:58.043442] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 2 features, 80.0% accuracy [2025-09-26T11:15:58.043582] [DEBUG] [LOCAL ] Loaded configuration for TEO: 0 features, 60.0% accuracy [2025-09-26T11:15:58.043767] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-09-26T11:15:58.043900] [DEBUG] [LOCAL ] Loaded configuration for CHH: 1 features, 70.0% accuracy [2025-09-26T11:15:58.044015] [DEBUG] [LOCAL ] Loaded configuration for GLP: 4 features, 90.0% accuracy [2025-09-26T11:15:58.044143] [DEBUG] [LOCAL ] Loaded configuration for EPAM: 2 features, 50.0% accuracy [2025-09-26T11:15:58.044281] [DEBUG] [LOCAL ] Loaded configuration for BOW: 1 features, 80.0% accuracy [2025-09-26T11:15:58.044418] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 70.0% accuracy [2025-09-26T11:15:58.044547] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 2 features, 60.0% accuracy [2025-09-26T11:15:58.044709] [DEBUG] [LOCAL ] Loaded configuration for HII: 2 features, 80.0% accuracy [2025-09-26T11:15:58.044845] [DEBUG] [LOCAL ] Loaded configuration for ACI: 3 features, 90.0% accuracy [2025-09-26T11:15:58.044983] [DEBUG] [LOCAL ] Loaded configuration for EXK: 0 features, 60.0% accuracy [2025-09-26T11:15:58.045098] [DEBUG] [LOCAL ] Loaded configuration for ELS: 4 features, 80.0% accuracy [2025-09-26T11:15:58.045224] [DEBUG] [LOCAL ] Loaded configuration for TEAF: 0 features, 60.0% accuracy [2025-09-26T11:15:58.045398] [DEBUG] [LOCAL ] Loaded configuration for GHC: 2 features, 100.0% accuracy [2025-09-26T11:15:58.045559] [DEBUG] [LOCAL ] Loaded configuration for RDW: 4 features, 100.0% accuracy [2025-09-26T11:15:58.045723] [DEBUG] [LOCAL ] Loaded configuration for CMI: 1 features, 60.0% accuracy [2025-09-26T11:15:58.045906] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 2 features, 70.0% accuracy [2025-09-26T11:15:58.046037] [DEBUG] [LOCAL ] Loaded configuration for RPT: 4 features, 80.0% accuracy [2025-09-26T11:15:58.046184] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 2 features, 80.0% accuracy [2025-09-26T11:15:58.046315] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 60.0% accuracy [2025-09-26T11:15:58.046454] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 70.0% accuracy [2025-09-26T11:15:58.046634] [DEBUG] [LOCAL ] Loaded configuration for KF: 2 features, 90.0% accuracy [2025-09-26T11:15:58.046837] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 60.0% accuracy [2025-09-26T11:15:58.046993] [DEBUG] [LOCAL ] Loaded configuration for NKX: 1 features, 70.0% accuracy [2025-09-26T11:15:58.047156] [DEBUG] [LOCAL ] Loaded configuration for GME: 1 features, 70.0% accuracy [2025-09-26T11:15:58.047284] [DEBUG] [LOCAL ] Loaded configuration for STVN: 4 features, 60.0% accuracy [2025-09-26T11:15:58.047434] [DEBUG] [LOCAL ] Loaded configuration for HDB: 2 features, 80.0% accuracy [2025-09-26T11:15:58.047571] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-09-26T11:15:58.047750] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 1 features, 70.0% accuracy [2025-09-26T11:15:58.047879] [DEBUG] [LOCAL ] Loaded configuration for VRT: 2 features, 70.0% accuracy [2025-09-26T11:15:58.048007] [DEBUG] [LOCAL ] Loaded configuration for RNP: 3 features, 60.0% accuracy [2025-09-26T11:15:58.048135] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 90.0% accuracy [2025-09-26T11:15:58.048290] [DEBUG] [LOCAL ] Loaded configuration for AVK: 2 features, 100.0% accuracy [2025-09-26T11:15:58.048422] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 2 features, 70.0% accuracy [2025-09-26T11:15:58.048575] [DEBUG] [LOCAL ] Loaded configuration for CFG: 3 features, 50.0% accuracy [2025-09-26T11:15:58.048746] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 90.0% accuracy [2025-09-26T11:15:58.048877] [DEBUG] [LOCAL ] Loaded configuration for TDS: 4 features, 50.0% accuracy [2025-09-26T11:15:58.049016] [DEBUG] [LOCAL ] Loaded configuration for ROL: 1 features, 90.0% accuracy [2025-09-26T11:15:58.049154] [DEBUG] [LOCAL ] Loaded configuration for RSF: 1 features, 60.0% accuracy [2025-09-26T11:15:58.049291] [DEBUG] [LOCAL ] Loaded configuration for WT: 1 features, 60.0% accuracy [2025-09-26T11:15:58.049420] [DEBUG] [LOCAL ] Loaded configuration for AMPY: 3 features, 90.0% accuracy [2025-09-26T11:15:58.049557] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 4 features, 70.0% accuracy [2025-09-26T11:15:58.049743] [DEBUG] [LOCAL ] Loaded configuration for DMO: 1 features, 90.0% accuracy [2025-09-26T11:15:58.049906] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 1 features, 50.0% accuracy [2025-09-26T11:15:58.050022] [DEBUG] [LOCAL ] Loaded configuration for EDF: 2 features, 80.0% accuracy [2025-09-26T11:15:58.050151] [DEBUG] [LOCAL ] Loaded configuration for CRI: 1 features, 80.0% accuracy [2025-09-26T11:15:58.050327] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-09-26T11:15:58.050474] [DEBUG] [LOCAL ] Loaded configuration for BUR: 1 features, 60.0% accuracy [2025-09-26T11:15:58.050631] [DEBUG] [LOCAL ] Loaded configuration for LFT: 0 features, 60.0% accuracy [2025-09-26T11:15:58.050788] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 1 features, 80.0% accuracy [2025-09-26T11:15:58.050919] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 2 features, 70.0% accuracy [2025-09-26T11:15:58.051072] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 2 features, 90.0% accuracy [2025-09-26T11:15:58.051211] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 70.0% accuracy [2025-09-26T11:15:58.051341] [DEBUG] [LOCAL ] Loaded configuration for VIK: 1 features, 70.0% accuracy [2025-09-26T11:15:58.051503] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 3 features, 80.0% accuracy [2025-09-26T11:15:58.051681] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 80.0% accuracy [2025-09-26T11:15:58.051860] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 90.0% accuracy [2025-09-26T11:15:58.052006] [DEBUG] [LOCAL ] Loaded configuration for STXD: 2 features, 60.0% accuracy [2025-09-26T11:15:58.052176] [DEBUG] [LOCAL ] Loaded configuration for LU: 2 features, 90.0% accuracy [2025-09-26T11:15:58.052308] [DEBUG] [LOCAL ] Loaded configuration for NRT: 3 features, 90.0% accuracy [2025-09-26T11:15:58.052461] [DEBUG] [LOCAL ] Loaded configuration for MTDR: 3 features, 80.0% accuracy [2025-09-26T11:15:58.052600] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 50.0% accuracy [2025-09-26T11:15:58.052763] [DEBUG] [LOCAL ] Loaded configuration for JEF: 2 features, 80.0% accuracy [2025-09-26T11:15:58.052898] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 3 features, 80.0% accuracy [2025-09-26T11:15:58.053035] [DEBUG] [LOCAL ] Loaded configuration for PUK: 1 features, 50.0% accuracy [2025-09-26T11:15:58.053197] [DEBUG] [LOCAL ] Loaded configuration for MVF: 4 features, 100.0% accuracy [2025-09-26T11:15:58.053335] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 1 features, 80.0% accuracy [2025-09-26T11:15:58.053486] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-09-26T11:15:58.053690] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 1 features, 50.0% accuracy [2025-09-26T11:15:58.053854] [DEBUG] [LOCAL ] Loaded configuration for BKU: 1 features, 80.0% accuracy [2025-09-26T11:15:58.053985] [DEBUG] [LOCAL ] Loaded configuration for YOU: 1 features, 60.0% accuracy [2025-09-26T11:15:58.054114] [DEBUG] [LOCAL ] Loaded configuration for ABR: 5 features, 70.0% accuracy [2025-09-26T11:15:58.054249] [DEBUG] [LOCAL ] Loaded configuration for RCS: 0 features, 80.0% accuracy [2025-09-26T11:15:58.054377] [DEBUG] [LOCAL ] Loaded configuration for SXI: 2 features, 70.0% accuracy [2025-09-26T11:15:58.054506] [DEBUG] [LOCAL ] Loaded configuration for T: 3 features, 60.0% accuracy [2025-09-26T11:15:58.054716] [DEBUG] [LOCAL ] Loaded configuration for AR: 2 features, 70.0% accuracy [2025-09-26T11:15:58.054904] [DEBUG] [LOCAL ] Loaded configuration for DRI: 2 features, 70.0% accuracy [2025-09-26T11:15:58.055054] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 2 features, 40.0% accuracy [2025-09-26T11:15:58.055168] [DEBUG] [LOCAL ] Loaded configuration for RNGR: 3 features, 80.0% accuracy [2025-09-26T11:15:58.055294] [DEBUG] [LOCAL ] Loaded configuration for NTST: 2 features, 70.0% accuracy [2025-09-26T11:15:58.055430] [DEBUG] [LOCAL ] Loaded configuration for KNX: 4 features, 80.0% accuracy [2025-09-26T11:15:58.055567] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 3 features, 70.0% accuracy [2025-09-26T11:15:58.055727] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 90.0% accuracy [2025-09-26T11:15:58.055869] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-09-26T11:15:58.056007] [DEBUG] [LOCAL ] Loaded configuration for ESI: 4 features, 90.0% accuracy [2025-09-26T11:15:58.056154] [DEBUG] [LOCAL ] Loaded configuration for XFLT: 4 features, 90.0% accuracy [2025-09-26T11:15:58.056304] [DEBUG] [LOCAL ] Loaded configuration for FCX: 3 features, 60.0% accuracy [2025-09-26T11:15:58.056453] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 70.0% accuracy [2025-09-26T11:15:58.056610] [DEBUG] [LOCAL ] Loaded configuration for MLI: 3 features, 70.0% accuracy [2025-09-26T11:15:58.056763] [DEBUG] [LOCAL ] Loaded configuration for PRH: 3 features, 90.0% accuracy [2025-09-26T11:15:58.056959] [DEBUG] [LOCAL ] Loaded configuration for LOCL: 0 features, 80.0% accuracy [2025-09-26T11:15:58.057076] [DEBUG] [LOCAL ] Loaded configuration for HQL: 3 features, 60.0% accuracy [2025-09-26T11:15:58.057204] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 3 features, 90.0% accuracy [2025-09-26T11:15:58.057334] [DEBUG] [LOCAL ] Loaded configuration for FLO: 1 features, 80.0% accuracy [2025-09-26T11:15:58.057464] [DEBUG] [LOCAL ] Loaded configuration for PAR: 4 features, 80.0% accuracy [2025-09-26T11:15:58.057602] [DEBUG] [LOCAL ] Loaded configuration for CCL: 3 features, 80.0% accuracy [2025-09-26T11:15:58.057780] [DEBUG] [LOCAL ] Loaded configuration for MSB: 4 features, 80.0% accuracy [2025-09-26T11:15:58.057945] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 3 features, 100.0% accuracy [2025-09-26T11:15:58.058090] [DEBUG] [LOCAL ] Loaded configuration for ALL: 2 features, 60.0% accuracy [2025-09-26T11:15:58.058218] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 70.0% accuracy [2025-09-26T11:15:58.058353] [DEBUG] [LOCAL ] Loaded configuration for WH: 3 features, 70.0% accuracy [2025-09-26T11:15:58.058482] [DEBUG] [LOCAL ] Loaded configuration for SFL: 2 features, 70.0% accuracy [2025-09-26T11:15:58.058638] [DEBUG] [LOCAL ] Loaded configuration for CHN: 0 features, 70.0% accuracy [2025-09-26T11:15:58.058821] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 70.0% accuracy [2025-09-26T11:15:58.058959] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 2 features, 80.0% accuracy [2025-09-26T11:15:58.059138] [DEBUG] [LOCAL ] Loaded configuration for LMT: 4 features, 80.0% accuracy [2025-09-26T11:15:58.059274] [DEBUG] [LOCAL ] Loaded configuration for SYF: 3 features, 80.0% accuracy [2025-09-26T11:15:58.059404] [DEBUG] [LOCAL ] Loaded configuration for OWL: 0 features, 70.0% accuracy [2025-09-26T11:15:58.059557] [DEBUG] [LOCAL ] Loaded configuration for UCB: 1 features, 80.0% accuracy [2025-09-26T11:15:58.059718] [DEBUG] [LOCAL ] Loaded configuration for CMC: 1 features, 70.0% accuracy [2025-09-26T11:15:58.059849] [DEBUG] [LOCAL ] Loaded configuration for AWK: 1 features, 70.0% accuracy [2025-09-26T11:15:58.059992] [DEBUG] [LOCAL ] Loaded configuration for CTS: 3 features, 80.0% accuracy [2025-09-26T11:15:58.060159] [DEBUG] [LOCAL ] Loaded configuration for CULP: 3 features, 70.0% accuracy [2025-09-26T11:15:58.060313] [DEBUG] [LOCAL ] Loaded configuration for NGL: 1 features, 70.0% accuracy [2025-09-26T11:15:58.060465] [DEBUG] [LOCAL ] Loaded configuration for PGP: 1 features, 60.0% accuracy [2025-09-26T11:15:58.060604] [DEBUG] [LOCAL ] Loaded configuration for OIS: 2 features, 90.0% accuracy [2025-09-26T11:15:58.060783] [DEBUG] [LOCAL ] Loaded configuration for NYT: 1 features, 80.0% accuracy [2025-09-26T11:15:58.060933] [DEBUG] [LOCAL ] Loaded configuration for MATV: 2 features, 70.0% accuracy [2025-09-26T11:15:58.061098] [DEBUG] [LOCAL ] Loaded configuration for BOX: 0 features, 90.0% accuracy [2025-09-26T11:15:58.061249] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 50.0% accuracy [2025-09-26T11:15:58.061379] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 3 features, 70.0% accuracy [2025-09-26T11:15:58.061522] [DEBUG] [LOCAL ] Loaded configuration for NWG: 1 features, 50.0% accuracy [2025-09-26T11:15:58.061705] [DEBUG] [LOCAL ] Loaded configuration for TT: 5 features, 80.0% accuracy [2025-09-26T11:15:58.061863] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 2 features, 60.0% accuracy [2025-09-26T11:15:58.061996] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 70.0% accuracy [2025-09-26T11:15:58.062126] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-09-26T11:15:58.062278] [DEBUG] [LOCAL ] Loaded configuration for EVTL: 1 features, 80.0% accuracy [2025-09-26T11:15:58.062416] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 4 features, 70.0% accuracy [2025-09-26T11:15:58.062547] [DEBUG] [LOCAL ] Loaded configuration for XHR: 6 features, 70.0% accuracy [2025-09-26T11:15:58.062720] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 60.0% accuracy [2025-09-26T11:15:58.062877] [DEBUG] [LOCAL ] Loaded configuration for CUK: 3 features, 90.0% accuracy [2025-09-26T11:15:58.063016] [DEBUG] [LOCAL ] Loaded configuration for RFL: 2 features, 60.0% accuracy [2025-09-26T11:15:58.063152] [DEBUG] [LOCAL ] Loaded configuration for W: 4 features, 80.0% accuracy [2025-09-26T11:15:58.063320] [DEBUG] [LOCAL ] Loaded configuration for SAP: 3 features, 80.0% accuracy [2025-09-26T11:15:58.063451] [DEBUG] [LOCAL ] Loaded configuration for VAL: 4 features, 70.0% accuracy [2025-09-26T11:15:58.063625] [DEBUG] [LOCAL ] Loaded configuration for MAA: 4 features, 70.0% accuracy [2025-09-26T11:15:58.063775] [DEBUG] [LOCAL ] Loaded configuration for KBDC: 3 features, 60.0% accuracy [2025-09-26T11:15:58.063910] [DEBUG] [LOCAL ] Loaded configuration for NREF: 2 features, 90.0% accuracy [2025-09-26T11:15:58.064040] [DEBUG] [LOCAL ] Loaded configuration for VIRT: 2 features, 60.0% accuracy [2025-09-26T11:15:58.064200] [DEBUG] [LOCAL ] Loaded configuration for XYF: 0 features, 70.0% accuracy [2025-09-26T11:15:58.064365] [DEBUG] [LOCAL ] Loaded configuration for WMT: 1 features, 70.0% accuracy [2025-09-26T11:15:58.064524] [DEBUG] [LOCAL ] Loaded configuration for NMI: 4 features, 50.0% accuracy [2025-09-26T11:15:58.064716] [DEBUG] [LOCAL ] Loaded configuration for MUR: 1 features, 50.0% accuracy [2025-09-26T11:15:58.064846] [DEBUG] [LOCAL ] Loaded configuration for UFI: 1 features, 60.0% accuracy [2025-09-26T11:15:58.064988] [DEBUG] [LOCAL ] Loaded configuration for UHT: 3 features, 80.0% accuracy [2025-09-26T11:15:58.065120] [DEBUG] [LOCAL ] Loaded configuration for RF: 4 features, 70.0% accuracy [2025-09-26T11:15:58.065259] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 4 features, 80.0% accuracy [2025-09-26T11:15:58.065390] [DEBUG] [LOCAL ] Loaded configuration for BY: 2 features, 70.0% accuracy [2025-09-26T11:15:58.065549] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 2 features, 100.0% accuracy [2025-09-26T11:15:58.065717] [DEBUG] [LOCAL ] Loaded configuration for GEL: 2 features, 90.0% accuracy [2025-09-26T11:15:58.065906] [DEBUG] [LOCAL ] Loaded configuration for OGS: 1 features, 70.0% accuracy [2025-09-26T11:15:58.066081] [DEBUG] [LOCAL ] Loaded configuration for LPX: 0 features, 70.0% accuracy [2025-09-26T11:15:58.066213] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 60.0% accuracy [2025-09-26T11:15:58.066359] [DEBUG] [LOCAL ] Loaded configuration for TU: 3 features, 50.0% accuracy [2025-09-26T11:15:58.066489] [DEBUG] [LOCAL ] Loaded configuration for WIW: 0 features, 70.0% accuracy [2025-09-26T11:15:58.066671] [DEBUG] [LOCAL ] Loaded configuration for JHI: 2 features, 70.0% accuracy [2025-09-26T11:15:58.066869] [DEBUG] [LOCAL ] Loaded configuration for MCO: 4 features, 90.0% accuracy [2025-09-26T11:15:58.067004] [DEBUG] [LOCAL ] Loaded configuration for CODI: 1 features, 90.0% accuracy [2025-09-26T11:15:58.067140] [DEBUG] [LOCAL ] Loaded configuration for LEN: 2 features, 90.0% accuracy [2025-09-26T11:15:58.067270] [DEBUG] [LOCAL ] Loaded configuration for CIO: 3 features, 70.0% accuracy [2025-09-26T11:15:58.067396] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 2 features, 70.0% accuracy [2025-09-26T11:15:58.067525] [DEBUG] [LOCAL ] Loaded configuration for AMT: 3 features, 90.0% accuracy [2025-09-26T11:15:58.067681] [DEBUG] [LOCAL ] Loaded configuration for OPP: 4 features, 80.0% accuracy [2025-09-26T11:15:58.068716] [INFO ] [LOCAL ] Saved consolidated report: 2043 forecasts -> ./output/forecasts/full/2025-09-26.txt [2025-09-26T11:15:58.068817] [INFO ] [sig ] [1/1] Successfully generated report for 2025-09-26: 2043 entries [2025-09-26T11:15:58.068914] [INFO ] [sig ] ================================================== [2025-09-26T11:15:58.069058] [INFO ] [sig ] Report generation complete: 1/1 reports succeeded [2025-09-26T11:15:58.842785] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST' [2025-09-26T11:15:58.843021] [INFO ] [sig ] Email notification sent [2025-09-26T11:15:58.843609] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-09-26T11:15:58.843933] [INFO ] [STATE ] Last completion updated: 2025-09-26T11:15:58.843720 [2025-09-26T23:02:46.636875] [WARN ] [STATE ] State set to: RUNNING [2025-09-26T23:02:46.637111] [INFO ] [sig ] Generating forecasts for all active symbols [2025-09-26T23:02:46.637218] [INFO ] [LOCAL ] Clearing forecasts directory: ./output/forecasts [2025-09-26T23:02:46.741568] [INFO ] [LOCAL ] Forecasts directory cleared and recreated [2025-09-26T23:02:46.743083] [INFO ] [CACHE ] Retrieved 2043 active symbols from cache [2025-09-26T23:02:46.745133] [DEBUG] [LOCAL ] No files to prune - all symbols are valid [2025-09-26T23:02:46.745227] [INFO ] [sig ] Found 2043 active symbols to forecast [2025-09-26T23:02:46.745691] [INFO ] [sig ] [1/2043] Forecasting A... [2025-09-26T23:02:46.745765] [INFO ] [sig ] Generating forecast for: A [2025-09-26T23:02:46.745831] [DEBUG] [REMOTE ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'. [2025-09-26T23:02:46.770447] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'A'. [2025-09-26T23:02:46.770908] [INFO ] [FORECASTER] Starting predict_future for A [2025-09-26T23:02:46.801885] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:46.802722] [DEBUG] [LOCAL ] No optimal features file found for A: ./output/feature-sets/A.txt [2025-09-26T23:02:46.802782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:46.802822] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:46.802852] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:46.802915] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:46.821427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:46.822382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:46.822509] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:46.822568] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:46.872510] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:46.872702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:46.872780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:46.872816] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:46.877102] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=10.08%) [2025-09-26T23:02:46.877447] [INFO ] [FORECASTER] Completed predict_future for A [2025-09-26T23:02:46.877612] [INFO ] [sig ] A: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:47.032947] [INFO ] [LOCAL ] Saved forecast: A 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/A.txt [2025-09-26T23:02:47.033160] [INFO ] [sig ] [1/2043] Completed A in 0.3s | 3.48 sym/s | Total: 0.3s | ETA: 9.8m [2025-09-26T23:02:47.033207] [INFO ] [sig ] [2/2043] Forecasting AA... [2025-09-26T23:02:47.033240] [INFO ] [sig ] Generating forecast for: AA [2025-09-26T23:02:47.033274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'. [2025-09-26T23:02:47.045975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AA'. [2025-09-26T23:02:47.046478] [INFO ] [FORECASTER] Starting predict_future for AA [2025-09-26T23:02:47.075945] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:47.076940] [DEBUG] [LOCAL ] No optimal features file found for AA: ./output/feature-sets/AA.txt [2025-09-26T23:02:47.077003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:47.077043] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:47.077076] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:47.077138] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:47.096789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:47.097756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:47.097878] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:47.097915] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:47.144552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:47.144761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:47.144819] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:47.144850] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:47.149023] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: DOWN (p=14.69%) [2025-09-26T23:02:47.149368] [INFO ] [FORECASTER] Completed predict_future for AA [2025-09-26T23:02:47.149527] [INFO ] [sig ] AA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:47.307760] [INFO ] [LOCAL ] Saved forecast: AA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AA.txt [2025-09-26T23:02:47.307968] [INFO ] [sig ] [2/2043] Completed AA in 0.3s | 3.56 sym/s | Total: 0.6s | ETA: 9.6m [2025-09-26T23:02:47.308059] [INFO ] [sig ] [3/2043] Forecasting AAP... [2025-09-26T23:02:47.308125] [INFO ] [sig ] Generating forecast for: AAP [2025-09-26T23:02:47.308165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'. [2025-09-26T23:02:47.319818] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AAP'. [2025-09-26T23:02:47.320138] [INFO ] [FORECASTER] Starting predict_future for AAP [2025-09-26T23:02:47.347061] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:47.347888] [DEBUG] [LOCAL ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt [2025-09-26T23:02:47.347946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:47.347982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:47.348012] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:47.348089] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:47.367160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:47.367852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:47.367939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:47.367974] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:47.414378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:47.414612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:47.414706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:47.414757] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:47.419125] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=94.52%) [2025-09-26T23:02:47.419447] [INFO ] [FORECASTER] Completed predict_future for AAP [2025-09-26T23:02:47.419608] [INFO ] [sig ] AAP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:47.600255] [INFO ] [LOCAL ] Saved forecast: AAP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AAP.txt [2025-09-26T23:02:47.600551] [INFO ] [sig ] [3/2043] Completed AAP in 0.3s | 3.51 sym/s | Total: 0.9s | ETA: 9.7m [2025-09-26T23:02:47.600699] [INFO ] [sig ] [4/2043] Forecasting AAT... [2025-09-26T23:02:47.600747] [INFO ] [sig ] Generating forecast for: AAT [2025-09-26T23:02:47.600791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AAT' from 'https://tdm.silogroup.org/data/derivative_storage/AAT.csv'. [2025-09-26T23:02:47.607868] [WARN ] [REMOTE ] Historical data not found for symbol 'AAT' (404). [2025-09-26T23:02:47.608207] [FATAL] [sig ] AAT: No historical data fetched. [2025-09-26T23:02:47.608309] [WARN ] [sig ] [4/2043] Failed AAT after 0.0s | 4.64 sym/s | Total: 0.9s | ETA: 7.3m [2025-09-26T23:02:47.608361] [INFO ] [sig ] [5/2043] Forecasting ABBV... [2025-09-26T23:02:47.608417] [INFO ] [sig ] Generating forecast for: ABBV [2025-09-26T23:02:47.608474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABBV' from 'https://tdm.silogroup.org/data/derivative_storage/ABBV.csv'. [2025-09-26T23:02:47.625287] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABBV'. [2025-09-26T23:02:47.625843] [INFO ] [FORECASTER] Starting predict_future for ABBV [2025-09-26T23:02:47.659801] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:47.660687] [DEBUG] [LOCAL ] No optimal features file found for ABBV: ./output/feature-sets/ABBV.txt [2025-09-26T23:02:47.660750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:47.660789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:47.660819] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:47.660881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:47.679795] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:47.680740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:47.680843] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:47.680880] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:47.723069] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:47.723250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:47.723297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:47.723331] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:47.727388] [DEBUG] [FORECASTER] ABBV: Forecast T+1@11:T+2@11: DOWN (p=4.74%) [2025-09-26T23:02:47.727775] [INFO ] [FORECASTER] Completed predict_future for ABBV [2025-09-26T23:02:47.727944] [INFO ] [sig ] ABBV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:47.886432] [INFO ] [LOCAL ] Saved forecast: ABBV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ABBV.txt [2025-09-26T23:02:47.886728] [WARN ] [sig ] [5/2043] Failed ABBV after 0.3s | 4.38 sym/s | Total: 1.1s | ETA: 7.8m [2025-09-26T23:02:47.886818] [INFO ] [sig ] [6/2043] Forecasting ABEV... [2025-09-26T23:02:47.886859] [INFO ] [sig ] Generating forecast for: ABEV [2025-09-26T23:02:47.886895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABEV' from 'https://tdm.silogroup.org/data/derivative_storage/ABEV.csv'. [2025-09-26T23:02:47.898359] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABEV'. [2025-09-26T23:02:47.898812] [INFO ] [FORECASTER] Starting predict_future for ABEV [2025-09-26T23:02:47.928180] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:47.929087] [DEBUG] [LOCAL ] No optimal features file found for ABEV: ./output/feature-sets/ABEV.txt [2025-09-26T23:02:47.929148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:47.929186] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:47.929218] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:47.929280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:47.949281] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:47.950449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:47.950559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:47.950625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:47.989381] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:47.989562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:47.989613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:47.989686] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:47.993768] [DEBUG] [FORECASTER] ABEV: Forecast T+1@11:T+2@11: DOWN (p=18.02%) [2025-09-26T23:02:47.994079] [INFO ] [FORECASTER] Completed predict_future for ABEV [2025-09-26T23:02:47.994233] [INFO ] [sig ] ABEV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:48.152202] [INFO ] [LOCAL ] Saved forecast: ABEV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ABEV.txt [2025-09-26T23:02:48.152454] [WARN ] [sig ] [6/2043] Failed ABEV after 0.3s | 4.27 sym/s | Total: 1.4s | ETA: 8.0m [2025-09-26T23:02:48.152537] [INFO ] [sig ] [7/2043] Forecasting ABG... [2025-09-26T23:02:48.152580] [INFO ] [sig ] Generating forecast for: ABG [2025-09-26T23:02:48.152617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'. [2025-09-26T23:02:48.164023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABG'. [2025-09-26T23:02:48.164414] [INFO ] [FORECASTER] Starting predict_future for ABG [2025-09-26T23:02:48.191955] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:48.193085] [DEBUG] [LOCAL ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt [2025-09-26T23:02:48.193148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:48.193187] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:48.193218] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:48.193280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:48.213533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:48.214391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:48.214503] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:48.214549] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:48.259238] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:48.259451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:48.259527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:48.259561] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:48.264199] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=24.82%) [2025-09-26T23:02:48.264559] [INFO ] [FORECASTER] Completed predict_future for ABG [2025-09-26T23:02:48.264780] [INFO ] [sig ] ABG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:48.425140] [INFO ] [LOCAL ] Saved forecast: ABG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ABG.txt [2025-09-26T23:02:48.425383] [WARN ] [sig ] [7/2043] Failed ABG after 0.3s | 4.17 sym/s | Total: 1.7s | ETA: 8.1m [2025-09-26T23:02:48.425461] [INFO ] [sig ] [8/2043] Forecasting ABM... [2025-09-26T23:02:48.425503] [INFO ] [sig ] Generating forecast for: ABM [2025-09-26T23:02:48.425537] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'. [2025-09-26T23:02:48.437291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ABM'. [2025-09-26T23:02:48.437762] [INFO ] [FORECASTER] Starting predict_future for ABM [2025-09-26T23:02:48.465971] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:48.467032] [DEBUG] [LOCAL ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt [2025-09-26T23:02:48.467091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:48.467127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:48.467156] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:48.467215] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:48.487476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:48.488406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:48.488501] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:48.488536] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:48.529820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:48.530008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:48.530060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:48.530146] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:48.534685] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=82.81%) [2025-09-26T23:02:48.535023] [INFO ] [FORECASTER] Completed predict_future for ABM [2025-09-26T23:02:48.535182] [INFO ] [sig ] ABM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:48.693090] [INFO ] [LOCAL ] Saved forecast: ABM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ABM.txt [2025-09-26T23:02:48.693338] [WARN ] [sig ] [8/2043] Failed ABM after 0.3s | 4.11 sym/s | Total: 1.9s | ETA: 8.3m [2025-09-26T23:02:48.693424] [INFO ] [sig ] [9/2043] Forecasting ABR... [2025-09-26T23:02:48.693467] [INFO ] [sig ] Generating forecast for: ABR [2025-09-26T23:02:48.693504] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ABR' from 'https://tdm.silogroup.org/data/derivative_storage/ABR.csv'. [2025-09-26T23:02:48.700071] [WARN ] [REMOTE ] Historical data not found for symbol 'ABR' (404). [2025-09-26T23:02:48.700358] [FATAL] [sig ] ABR: No historical data fetched. [2025-09-26T23:02:48.700675] [WARN ] [sig ] [9/2043] Failed ABR after 0.0s | 4.60 sym/s | Total: 2.0s | ETA: 7.4m [2025-09-26T23:02:48.700781] [INFO ] [sig ] [10/2043] Forecasting ACEL... [2025-09-26T23:02:48.700852] [INFO ] [sig ] Generating forecast for: ACEL [2025-09-26T23:02:48.700915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'. [2025-09-26T23:02:48.712764] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACEL'. [2025-09-26T23:02:48.713251] [INFO ] [FORECASTER] Starting predict_future for ACEL [2025-09-26T23:02:48.741216] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:48.742118] [DEBUG] [LOCAL ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt [2025-09-26T23:02:48.742178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:48.742216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:48.742248] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:48.742308] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:48.761756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:48.762373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:48.762466] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:48.762502] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:48.801878] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:48.801993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:48.802035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:48.802068] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:48.805711] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=97.80%) [2025-09-26T23:02:48.806004] [INFO ] [FORECASTER] Completed predict_future for ACEL [2025-09-26T23:02:48.806149] [INFO ] [sig ] ACEL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:48.957671] [INFO ] [LOCAL ] Saved forecast: ACEL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ACEL.txt [2025-09-26T23:02:48.957879] [WARN ] [sig ] [10/2043] Failed ACEL after 0.3s | 4.52 sym/s | Total: 2.2s | ETA: 7.5m [2025-09-26T23:02:48.957954] [INFO ] [sig ] [11/2043] Forecasting ACHR... [2025-09-26T23:02:48.957994] [INFO ] [sig ] Generating forecast for: ACHR [2025-09-26T23:02:48.958028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACHR' from 'https://tdm.silogroup.org/data/derivative_storage/ACHR.csv'. [2025-09-26T23:02:48.963076] [WARN ] [REMOTE ] Historical data not found for symbol 'ACHR' (404). [2025-09-26T23:02:48.963268] [FATAL] [sig ] ACHR: No historical data fetched. [2025-09-26T23:02:48.963355] [WARN ] [sig ] [11/2043] Failed ACHR after 0.0s | 4.96 sym/s | Total: 2.2s | ETA: 6.8m [2025-09-26T23:02:48.963396] [INFO ] [sig ] [12/2043] Forecasting ACI... [2025-09-26T23:02:48.963428] [INFO ] [sig ] Generating forecast for: ACI [2025-09-26T23:02:48.963459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'. [2025-09-26T23:02:48.973320] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACI'. [2025-09-26T23:02:48.973620] [INFO ] [FORECASTER] Starting predict_future for ACI [2025-09-26T23:02:49.000772] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:49.001662] [DEBUG] [LOCAL ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt [2025-09-26T23:02:49.001727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:49.001765] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:49.001795] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:49.001855] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:49.020889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:49.021513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:49.021602] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:49.021637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:49.063405] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:49.063731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:49.063810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:49.063851] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:49.067899] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=24.85%) [2025-09-26T23:02:49.068193] [INFO ] [FORECASTER] Completed predict_future for ACI [2025-09-26T23:02:49.068339] [INFO ] [sig ] ACI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:49.220450] [INFO ] [LOCAL ] Saved forecast: ACI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ACI.txt [2025-09-26T23:02:49.220686] [WARN ] [sig ] [12/2043] Failed ACI after 0.3s | 4.85 sym/s | Total: 2.5s | ETA: 7.0m [2025-09-26T23:02:49.220771] [INFO ] [sig ] [13/2043] Forecasting ACP... [2025-09-26T23:02:49.220814] [INFO ] [sig ] Generating forecast for: ACP [2025-09-26T23:02:49.220851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'. [2025-09-26T23:02:49.232396] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACP'. [2025-09-26T23:02:49.232816] [INFO ] [FORECASTER] Starting predict_future for ACP [2025-09-26T23:02:49.259710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:49.260484] [DEBUG] [LOCAL ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt [2025-09-26T23:02:49.260543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:49.260630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:49.260710] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:49.260780] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:49.280245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:49.280960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:49.281064] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:49.281120] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:49.318403] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:49.318552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:49.318595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:49.318627] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:49.322542] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-09-26T23:02:49.322907] [INFO ] [FORECASTER] Completed predict_future for ACP [2025-09-26T23:02:49.323326] [INFO ] [sig ] ACP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:49.489010] [INFO ] [LOCAL ] Saved forecast: ACP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ACP.txt [2025-09-26T23:02:49.489263] [WARN ] [sig ] [13/2043] Failed ACP after 0.3s | 4.74 sym/s | Total: 2.7s | ETA: 7.1m [2025-09-26T23:02:49.489345] [INFO ] [sig ] [14/2043] Forecasting ACR... [2025-09-26T23:02:49.489386] [INFO ] [sig ] Generating forecast for: ACR [2025-09-26T23:02:49.489420] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACR' from 'https://tdm.silogroup.org/data/derivative_storage/ACR.csv'. [2025-09-26T23:02:49.502018] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACR'. [2025-09-26T23:02:49.502560] [INFO ] [FORECASTER] Starting predict_future for ACR [2025-09-26T23:02:49.533826] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:49.535140] [DEBUG] [LOCAL ] No optimal features file found for ACR: ./output/feature-sets/ACR.txt [2025-09-26T23:02:49.535208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:49.535246] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:49.535297] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:49.535359] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:49.556961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:49.558156] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:49.558256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:49.558293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:49.601604] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:49.601823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:49.601874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:49.601904] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:49.605791] [DEBUG] [FORECASTER] ACR: Forecast T+1@11:T+2@11: DOWN (p=2.62%) [2025-09-26T23:02:49.606115] [INFO ] [FORECASTER] Completed predict_future for ACR [2025-09-26T23:02:49.606260] [INFO ] [sig ] ACR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:49.827406] [INFO ] [LOCAL ] Saved forecast: ACR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ACR.txt [2025-09-26T23:02:49.827695] [WARN ] [sig ] [14/2043] Failed ACR after 0.3s | 4.54 sym/s | Total: 3.1s | ETA: 7.4m [2025-09-26T23:02:49.827782] [INFO ] [sig ] [15/2043] Forecasting ACV... [2025-09-26T23:02:49.827824] [INFO ] [sig ] Generating forecast for: ACV [2025-09-26T23:02:49.827861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ACV' from 'https://tdm.silogroup.org/data/derivative_storage/ACV.csv'. [2025-09-26T23:02:49.839842] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ACV'. [2025-09-26T23:02:49.840346] [INFO ] [FORECASTER] Starting predict_future for ACV [2025-09-26T23:02:49.869775] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:49.870736] [DEBUG] [LOCAL ] No optimal features file found for ACV: ./output/feature-sets/ACV.txt [2025-09-26T23:02:49.870797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:49.870836] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:49.870866] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:49.870927] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:49.892619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:49.893479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:49.893576] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:49.893614] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:49.934292] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:49.934463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:49.934507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:49.934539] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:49.938554] [DEBUG] [FORECASTER] ACV: Forecast T+1@11:T+2@11: UP (p=65.50%) [2025-09-26T23:02:49.938931] [INFO ] [FORECASTER] Completed predict_future for ACV [2025-09-26T23:02:49.939092] [INFO ] [sig ] ACV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:50.105378] [INFO ] [LOCAL ] Saved forecast: ACV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ACV.txt [2025-09-26T23:02:50.105797] [WARN ] [sig ] [15/2043] Failed ACV after 0.3s | 4.46 sym/s | Total: 3.4s | ETA: 7.6m [2025-09-26T23:02:50.105917] [INFO ] [sig ] [16/2043] Forecasting ADCT... [2025-09-26T23:02:50.105965] [INFO ] [sig ] Generating forecast for: ADCT [2025-09-26T23:02:50.106001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADCT' from 'https://tdm.silogroup.org/data/derivative_storage/ADCT.csv'. [2025-09-26T23:02:50.119331] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADCT'. [2025-09-26T23:02:50.119745] [INFO ] [FORECASTER] Starting predict_future for ADCT [2025-09-26T23:02:50.148903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:50.149904] [DEBUG] [LOCAL ] No optimal features file found for ADCT: ./output/feature-sets/ADCT.txt [2025-09-26T23:02:50.149966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:50.150002] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:50.150032] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:50.150100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:50.169570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:50.170588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:50.170710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:50.170762] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:50.210814] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:50.211022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:50.211080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:50.211114] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:50.218868] [DEBUG] [FORECASTER] ADCT: Forecast T+1@11:T+2@11: DOWN (p=23.29%) [2025-09-26T23:02:50.219178] [INFO ] [FORECASTER] Completed predict_future for ADCT [2025-09-26T23:02:50.219322] [INFO ] [sig ] ADCT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:50.373472] [INFO ] [LOCAL ] Saved forecast: ADCT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ADCT.txt [2025-09-26T23:02:50.373749] [WARN ] [sig ] [16/2043] Failed ADCT after 0.3s | 4.41 sym/s | Total: 3.6s | ETA: 7.7m [2025-09-26T23:02:50.373838] [INFO ] [sig ] [17/2043] Forecasting ADNT... [2025-09-26T23:02:50.373879] [INFO ] [sig ] Generating forecast for: ADNT [2025-09-26T23:02:50.373913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADNT' from 'https://tdm.silogroup.org/data/derivative_storage/ADNT.csv'. [2025-09-26T23:02:50.384943] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADNT'. [2025-09-26T23:02:50.385301] [INFO ] [FORECASTER] Starting predict_future for ADNT [2025-09-26T23:02:50.413936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:50.414873] [DEBUG] [LOCAL ] No optimal features file found for ADNT: ./output/feature-sets/ADNT.txt [2025-09-26T23:02:50.414937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:50.414973] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:50.415003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:50.415062] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:50.435007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:50.436004] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:50.436103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:50.436139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:50.476348] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:50.476530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:50.476588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:50.476629] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:50.480707] [DEBUG] [FORECASTER] ADNT: Forecast T+1@11:T+2@11: DOWN (p=2.22%) [2025-09-26T23:02:50.481072] [INFO ] [FORECASTER] Completed predict_future for ADNT [2025-09-26T23:02:50.481234] [INFO ] [sig ] ADNT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:50.645405] [INFO ] [LOCAL ] Saved forecast: ADNT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ADNT.txt [2025-09-26T23:02:50.645614] [WARN ] [sig ] [17/2043] Failed ADNT after 0.3s | 4.36 sym/s | Total: 3.9s | ETA: 7.7m [2025-09-26T23:02:50.645709] [INFO ] [sig ] [18/2043] Forecasting ADT... [2025-09-26T23:02:50.645750] [INFO ] [sig ] Generating forecast for: ADT [2025-09-26T23:02:50.645784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADT' from 'https://tdm.silogroup.org/data/derivative_storage/ADT.csv'. [2025-09-26T23:02:50.656198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADT'. [2025-09-26T23:02:50.656512] [INFO ] [FORECASTER] Starting predict_future for ADT [2025-09-26T23:02:50.690577] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:50.691439] [DEBUG] [LOCAL ] No optimal features file found for ADT: ./output/feature-sets/ADT.txt [2025-09-26T23:02:50.691511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:50.691558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:50.691589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:50.691671] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:50.710544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:50.711170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:50.711258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:50.711293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:50.749724] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:50.749815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:50.749853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:50.749883] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:50.754072] [DEBUG] [FORECASTER] ADT: Forecast T+1@11:T+2@11: DOWN (p=14.44%) [2025-09-26T23:02:50.754355] [INFO ] [FORECASTER] Completed predict_future for ADT [2025-09-26T23:02:50.754503] [INFO ] [sig ] ADT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:50.932615] [INFO ] [LOCAL ] Saved forecast: ADT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ADT.txt [2025-09-26T23:02:50.933023] [WARN ] [sig ] [18/2043] Failed ADT after 0.3s | 4.30 sym/s | Total: 4.2s | ETA: 7.9m [2025-09-26T23:02:50.933137] [INFO ] [sig ] [19/2043] Forecasting ADX... [2025-09-26T23:02:50.933189] [INFO ] [sig ] Generating forecast for: ADX [2025-09-26T23:02:50.933234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'. [2025-09-26T23:02:50.948386] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ADX'. [2025-09-26T23:02:50.949023] [INFO ] [FORECASTER] Starting predict_future for ADX [2025-09-26T23:02:50.993035] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:50.994127] [DEBUG] [LOCAL ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt [2025-09-26T23:02:50.994188] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:50.994224] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:50.994253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:50.994312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:51.013900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:51.014832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:51.014931] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:51.014968] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:51.055135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:51.055590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:51.055711] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:51.055764] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:51.060429] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=12.55%) [2025-09-26T23:02:51.060899] [INFO ] [FORECASTER] Completed predict_future for ADX [2025-09-26T23:02:51.061080] [INFO ] [sig ] ADX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:51.225899] [INFO ] [LOCAL ] Saved forecast: ADX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ADX.txt [2025-09-26T23:02:51.226151] [WARN ] [sig ] [19/2043] Failed ADX after 0.3s | 4.24 sym/s | Total: 4.5s | ETA: 8.0m [2025-09-26T23:02:51.226236] [INFO ] [sig ] [20/2043] Forecasting AEE... [2025-09-26T23:02:51.226314] [INFO ] [sig ] Generating forecast for: AEE [2025-09-26T23:02:51.226371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'. [2025-09-26T23:02:51.237386] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AEE'. [2025-09-26T23:02:51.237991] [INFO ] [FORECASTER] Starting predict_future for AEE [2025-09-26T23:02:51.269116] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:51.270132] [DEBUG] [LOCAL ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt [2025-09-26T23:02:51.270195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:51.270232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:51.270263] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:51.270325] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:51.289319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:51.290237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:51.290334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:51.290371] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:51.328497] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:51.328701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:51.328762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:51.328795] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:51.332497] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=5.37%) [2025-09-26T23:02:51.332835] [INFO ] [FORECASTER] Completed predict_future for AEE [2025-09-26T23:02:51.332991] [INFO ] [sig ] AEE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:51.483259] [INFO ] [LOCAL ] Saved forecast: AEE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AEE.txt [2025-09-26T23:02:51.483514] [WARN ] [sig ] [20/2043] Failed AEE after 0.3s | 4.22 sym/s | Total: 4.7s | ETA: 8.0m [2025-09-26T23:02:51.483594] [INFO ] [sig ] [21/2043] Forecasting AEO... [2025-09-26T23:02:51.483636] [INFO ] [sig ] Generating forecast for: AEO [2025-09-26T23:02:51.483717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'. [2025-09-26T23:02:51.494993] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AEO'. [2025-09-26T23:02:51.495361] [INFO ] [FORECASTER] Starting predict_future for AEO [2025-09-26T23:02:51.521526] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:51.522362] [DEBUG] [LOCAL ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt [2025-09-26T23:02:51.522420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:51.522456] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:51.522485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:51.522561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:51.542809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:51.543763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:51.543861] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:51.543898] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:51.581725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:51.581904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:51.581952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:51.581990] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:51.585944] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=91.04%) [2025-09-26T23:02:51.586262] [INFO ] [FORECASTER] Completed predict_future for AEO [2025-09-26T23:02:51.591147] [INFO ] [sig ] AEO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:51.743505] [INFO ] [LOCAL ] Saved forecast: AEO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AEO.txt [2025-09-26T23:02:51.743822] [WARN ] [sig ] [21/2043] Failed AEO after 0.3s | 4.20 sym/s | Total: 5.0s | ETA: 8.0m [2025-09-26T23:02:51.743932] [INFO ] [sig ] [22/2043] Forecasting AES... [2025-09-26T23:02:51.743977] [INFO ] [sig ] Generating forecast for: AES [2025-09-26T23:02:51.744014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'. [2025-09-26T23:02:51.757485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AES'. [2025-09-26T23:02:51.757928] [INFO ] [FORECASTER] Starting predict_future for AES [2025-09-26T23:02:51.786386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:51.787298] [DEBUG] [LOCAL ] No optimal features file found for AES: ./output/feature-sets/AES.txt [2025-09-26T23:02:51.787357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:51.787394] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:51.787424] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:51.787483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:51.806525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:51.807531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:51.807662] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:51.807904] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:51.852378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:51.852560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:51.852607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:51.852639] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:51.857145] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=95.51%) [2025-09-26T23:02:51.857622] [INFO ] [FORECASTER] Completed predict_future for AES [2025-09-26T23:02:51.857833] [INFO ] [sig ] AES: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:52.014135] [INFO ] [LOCAL ] Saved forecast: AES 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AES.txt [2025-09-26T23:02:52.014376] [WARN ] [sig ] [22/2043] Failed AES after 0.3s | 4.18 sym/s | Total: 5.3s | ETA: 8.1m [2025-09-26T23:02:52.014476] [INFO ] [sig ] [23/2043] Forecasting AESI... [2025-09-26T23:02:52.014517] [INFO ] [sig ] Generating forecast for: AESI [2025-09-26T23:02:52.014552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'. [2025-09-26T23:02:52.020070] [WARN ] [REMOTE ] Historical data not found for symbol 'AESI' (404). [2025-09-26T23:02:52.020281] [FATAL] [sig ] AESI: No historical data fetched. [2025-09-26T23:02:52.020385] [WARN ] [sig ] [23/2043] Failed AESI after 0.0s | 4.36 sym/s | Total: 5.3s | ETA: 7.7m [2025-09-26T23:02:52.020459] [INFO ] [sig ] [24/2043] Forecasting AFB... [2025-09-26T23:02:52.020501] [INFO ] [sig ] Generating forecast for: AFB [2025-09-26T23:02:52.020536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'. [2025-09-26T23:02:52.030286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AFB'. [2025-09-26T23:02:52.030707] [INFO ] [FORECASTER] Starting predict_future for AFB [2025-09-26T23:02:52.057788] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:52.058627] [DEBUG] [LOCAL ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt [2025-09-26T23:02:52.058714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:52.058757] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:52.058787] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:52.058847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:52.078607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:52.079725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:52.079826] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:52.079862] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:52.124575] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:52.124820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:52.124902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:52.124950] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:52.129143] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: UP (p=70.18%) [2025-09-26T23:02:52.129498] [INFO ] [FORECASTER] Completed predict_future for AFB [2025-09-26T23:02:52.129688] [INFO ] [sig ] AFB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:52.292916] [INFO ] [LOCAL ] Saved forecast: AFB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AFB.txt [2025-09-26T23:02:52.293164] [WARN ] [sig ] [24/2043] Failed AFB after 0.3s | 4.33 sym/s | Total: 5.5s | ETA: 7.8m [2025-09-26T23:02:52.293246] [INFO ] [sig ] [25/2043] Forecasting AFG... [2025-09-26T23:02:52.293289] [INFO ] [sig ] Generating forecast for: AFG [2025-09-26T23:02:52.293325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'. [2025-09-26T23:02:52.305436] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AFG'. [2025-09-26T23:02:52.306109] [INFO ] [FORECASTER] Starting predict_future for AFG [2025-09-26T23:02:52.343227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:52.344741] [DEBUG] [LOCAL ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt [2025-09-26T23:02:52.344822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:52.344872] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:52.344929] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:52.344994] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:52.366592] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:52.367696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:52.367801] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:52.367843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:52.409964] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:52.410140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:52.410188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:52.410233] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:52.414420] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=98.63%) [2025-09-26T23:02:52.414789] [INFO ] [FORECASTER] Completed predict_future for AFG [2025-09-26T23:02:52.414953] [INFO ] [sig ] AFG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:52.574873] [INFO ] [LOCAL ] Saved forecast: AFG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AFG.txt [2025-09-26T23:02:52.575132] [WARN ] [sig ] [25/2043] Failed AFG after 0.3s | 4.29 sym/s | Total: 5.8s | ETA: 7.8m [2025-09-26T23:02:52.575221] [INFO ] [sig ] [26/2043] Forecasting AFGB... [2025-09-26T23:02:52.575266] [INFO ] [sig ] Generating forecast for: AFGB [2025-09-26T23:02:52.575304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGB' from 'https://tdm.silogroup.org/data/derivative_storage/AFGB.csv'. [2025-09-26T23:02:52.586875] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AFGB'. [2025-09-26T23:02:52.587294] [INFO ] [FORECASTER] Starting predict_future for AFGB [2025-09-26T23:02:52.617139] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:52.618207] [DEBUG] [LOCAL ] No optimal features file found for AFGB: ./output/feature-sets/AFGB.txt [2025-09-26T23:02:52.618282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:52.618319] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:52.618349] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:52.618409] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:52.638042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:52.639027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:52.639135] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:52.639201] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:52.677799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:52.677973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:52.678019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:52.678051] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:52.682046] [DEBUG] [FORECASTER] AFGB: Forecast T+1@11:T+2@11: DOWN (p=30.31%) [2025-09-26T23:02:52.682432] [INFO ] [FORECASTER] Completed predict_future for AFGB [2025-09-26T23:02:52.682601] [INFO ] [sig ] AFGB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:52.838859] [INFO ] [LOCAL ] Saved forecast: AFGB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AFGB.txt [2025-09-26T23:02:52.839138] [WARN ] [sig ] [26/2043] Failed AFGB after 0.3s | 4.27 sym/s | Total: 6.1s | ETA: 7.9m [2025-09-26T23:02:52.839228] [INFO ] [sig ] [27/2043] Forecasting AFGC... [2025-09-26T23:02:52.839270] [INFO ] [sig ] Generating forecast for: AFGC [2025-09-26T23:02:52.839306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'. [2025-09-26T23:02:52.849858] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'AFGC'. [2025-09-26T23:02:52.850200] [INFO ] [FORECASTER] Starting predict_future for AFGC [2025-09-26T23:02:52.878156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:52.879041] [DEBUG] [LOCAL ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt [2025-09-26T23:02:52.879139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:52.879195] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:52.879412] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:52.879512] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:52.898119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:52.899006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:52.899101] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:52.899138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:52.935951] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:52.936130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:52.936178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:52.936211] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:52.940330] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=26.38%) [2025-09-26T23:02:52.940638] [INFO ] [FORECASTER] Completed predict_future for AFGC [2025-09-26T23:02:52.940907] [INFO ] [sig ] AFGC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:53.100794] [INFO ] [LOCAL ] Saved forecast: AFGC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AFGC.txt [2025-09-26T23:02:53.101119] [WARN ] [sig ] [27/2043] Failed AFGC after 0.3s | 4.25 sym/s | Total: 6.4s | ETA: 7.9m [2025-09-26T23:02:53.101208] [INFO ] [sig ] [28/2043] Forecasting AFGD... [2025-09-26T23:02:53.101262] [INFO ] [sig ] Generating forecast for: AFGD [2025-09-26T23:02:53.101334] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGD' from 'https://tdm.silogroup.org/data/derivative_storage/AFGD.csv'. [2025-09-26T23:02:53.112733] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'AFGD'. [2025-09-26T23:02:53.113134] [INFO ] [FORECASTER] Starting predict_future for AFGD [2025-09-26T23:02:53.141528] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:53.142400] [DEBUG] [LOCAL ] No optimal features file found for AFGD: ./output/feature-sets/AFGD.txt [2025-09-26T23:02:53.142459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:53.142496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:53.142526] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:53.142587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:53.161969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:53.162533] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:53.162619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:53.162686] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:53.203530] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:53.203738] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:53.203795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:53.203829] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:53.207853] [DEBUG] [FORECASTER] AFGD: Forecast T+1@11:T+2@11: UP (p=71.63%) [2025-09-26T23:02:53.208258] [INFO ] [FORECASTER] Completed predict_future for AFGD [2025-09-26T23:02:53.208423] [INFO ] [sig ] AFGD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:53.368865] [INFO ] [LOCAL ] Saved forecast: AFGD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AFGD.txt [2025-09-26T23:02:53.369151] [WARN ] [sig ] [28/2043] Failed AFGD after 0.3s | 4.23 sym/s | Total: 6.6s | ETA: 7.9m [2025-09-26T23:02:53.369238] [INFO ] [sig ] [29/2043] Forecasting AFGE... [2025-09-26T23:02:53.369280] [INFO ] [sig ] Generating forecast for: AFGE [2025-09-26T23:02:53.369314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFGE' from 'https://tdm.silogroup.org/data/derivative_storage/AFGE.csv'. [2025-09-26T23:02:53.374542] [WARN ] [REMOTE ] Historical data not found for symbol 'AFGE' (404). [2025-09-26T23:02:53.374760] [FATAL] [sig ] AFGE: No historical data fetched. [2025-09-26T23:02:53.374862] [WARN ] [sig ] [29/2043] Failed AFGE after 0.0s | 4.37 sym/s | Total: 6.6s | ETA: 7.7m [2025-09-26T23:02:53.374936] [INFO ] [sig ] [30/2043] Forecasting AFL... [2025-09-26T23:02:53.374981] [INFO ] [sig ] Generating forecast for: AFL [2025-09-26T23:02:53.375014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'. [2025-09-26T23:02:53.379422] [WARN ] [REMOTE ] Historical data not found for symbol 'AFL' (404). [2025-09-26T23:02:53.379802] [FATAL] [sig ] AFL: No historical data fetched. [2025-09-26T23:02:53.379882] [WARN ] [sig ] [30/2043] Failed AFL after 0.0s | 4.52 sym/s | Total: 6.6s | ETA: 7.4m [2025-09-26T23:02:53.379945] [INFO ] [sig ] [31/2043] Forecasting AG... [2025-09-26T23:02:53.379984] [INFO ] [sig ] Generating forecast for: AG [2025-09-26T23:02:53.380014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'. [2025-09-26T23:02:53.391019] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AG'. [2025-09-26T23:02:53.391343] [INFO ] [FORECASTER] Starting predict_future for AG [2025-09-26T23:02:53.419160] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:53.419965] [DEBUG] [LOCAL ] No optimal features file found for AG: ./output/feature-sets/AG.txt [2025-09-26T23:02:53.420023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:53.420059] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:53.420088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:53.420147] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:53.439391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:53.440189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:53.440280] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:53.440315] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:53.478728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:53.478873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:53.478915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:53.478945] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:53.482802] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=21.39%) [2025-09-26T23:02:53.483099] [INFO ] [FORECASTER] Completed predict_future for AG [2025-09-26T23:02:53.483249] [INFO ] [sig ] AG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:53.636274] [INFO ] [LOCAL ] Saved forecast: AG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AG.txt [2025-09-26T23:02:53.636577] [WARN ] [sig ] [31/2043] Failed AG after 0.3s | 4.50 sym/s | Total: 6.9s | ETA: 7.5m [2025-09-26T23:02:53.636691] [INFO ] [sig ] [32/2043] Forecasting AGCO... [2025-09-26T23:02:53.636742] [INFO ] [sig ] Generating forecast for: AGCO [2025-09-26T23:02:53.636779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'. [2025-09-26T23:02:53.648161] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGCO'. [2025-09-26T23:02:53.648529] [INFO ] [FORECASTER] Starting predict_future for AGCO [2025-09-26T23:02:53.677382] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:53.678288] [DEBUG] [LOCAL ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt [2025-09-26T23:02:53.678347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:53.678384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:53.678434] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:53.678498] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:53.698197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:53.699172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:53.699275] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:53.699311] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:53.741254] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:53.741432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:53.741478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:53.741511] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:53.745337] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=88.56%) [2025-09-26T23:02:53.745712] [INFO ] [FORECASTER] Completed predict_future for AGCO [2025-09-26T23:02:53.745899] [INFO ] [sig ] AGCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:53.914089] [INFO ] [LOCAL ] Saved forecast: AGCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AGCO.txt [2025-09-26T23:02:53.914392] [WARN ] [sig ] [32/2043] Failed AGCO after 0.3s | 4.46 sym/s | Total: 7.2s | ETA: 7.5m [2025-09-26T23:02:53.914450] [INFO ] [sig ] [33/2043] Forecasting AGD... [2025-09-26T23:02:53.914483] [INFO ] [sig ] Generating forecast for: AGD [2025-09-26T23:02:53.914522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'. [2025-09-26T23:02:53.927418] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGD'. [2025-09-26T23:02:53.927992] [INFO ] [FORECASTER] Starting predict_future for AGD [2025-09-26T23:02:53.958005] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:53.958934] [DEBUG] [LOCAL ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt [2025-09-26T23:02:53.958998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:53.959037] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:53.959068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:53.959129] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:53.979334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:53.980349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:53.980464] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:53.980538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:54.023679] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:54.023863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:54.023912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:54.023945] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:54.027984] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=87.56%) [2025-09-26T23:02:54.028304] [INFO ] [FORECASTER] Completed predict_future for AGD [2025-09-26T23:02:54.028453] [INFO ] [sig ] AGD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:54.182273] [INFO ] [LOCAL ] Saved forecast: AGD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AGD.txt [2025-09-26T23:02:54.182541] [WARN ] [sig ] [33/2043] Failed AGD after 0.3s | 4.44 sym/s | Total: 7.4s | ETA: 7.5m [2025-09-26T23:02:54.182622] [INFO ] [sig ] [34/2043] Forecasting AGI... [2025-09-26T23:02:54.182701] [INFO ] [sig ] Generating forecast for: AGI [2025-09-26T23:02:54.182749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'. [2025-09-26T23:02:54.194416] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGI'. [2025-09-26T23:02:54.194901] [INFO ] [FORECASTER] Starting predict_future for AGI [2025-09-26T23:02:54.223535] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:54.224419] [DEBUG] [LOCAL ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt [2025-09-26T23:02:54.224484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:54.224522] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:54.224553] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:54.224614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:54.244932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:54.245962] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:54.246068] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:54.246103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:54.287187] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:54.287427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:54.287481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:54.287517] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:54.292163] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=41.39%) [2025-09-26T23:02:54.292596] [INFO ] [FORECASTER] Completed predict_future for AGI [2025-09-26T23:02:54.292835] [INFO ] [sig ] AGI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:54.452940] [INFO ] [LOCAL ] Saved forecast: AGI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AGI.txt [2025-09-26T23:02:54.453207] [WARN ] [sig ] [34/2043] Failed AGI after 0.3s | 4.41 sym/s | Total: 7.7s | ETA: 7.6m [2025-09-26T23:02:54.453319] [INFO ] [sig ] [35/2043] Forecasting AGL... [2025-09-26T23:02:54.453361] [INFO ] [sig ] Generating forecast for: AGL [2025-09-26T23:02:54.453395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGL' from 'https://tdm.silogroup.org/data/derivative_storage/AGL.csv'. [2025-09-26T23:02:54.465000] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGL'. [2025-09-26T23:02:54.465468] [INFO ] [FORECASTER] Starting predict_future for AGL [2025-09-26T23:02:54.494356] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:54.495416] [DEBUG] [LOCAL ] No optimal features file found for AGL: ./output/feature-sets/AGL.txt [2025-09-26T23:02:54.495475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:54.495514] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:54.495544] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:54.495613] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:54.515664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:54.516486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:54.516579] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:54.516615] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:54.558873] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:54.559043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:54.559086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:54.559116] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:54.563217] [DEBUG] [FORECASTER] AGL: Forecast T+1@11:T+2@11: UP (p=99.24%) [2025-09-26T23:02:54.563513] [INFO ] [FORECASTER] Completed predict_future for AGL [2025-09-26T23:02:54.563691] [INFO ] [sig ] AGL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:54.721156] [INFO ] [LOCAL ] Saved forecast: AGL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AGL.txt [2025-09-26T23:02:54.721485] [WARN ] [sig ] [35/2043] Failed AGL after 0.3s | 4.39 sym/s | Total: 8.0s | ETA: 7.6m [2025-09-26T23:02:54.721569] [INFO ] [sig ] [36/2043] Forecasting AGM... [2025-09-26T23:02:54.721611] [INFO ] [sig ] Generating forecast for: AGM [2025-09-26T23:02:54.721668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'. [2025-09-26T23:02:54.734565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGM'. [2025-09-26T23:02:54.735041] [INFO ] [FORECASTER] Starting predict_future for AGM [2025-09-26T23:02:54.763497] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:54.764376] [DEBUG] [LOCAL ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt [2025-09-26T23:02:54.764436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:54.764528] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:54.764570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:54.764633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:54.784307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:54.785084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:54.785187] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:54.785232] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:54.822275] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:54.822394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:54.822440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:54.822471] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:54.825964] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=86.48%) [2025-09-26T23:02:54.826248] [INFO ] [FORECASTER] Completed predict_future for AGM [2025-09-26T23:02:54.826431] [INFO ] [sig ] AGM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:54.982856] [INFO ] [LOCAL ] Saved forecast: AGM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AGM.txt [2025-09-26T23:02:54.983098] [WARN ] [sig ] [36/2043] Failed AGM after 0.3s | 4.37 sym/s | Total: 8.2s | ETA: 7.7m [2025-09-26T23:02:54.983177] [INFO ] [sig ] [37/2043] Forecasting AGO... [2025-09-26T23:02:54.983218] [INFO ] [sig ] Generating forecast for: AGO [2025-09-26T23:02:54.983256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'. [2025-09-26T23:02:54.994182] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGO'. [2025-09-26T23:02:54.994687] [INFO ] [FORECASTER] Starting predict_future for AGO [2025-09-26T23:02:55.023348] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:55.024228] [DEBUG] [LOCAL ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt [2025-09-26T23:02:55.024289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:55.024327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:55.024359] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:55.024422] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:55.043992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:55.045018] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:55.045129] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:55.045167] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:55.085527] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:55.085764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:55.085831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:55.085880] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:55.089922] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: UP (p=89.37%) [2025-09-26T23:02:55.090327] [INFO ] [FORECASTER] Completed predict_future for AGO [2025-09-26T23:02:55.090484] [INFO ] [sig ] AGO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:55.246680] [INFO ] [LOCAL ] Saved forecast: AGO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AGO.txt [2025-09-26T23:02:55.246975] [WARN ] [sig ] [37/2043] Failed AGO after 0.3s | 4.35 sym/s | Total: 8.5s | ETA: 7.7m [2025-09-26T23:02:55.247064] [INFO ] [sig ] [38/2043] Forecasting AGRO... [2025-09-26T23:02:55.247106] [INFO ] [sig ] Generating forecast for: AGRO [2025-09-26T23:02:55.247142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'. [2025-09-26T23:02:55.260290] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGRO'. [2025-09-26T23:02:55.260887] [INFO ] [FORECASTER] Starting predict_future for AGRO [2025-09-26T23:02:55.289098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:55.290009] [DEBUG] [LOCAL ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt [2025-09-26T23:02:55.290073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:55.290110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:55.290140] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:55.290200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:55.309125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:55.309941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:55.310035] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:55.310071] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:55.346362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:55.346545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:55.346591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:55.346622] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:55.350404] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=5.02%) [2025-09-26T23:02:55.350789] [INFO ] [FORECASTER] Completed predict_future for AGRO [2025-09-26T23:02:55.350951] [INFO ] [sig ] AGRO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:55.511784] [INFO ] [LOCAL ] Saved forecast: AGRO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AGRO.txt [2025-09-26T23:02:55.512072] [WARN ] [sig ] [38/2043] Failed AGRO after 0.3s | 4.33 sym/s | Total: 8.8s | ETA: 7.7m [2025-09-26T23:02:55.512157] [INFO ] [sig ] [39/2043] Forecasting AGX... [2025-09-26T23:02:55.512198] [INFO ] [sig ] Generating forecast for: AGX [2025-09-26T23:02:55.512232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'. [2025-09-26T23:02:55.523370] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AGX'. [2025-09-26T23:02:55.523793] [INFO ] [FORECASTER] Starting predict_future for AGX [2025-09-26T23:02:55.550746] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:55.551592] [DEBUG] [LOCAL ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt [2025-09-26T23:02:55.551673] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:55.551728] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:55.551761] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:55.551839] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:55.571055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:55.571930] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:55.572020] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:55.572056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:55.613275] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:55.613522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:55.613585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:55.613618] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:55.622108] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=52.33%) [2025-09-26T23:02:55.622491] [INFO ] [FORECASTER] Completed predict_future for AGX [2025-09-26T23:02:55.622690] [INFO ] [sig ] AGX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:55.778365] [INFO ] [LOCAL ] Saved forecast: AGX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AGX.txt [2025-09-26T23:02:55.778700] [WARN ] [sig ] [39/2043] Failed AGX after 0.3s | 4.32 sym/s | Total: 9.0s | ETA: 7.7m [2025-09-26T23:02:55.778814] [INFO ] [sig ] [40/2043] Forecasting AHH... [2025-09-26T23:02:55.778872] [INFO ] [sig ] Generating forecast for: AHH [2025-09-26T23:02:55.778914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'. [2025-09-26T23:02:55.785114] [WARN ] [REMOTE ] Historical data not found for symbol 'AHH' (404). [2025-09-26T23:02:55.785332] [FATAL] [sig ] AHH: No historical data fetched. [2025-09-26T23:02:55.785469] [WARN ] [sig ] [40/2043] Failed AHH after 0.0s | 4.42 sym/s | Total: 9.0s | ETA: 7.5m [2025-09-26T23:02:55.785541] [INFO ] [sig ] [41/2043] Forecasting AHR... [2025-09-26T23:02:55.785582] [INFO ] [sig ] Generating forecast for: AHR [2025-09-26T23:02:55.785615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHR' from 'https://tdm.silogroup.org/data/derivative_storage/AHR.csv'. [2025-09-26T23:02:55.795670] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AHR'. [2025-09-26T23:02:55.796112] [INFO ] [FORECASTER] Starting predict_future for AHR [2025-09-26T23:02:55.825735] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:55.826735] [DEBUG] [LOCAL ] No optimal features file found for AHR: ./output/feature-sets/AHR.txt [2025-09-26T23:02:55.826799] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:55.826835] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:55.826865] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:55.826924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:55.845576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:55.846665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:55.846773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:55.846810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:55.887929] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:55.888106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:55.888151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:55.888182] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:55.891987] [DEBUG] [FORECASTER] AHR: Forecast T+1@11:T+2@11: DOWN (p=45.51%) [2025-09-26T23:02:55.892318] [INFO ] [FORECASTER] Completed predict_future for AHR [2025-09-26T23:02:55.892467] [INFO ] [sig ] AHR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:56.050250] [INFO ] [LOCAL ] Saved forecast: AHR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AHR.txt [2025-09-26T23:02:56.050566] [WARN ] [sig ] [41/2043] Failed AHR after 0.3s | 4.41 sym/s | Total: 9.3s | ETA: 7.6m [2025-09-26T23:02:56.050679] [INFO ] [sig ] [42/2043] Forecasting AHT... [2025-09-26T23:02:56.050733] [INFO ] [sig ] Generating forecast for: AHT [2025-09-26T23:02:56.050771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AHT' from 'https://tdm.silogroup.org/data/derivative_storage/AHT.csv'. [2025-09-26T23:02:56.061538] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AHT'. [2025-09-26T23:02:56.061977] [INFO ] [FORECASTER] Starting predict_future for AHT [2025-09-26T23:02:56.089998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:56.090919] [DEBUG] [LOCAL ] No optimal features file found for AHT: ./output/feature-sets/AHT.txt [2025-09-26T23:02:56.090980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:56.091017] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:56.091047] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:56.091107] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:56.110639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:56.111553] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:56.111673] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:56.111730] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:56.151636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:56.151847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:56.151894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:56.151925] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:56.155839] [DEBUG] [FORECASTER] AHT: Forecast T+1@11:T+2@11: DOWN (p=8.23%) [2025-09-26T23:02:56.156225] [INFO ] [FORECASTER] Completed predict_future for AHT [2025-09-26T23:02:56.156432] [INFO ] [sig ] AHT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:56.324202] [INFO ] [LOCAL ] Saved forecast: AHT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AHT.txt [2025-09-26T23:02:56.324459] [WARN ] [sig ] [42/2043] Failed AHT after 0.3s | 4.38 sym/s | Total: 9.6s | ETA: 7.6m [2025-09-26T23:02:56.324541] [INFO ] [sig ] [43/2043] Forecasting AI... [2025-09-26T23:02:56.324582] [INFO ] [sig ] Generating forecast for: AI [2025-09-26T23:02:56.324616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'. [2025-09-26T23:02:56.335284] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AI'. [2025-09-26T23:02:56.335618] [INFO ] [FORECASTER] Starting predict_future for AI [2025-09-26T23:02:56.361777] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:56.362558] [DEBUG] [LOCAL ] No optimal features file found for AI: ./output/feature-sets/AI.txt [2025-09-26T23:02:56.362615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:56.362679] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:56.362727] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:56.362790] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:56.380981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:56.381718] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:56.381809] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:56.381845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:56.420202] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:56.420412] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:56.420465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:56.420517] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:56.424355] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=48.96%) [2025-09-26T23:02:56.424682] [INFO ] [FORECASTER] Completed predict_future for AI [2025-09-26T23:02:56.424844] [INFO ] [sig ] AI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:56.597465] [INFO ] [LOCAL ] Saved forecast: AI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AI.txt [2025-09-26T23:02:56.597873] [WARN ] [sig ] [43/2043] Failed AI after 0.3s | 4.36 sym/s | Total: 9.9s | ETA: 7.6m [2025-09-26T23:02:56.597963] [INFO ] [sig ] [44/2043] Forecasting AIG... [2025-09-26T23:02:56.598005] [INFO ] [sig ] Generating forecast for: AIG [2025-09-26T23:02:56.598347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'. [2025-09-26T23:02:56.612419] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIG'. [2025-09-26T23:02:56.612882] [INFO ] [FORECASTER] Starting predict_future for AIG [2025-09-26T23:02:56.641800] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:56.642616] [DEBUG] [LOCAL ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt [2025-09-26T23:02:56.642700] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:56.642747] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:56.642780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:56.642841] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:56.661783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:56.662489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:56.662584] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:56.662621] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:56.703124] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:56.703293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:56.703337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:56.703369] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:56.707457] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=52.00%) [2025-09-26T23:02:56.707874] [INFO ] [FORECASTER] Completed predict_future for AIG [2025-09-26T23:02:56.708036] [INFO ] [sig ] AIG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:56.859114] [INFO ] [LOCAL ] Saved forecast: AIG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AIG.txt [2025-09-26T23:02:56.859371] [WARN ] [sig ] [44/2043] Failed AIG after 0.3s | 4.35 sym/s | Total: 10.1s | ETA: 7.7m [2025-09-26T23:02:56.859450] [INFO ] [sig ] [45/2043] Forecasting AIN... [2025-09-26T23:02:56.859491] [INFO ] [sig ] Generating forecast for: AIN [2025-09-26T23:02:56.859525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIN' from 'https://tdm.silogroup.org/data/derivative_storage/AIN.csv'. [2025-09-26T23:02:56.869737] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIN'. [2025-09-26T23:02:56.870083] [INFO ] [FORECASTER] Starting predict_future for AIN [2025-09-26T23:02:56.896632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:56.897492] [DEBUG] [LOCAL ] No optimal features file found for AIN: ./output/feature-sets/AIN.txt [2025-09-26T23:02:56.897552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:56.897589] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:56.897619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:56.897709] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:56.916316] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:56.917130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:56.917226] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:56.917261] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:56.953990] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:56.954149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:56.954202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:56.954236] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:56.957960] [DEBUG] [FORECASTER] AIN: Forecast T+1@11:T+2@11: DOWN (p=25.60%) [2025-09-26T23:02:56.958261] [INFO ] [FORECASTER] Completed predict_future for AIN [2025-09-26T23:02:56.958402] [INFO ] [sig ] AIN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:57.110999] [INFO ] [LOCAL ] Saved forecast: AIN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AIN.txt [2025-09-26T23:02:57.111240] [WARN ] [sig ] [45/2043] Failed AIN after 0.3s | 4.34 sym/s | Total: 10.4s | ETA: 7.7m [2025-09-26T23:02:57.111320] [INFO ] [sig ] [46/2043] Forecasting AIO... [2025-09-26T23:02:57.111360] [INFO ] [sig ] Generating forecast for: AIO [2025-09-26T23:02:57.111396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'. [2025-09-26T23:02:57.121811] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIO'. [2025-09-26T23:02:57.122180] [INFO ] [FORECASTER] Starting predict_future for AIO [2025-09-26T23:02:57.148917] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:57.149737] [DEBUG] [LOCAL ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt [2025-09-26T23:02:57.149796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:57.149833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:57.149863] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:57.149923] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:57.168867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:57.169478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:57.169568] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:57.169605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:57.210695] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:57.210933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:57.211016] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:57.211072] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:57.215780] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: DOWN (p=4.46%) [2025-09-26T23:02:57.216157] [INFO ] [FORECASTER] Completed predict_future for AIO [2025-09-26T23:02:57.216360] [INFO ] [sig ] AIO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:57.369261] [INFO ] [LOCAL ] Saved forecast: AIO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AIO.txt [2025-09-26T23:02:57.369498] [WARN ] [sig ] [46/2043] Failed AIO after 0.3s | 4.33 sym/s | Total: 10.6s | ETA: 7.7m [2025-09-26T23:02:57.369580] [INFO ] [sig ] [47/2043] Forecasting AIT... [2025-09-26T23:02:57.369621] [INFO ] [sig ] Generating forecast for: AIT [2025-09-26T23:02:57.369687] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIT' from 'https://tdm.silogroup.org/data/derivative_storage/AIT.csv'. [2025-09-26T23:02:57.380980] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIT'. [2025-09-26T23:02:57.381325] [INFO ] [FORECASTER] Starting predict_future for AIT [2025-09-26T23:02:57.408819] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:57.409629] [DEBUG] [LOCAL ] No optimal features file found for AIT: ./output/feature-sets/AIT.txt [2025-09-26T23:02:57.409713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:57.409754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:57.409783] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:57.409901] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:57.428445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:57.429153] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:57.429242] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:57.429278] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:57.473147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:57.473331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:57.473380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:57.473417] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:57.477876] [DEBUG] [FORECASTER] AIT: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-09-26T23:02:57.478201] [INFO ] [FORECASTER] Completed predict_future for AIT [2025-09-26T23:02:57.478367] [INFO ] [sig ] AIT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:57.626799] [INFO ] [LOCAL ] Saved forecast: AIT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AIT.txt [2025-09-26T23:02:57.627065] [WARN ] [sig ] [47/2043] Failed AIT after 0.3s | 4.32 sym/s | Total: 10.9s | ETA: 7.7m [2025-09-26T23:02:57.627149] [INFO ] [sig ] [48/2043] Forecasting AIV... [2025-09-26T23:02:57.627192] [INFO ] [sig ] Generating forecast for: AIV [2025-09-26T23:02:57.627228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIV' from 'https://tdm.silogroup.org/data/derivative_storage/AIV.csv'. [2025-09-26T23:02:57.638033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIV'. [2025-09-26T23:02:57.638328] [INFO ] [FORECASTER] Starting predict_future for AIV [2025-09-26T23:02:57.665047] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:57.665865] [DEBUG] [LOCAL ] No optimal features file found for AIV: ./output/feature-sets/AIV.txt [2025-09-26T23:02:57.665923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:57.665959] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:57.665988] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:57.666047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:57.684182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:57.684967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:57.685059] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:57.685094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:57.723276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:57.723451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:57.723496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:57.723526] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:57.727562] [DEBUG] [FORECASTER] AIV: Forecast T+1@11:T+2@11: UP (p=81.99%) [2025-09-26T23:02:57.727955] [INFO ] [FORECASTER] Completed predict_future for AIV [2025-09-26T23:02:57.728153] [INFO ] [sig ] AIV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:57.883568] [INFO ] [LOCAL ] Saved forecast: AIV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AIV.txt [2025-09-26T23:02:57.883857] [WARN ] [sig ] [48/2043] Failed AIV after 0.3s | 4.31 sym/s | Total: 11.1s | ETA: 7.7m [2025-09-26T23:02:57.883957] [INFO ] [sig ] [49/2043] Forecasting AIZ... [2025-09-26T23:02:57.883999] [INFO ] [sig ] Generating forecast for: AIZ [2025-09-26T23:02:57.884035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZ' from 'https://tdm.silogroup.org/data/derivative_storage/AIZ.csv'. [2025-09-26T23:02:57.894635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIZ'. [2025-09-26T23:02:57.895002] [INFO ] [FORECASTER] Starting predict_future for AIZ [2025-09-26T23:02:57.921673] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:57.922484] [DEBUG] [LOCAL ] No optimal features file found for AIZ: ./output/feature-sets/AIZ.txt [2025-09-26T23:02:57.922574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:57.922623] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:57.922689] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:57.922764] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:57.946974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:57.948814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:57.948913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:57.948951] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:57.987099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:57.987306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:57.987362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:57.987394] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:57.991330] [DEBUG] [FORECASTER] AIZ: Forecast T+1@11:T+2@11: UP (p=76.03%) [2025-09-26T23:02:57.991630] [INFO ] [FORECASTER] Completed predict_future for AIZ [2025-09-26T23:02:57.991816] [INFO ] [sig ] AIZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:02:58.143802] [INFO ] [LOCAL ] Saved forecast: AIZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AIZ.txt [2025-09-26T23:02:58.144081] [WARN ] [sig ] [49/2043] Failed AIZ after 0.3s | 4.30 sym/s | Total: 11.4s | ETA: 7.7m [2025-09-26T23:02:58.144168] [INFO ] [sig ] [50/2043] Forecasting AIZN... [2025-09-26T23:02:58.144208] [INFO ] [sig ] Generating forecast for: AIZN [2025-09-26T23:02:58.144243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'. [2025-09-26T23:02:58.156674] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AIZN'. [2025-09-26T23:02:58.156980] [INFO ] [FORECASTER] Starting predict_future for AIZN [2025-09-26T23:02:58.184280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:58.185092] [DEBUG] [LOCAL ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt [2025-09-26T23:02:58.185154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:58.185189] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:58.185218] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:58.185275] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:58.203692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:58.204412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:58.204506] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:58.204543] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:58.238300] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:58.238391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:58.238429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:58.238477] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:58.241851] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=41.76%) [2025-09-26T23:02:58.242131] [INFO ] [FORECASTER] Completed predict_future for AIZN [2025-09-26T23:02:58.242469] [INFO ] [sig ] AIZN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:58.389752] [INFO ] [LOCAL ] Saved forecast: AIZN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AIZN.txt [2025-09-26T23:02:58.390012] [WARN ] [sig ] [50/2043] Failed AIZN after 0.2s | 4.29 sym/s | Total: 11.6s | ETA: 7.7m [2025-09-26T23:02:58.390093] [INFO ] [sig ] [51/2043] Forecasting AJG... [2025-09-26T23:02:58.390134] [INFO ] [sig ] Generating forecast for: AJG [2025-09-26T23:02:58.390168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'. [2025-09-26T23:02:58.402388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AJG'. [2025-09-26T23:02:58.402720] [INFO ] [FORECASTER] Starting predict_future for AJG [2025-09-26T23:02:58.429501] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:58.430316] [DEBUG] [LOCAL ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt [2025-09-26T23:02:58.430374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:58.430415] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:58.430446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:58.430515] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:58.449840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:58.450535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:58.450622] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:58.450691] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:58.487129] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:58.487309] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:58.487361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:58.487394] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:58.491219] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: DOWN (p=3.96%) [2025-09-26T23:02:58.491508] [INFO ] [FORECASTER] Completed predict_future for AJG [2025-09-26T23:02:58.491679] [INFO ] [sig ] AJG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:58.642181] [INFO ] [LOCAL ] Saved forecast: AJG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AJG.txt [2025-09-26T23:02:58.642447] [WARN ] [sig ] [51/2043] Failed AJG after 0.3s | 4.29 sym/s | Total: 11.9s | ETA: 7.7m [2025-09-26T23:02:58.642530] [INFO ] [sig ] [52/2043] Forecasting AKR... [2025-09-26T23:02:58.642572] [INFO ] [sig ] Generating forecast for: AKR [2025-09-26T23:02:58.642607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AKR' from 'https://tdm.silogroup.org/data/derivative_storage/AKR.csv'. [2025-09-26T23:02:58.654413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AKR'. [2025-09-26T23:02:58.654766] [INFO ] [FORECASTER] Starting predict_future for AKR [2025-09-26T23:02:58.692195] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:58.693581] [DEBUG] [LOCAL ] No optimal features file found for AKR: ./output/feature-sets/AKR.txt [2025-09-26T23:02:58.693709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:58.693767] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:58.693800] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:58.693863] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:58.713559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:58.714551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:58.714684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:58.714743] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:58.754704] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:58.754900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:58.754954] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:58.754992] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:58.759178] [DEBUG] [FORECASTER] AKR: Forecast T+1@11:T+2@11: DOWN (p=24.23%) [2025-09-26T23:02:58.759539] [INFO ] [FORECASTER] Completed predict_future for AKR [2025-09-26T23:02:58.759738] [INFO ] [sig ] AKR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:58.913582] [INFO ] [LOCAL ] Saved forecast: AKR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AKR.txt [2025-09-26T23:02:58.913889] [WARN ] [sig ] [52/2043] Failed AKR after 0.3s | 4.27 sym/s | Total: 12.2s | ETA: 7.8m [2025-09-26T23:02:58.913975] [INFO ] [sig ] [53/2043] Forecasting AL... [2025-09-26T23:02:58.914017] [INFO ] [sig ] Generating forecast for: AL [2025-09-26T23:02:58.914053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'. [2025-09-26T23:02:58.931415] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AL'. [2025-09-26T23:02:58.931935] [INFO ] [FORECASTER] Starting predict_future for AL [2025-09-26T23:02:58.960981] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:58.961965] [DEBUG] [LOCAL ] No optimal features file found for AL: ./output/feature-sets/AL.txt [2025-09-26T23:02:58.962030] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:58.962068] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:58.962097] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:58.962156] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:58.981535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:58.982253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:58.982346] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:58.982382] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:59.012375] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:59.012492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:59.012531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:59.012561] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:59.015971] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=15.31%) [2025-09-26T23:02:59.016274] [INFO ] [FORECASTER] Completed predict_future for AL [2025-09-26T23:02:59.016465] [INFO ] [sig ] AL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:59.179542] [INFO ] [LOCAL ] Saved forecast: AL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AL.txt [2025-09-26T23:02:59.180060] [WARN ] [sig ] [53/2043] Failed AL after 0.3s | 4.26 sym/s | Total: 12.4s | ETA: 7.8m [2025-09-26T23:02:59.180149] [INFO ] [sig ] [54/2043] Forecasting ALB... [2025-09-26T23:02:59.180190] [INFO ] [sig ] Generating forecast for: ALB [2025-09-26T23:02:59.180223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'. [2025-09-26T23:02:59.190214] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALB'. [2025-09-26T23:02:59.190621] [INFO ] [FORECASTER] Starting predict_future for ALB [2025-09-26T23:02:59.219596] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:59.220497] [DEBUG] [LOCAL ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt [2025-09-26T23:02:59.220598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:59.220661] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:59.220716] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:59.220780] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:59.239850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:59.240818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:59.240915] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:59.240950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:59.273058] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:59.273238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:59.273285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:59.273316] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:59.277545] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=4.23%) [2025-09-26T23:02:59.277898] [INFO ] [FORECASTER] Completed predict_future for ALB [2025-09-26T23:02:59.278053] [INFO ] [sig ] ALB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:59.489156] [INFO ] [LOCAL ] Saved forecast: ALB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALB.txt [2025-09-26T23:02:59.489528] [WARN ] [sig ] [54/2043] Failed ALB after 0.3s | 4.24 sym/s | Total: 12.7s | ETA: 7.8m [2025-09-26T23:02:59.489638] [INFO ] [sig ] [55/2043] Forecasting ALE... [2025-09-26T23:02:59.489735] [INFO ] [sig ] Generating forecast for: ALE [2025-09-26T23:02:59.489790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'. [2025-09-26T23:02:59.508602] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALE'. [2025-09-26T23:02:59.509261] [INFO ] [FORECASTER] Starting predict_future for ALE [2025-09-26T23:02:59.550114] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:59.551422] [DEBUG] [LOCAL ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt [2025-09-26T23:02:59.551503] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:59.551559] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:59.551607] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:59.551735] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:59.581395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:59.582670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:59.582812] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:59.582872] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:59.634243] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:59.634461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:59.634529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:59.634579] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:59.640441] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=18.84%) [2025-09-26T23:02:59.640963] [INFO ] [FORECASTER] Completed predict_future for ALE [2025-09-26T23:02:59.641182] [INFO ] [sig ] ALE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:02:59.844006] [INFO ] [LOCAL ] Saved forecast: ALE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALE.txt [2025-09-26T23:02:59.844408] [WARN ] [sig ] [55/2043] Failed ALE after 0.4s | 4.20 sym/s | Total: 13.1s | ETA: 7.9m [2025-09-26T23:02:59.844534] [INFO ] [sig ] [56/2043] Forecasting ALEX... [2025-09-26T23:02:59.844615] [INFO ] [sig ] Generating forecast for: ALEX [2025-09-26T23:02:59.844718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'. [2025-09-26T23:02:59.857872] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALEX'. [2025-09-26T23:02:59.858459] [INFO ] [FORECASTER] Starting predict_future for ALEX [2025-09-26T23:02:59.896223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:02:59.897519] [DEBUG] [LOCAL ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt [2025-09-26T23:02:59.897598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:02:59.897664] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:02:59.897728] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:02:59.897814] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:02:59.922360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:02:59.923557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:02:59.923712] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:02:59.923776] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:02:59.973829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:02:59.974031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:02:59.974083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:02:59.974119] [INFO ] [FORECASTER] Training complete [2025-09-26T23:02:59.979098] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=50.12%) [2025-09-26T23:02:59.979513] [INFO ] [FORECASTER] Completed predict_future for ALEX [2025-09-26T23:02:59.979737] [INFO ] [sig ] ALEX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:00.215414] [INFO ] [LOCAL ] Saved forecast: ALEX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ALEX.txt [2025-09-26T23:03:00.215804] [WARN ] [sig ] [56/2043] Failed ALEX after 0.4s | 4.16 sym/s | Total: 13.5s | ETA: 8.0m [2025-09-26T23:03:00.215919] [INFO ] [sig ] [57/2043] Forecasting ALIT... [2025-09-26T23:03:00.215971] [INFO ] [sig ] Generating forecast for: ALIT [2025-09-26T23:03:00.216022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALIT' from 'https://tdm.silogroup.org/data/derivative_storage/ALIT.csv'. [2025-09-26T23:03:00.230353] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALIT'. [2025-09-26T23:03:00.230947] [INFO ] [FORECASTER] Starting predict_future for ALIT [2025-09-26T23:03:00.272486] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:00.273791] [DEBUG] [LOCAL ] No optimal features file found for ALIT: ./output/feature-sets/ALIT.txt [2025-09-26T23:03:00.273872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:00.273927] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:00.273975] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:00.274072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:00.304213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:00.305479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:00.305610] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:00.305704] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:00.356264] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:00.356542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:00.357246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:00.357316] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:00.366390] [DEBUG] [FORECASTER] ALIT: Forecast T+1@11:T+2@11: DOWN (p=3.24%) [2025-09-26T23:03:00.367012] [INFO ] [FORECASTER] Completed predict_future for ALIT [2025-09-26T23:03:00.367255] [INFO ] [sig ] ALIT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:00.552546] [INFO ] [LOCAL ] Saved forecast: ALIT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALIT.txt [2025-09-26T23:03:00.553009] [WARN ] [sig ] [57/2043] Failed ALIT after 0.3s | 4.13 sym/s | Total: 13.8s | ETA: 8.0m [2025-09-26T23:03:00.553107] [INFO ] [sig ] [58/2043] Forecasting ALK... [2025-09-26T23:03:00.553150] [INFO ] [sig ] Generating forecast for: ALK [2025-09-26T23:03:00.553226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'. [2025-09-26T23:03:00.565357] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALK'. [2025-09-26T23:03:00.565899] [INFO ] [FORECASTER] Starting predict_future for ALK [2025-09-26T23:03:00.595884] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:00.596879] [DEBUG] [LOCAL ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt [2025-09-26T23:03:00.596941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:00.596977] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:00.597008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:00.597069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:00.617545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:00.618477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:00.618575] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:00.618611] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:00.654977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:00.655138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:00.655181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:00.655214] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:00.659888] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=64.47%) [2025-09-26T23:03:00.660268] [INFO ] [FORECASTER] Completed predict_future for ALK [2025-09-26T23:03:00.660434] [INFO ] [sig ] ALK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:00.823030] [INFO ] [LOCAL ] Saved forecast: ALK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ALK.txt [2025-09-26T23:03:00.823293] [WARN ] [sig ] [58/2043] Failed ALK after 0.3s | 4.12 sym/s | Total: 14.1s | ETA: 8.0m [2025-09-26T23:03:00.823379] [INFO ] [sig ] [59/2043] Forecasting ALL... [2025-09-26T23:03:00.823422] [INFO ] [sig ] Generating forecast for: ALL [2025-09-26T23:03:00.823458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'. [2025-09-26T23:03:00.835986] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALL'. [2025-09-26T23:03:00.836428] [INFO ] [FORECASTER] Starting predict_future for ALL [2025-09-26T23:03:00.863180] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:00.864029] [DEBUG] [LOCAL ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt [2025-09-26T23:03:00.864093] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:00.864131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:00.864161] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:00.864221] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:00.882542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:00.883317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:00.883410] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:00.883446] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:00.921456] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:00.921620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:00.921702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:00.921747] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:00.925490] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: DOWN (p=1.10%) [2025-09-26T23:03:00.925844] [INFO ] [FORECASTER] Completed predict_future for ALL [2025-09-26T23:03:00.926009] [INFO ] [sig ] ALL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:01.086002] [INFO ] [LOCAL ] Saved forecast: ALL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALL.txt [2025-09-26T23:03:01.086275] [WARN ] [sig ] [59/2043] Failed ALL after 0.3s | 4.11 sym/s | Total: 14.3s | ETA: 8.0m [2025-09-26T23:03:01.086400] [INFO ] [sig ] [60/2043] Forecasting ALLE... [2025-09-26T23:03:01.086442] [INFO ] [sig ] Generating forecast for: ALLE [2025-09-26T23:03:01.086479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'. [2025-09-26T23:03:01.097342] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALLE'. [2025-09-26T23:03:01.097804] [INFO ] [FORECASTER] Starting predict_future for ALLE [2025-09-26T23:03:01.126214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:01.127189] [DEBUG] [LOCAL ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt [2025-09-26T23:03:01.127255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:01.127293] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:01.127323] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:01.127384] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:01.147035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:01.148140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:01.148250] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:01.148287] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:01.190998] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:01.191172] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:01.191216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:01.191246] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:01.194964] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=2.28%) [2025-09-26T23:03:01.195305] [INFO ] [FORECASTER] Completed predict_future for ALLE [2025-09-26T23:03:01.195459] [INFO ] [sig ] ALLE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:01.371602] [INFO ] [LOCAL ] Saved forecast: ALLE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALLE.txt [2025-09-26T23:03:01.371941] [WARN ] [sig ] [60/2043] Failed ALLE after 0.3s | 4.10 sym/s | Total: 14.6s | ETA: 8.1m [2025-09-26T23:03:01.372033] [INFO ] [sig ] [61/2043] Forecasting ALLY... [2025-09-26T23:03:01.372075] [INFO ] [sig ] Generating forecast for: ALLY [2025-09-26T23:03:01.372111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'. [2025-09-26T23:03:01.382864] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALLY'. [2025-09-26T23:03:01.383326] [INFO ] [FORECASTER] Starting predict_future for ALLY [2025-09-26T23:03:01.410844] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:01.411840] [DEBUG] [LOCAL ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt [2025-09-26T23:03:01.411925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:01.411966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:01.411998] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:01.412081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:01.432362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:01.433340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:01.433442] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:01.433478] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:01.471832] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:01.472011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:01.472057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:01.472088] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:01.476428] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=35.47%) [2025-09-26T23:03:01.476995] [INFO ] [FORECASTER] Completed predict_future for ALLY [2025-09-26T23:03:01.477153] [INFO ] [sig ] ALLY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:01.646242] [INFO ] [LOCAL ] Saved forecast: ALLY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALLY.txt [2025-09-26T23:03:01.646582] [WARN ] [sig ] [61/2043] Failed ALLY after 0.3s | 4.09 sym/s | Total: 14.9s | ETA: 8.1m [2025-09-26T23:03:01.646694] [INFO ] [sig ] [62/2043] Forecasting ALSN... [2025-09-26T23:03:01.646743] [INFO ] [sig ] Generating forecast for: ALSN [2025-09-26T23:03:01.646782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'. [2025-09-26T23:03:01.658169] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALSN'. [2025-09-26T23:03:01.658620] [INFO ] [FORECASTER] Starting predict_future for ALSN [2025-09-26T23:03:01.686705] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:01.687682] [DEBUG] [LOCAL ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt [2025-09-26T23:03:01.687747] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:01.687786] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:01.687817] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:01.687878] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:01.711351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:01.712378] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:01.712491] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:01.712537] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:01.754552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:01.754770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:01.754828] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:01.754864] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:01.759046] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-09-26T23:03:01.759437] [INFO ] [FORECASTER] Completed predict_future for ALSN [2025-09-26T23:03:01.759603] [INFO ] [sig ] ALSN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:01.922008] [INFO ] [LOCAL ] Saved forecast: ALSN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ALSN.txt [2025-09-26T23:03:01.922317] [WARN ] [sig ] [62/2043] Failed ALSN after 0.3s | 4.09 sym/s | Total: 15.2s | ETA: 8.1m [2025-09-26T23:03:01.922428] [INFO ] [sig ] [63/2043] Forecasting ALTG... [2025-09-26T23:03:01.922498] [INFO ] [sig ] Generating forecast for: ALTG [2025-09-26T23:03:01.922550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'. [2025-09-26T23:03:01.934284] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALTG'. [2025-09-26T23:03:01.934760] [INFO ] [FORECASTER] Starting predict_future for ALTG [2025-09-26T23:03:01.964028] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:01.965133] [DEBUG] [LOCAL ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt [2025-09-26T23:03:01.965202] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:01.965240] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:01.965272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:01.965333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:01.984154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:01.985155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:01.985257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:01.985295] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:02.020785] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:02.020961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:02.021006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:02.021037] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:02.024966] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: UP (p=76.77%) [2025-09-26T23:03:02.025342] [INFO ] [FORECASTER] Completed predict_future for ALTG [2025-09-26T23:03:02.025503] [INFO ] [sig ] ALTG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:02.188533] [INFO ] [LOCAL ] Saved forecast: ALTG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ALTG.txt [2025-09-26T23:03:02.188819] [WARN ] [sig ] [63/2043] Failed ALTG after 0.3s | 4.08 sym/s | Total: 15.4s | ETA: 8.1m [2025-09-26T23:03:02.188903] [INFO ] [sig ] [64/2043] Forecasting ALUR... [2025-09-26T23:03:02.189035] [INFO ] [sig ] Generating forecast for: ALUR [2025-09-26T23:03:02.189083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALUR' from 'https://tdm.silogroup.org/data/derivative_storage/ALUR.csv'. [2025-09-26T23:03:02.200297] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALUR'. [2025-09-26T23:03:02.200794] [INFO ] [FORECASTER] Starting predict_future for ALUR [2025-09-26T23:03:02.230790] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:02.231761] [DEBUG] [LOCAL ] No optimal features file found for ALUR: ./output/feature-sets/ALUR.txt [2025-09-26T23:03:02.231823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:02.231861] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:02.231892] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:02.231953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:02.254802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:02.256077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:02.256193] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:02.256241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:02.303472] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:02.303681] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:02.303745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:02.303780] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:02.308087] [DEBUG] [FORECASTER] ALUR: Forecast T+1@11:T+2@11: DOWN (p=6.83%) [2025-09-26T23:03:02.308548] [INFO ] [FORECASTER] Completed predict_future for ALUR [2025-09-26T23:03:02.308796] [INFO ] [sig ] ALUR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:02.472790] [INFO ] [LOCAL ] Saved forecast: ALUR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALUR.txt [2025-09-26T23:03:02.473047] [WARN ] [sig ] [64/2043] Failed ALUR after 0.3s | 4.07 sym/s | Total: 15.7s | ETA: 8.1m [2025-09-26T23:03:02.473124] [INFO ] [sig ] [65/2043] Forecasting ALV... [2025-09-26T23:03:02.473166] [INFO ] [sig ] Generating forecast for: ALV [2025-09-26T23:03:02.473201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALV' from 'https://tdm.silogroup.org/data/derivative_storage/ALV.csv'. [2025-09-26T23:03:02.483847] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALV'. [2025-09-26T23:03:02.484204] [INFO ] [FORECASTER] Starting predict_future for ALV [2025-09-26T23:03:02.512197] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:02.513109] [DEBUG] [LOCAL ] No optimal features file found for ALV: ./output/feature-sets/ALV.txt [2025-09-26T23:03:02.513167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:02.513203] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:02.513233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:02.513293] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:02.531747] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:02.532597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:02.532714] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:02.532763] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:02.572183] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:02.572337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:02.572380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:02.572439] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:02.576257] [DEBUG] [FORECASTER] ALV: Forecast T+1@11:T+2@11: DOWN (p=9.03%) [2025-09-26T23:03:02.576661] [INFO ] [FORECASTER] Completed predict_future for ALV [2025-09-26T23:03:02.576855] [INFO ] [sig ] ALV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:02.727432] [INFO ] [LOCAL ] Saved forecast: ALV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ALV.txt [2025-09-26T23:03:02.727721] [WARN ] [sig ] [65/2043] Failed ALV after 0.3s | 4.07 sym/s | Total: 16.0s | ETA: 8.1m [2025-09-26T23:03:02.727806] [INFO ] [sig ] [66/2043] Forecasting ALX... [2025-09-26T23:03:02.727846] [INFO ] [sig ] Generating forecast for: ALX [2025-09-26T23:03:02.727881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'. [2025-09-26T23:03:02.737880] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ALX'. [2025-09-26T23:03:02.738274] [INFO ] [FORECASTER] Starting predict_future for ALX [2025-09-26T23:03:02.765374] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:02.766391] [DEBUG] [LOCAL ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt [2025-09-26T23:03:02.766630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:02.766726] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:02.766768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:02.766868] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:02.786528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:02.787528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:02.787668] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:02.787724] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:02.837315] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:02.837529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:02.837596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:02.837675] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:02.843901] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=86.08%) [2025-09-26T23:03:02.844444] [INFO ] [FORECASTER] Completed predict_future for ALX [2025-09-26T23:03:02.844864] [INFO ] [sig ] ALX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:03.003382] [INFO ] [LOCAL ] Saved forecast: ALX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ALX.txt [2025-09-26T23:03:03.003685] [WARN ] [sig ] [66/2043] Failed ALX after 0.3s | 4.06 sym/s | Total: 16.3s | ETA: 8.1m [2025-09-26T23:03:03.003775] [INFO ] [sig ] [67/2043] Forecasting AM... [2025-09-26T23:03:03.003818] [INFO ] [sig ] Generating forecast for: AM [2025-09-26T23:03:03.003855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'. [2025-09-26T23:03:03.018112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AM'. [2025-09-26T23:03:03.018552] [INFO ] [FORECASTER] Starting predict_future for AM [2025-09-26T23:03:03.047069] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:03.048013] [DEBUG] [LOCAL ] No optimal features file found for AM: ./output/feature-sets/AM.txt [2025-09-26T23:03:03.048078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:03.048116] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:03.048145] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:03.048205] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:03.068014] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:03.068744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:03.068836] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:03.068873] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:03.107385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:03.107551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:03.107598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:03.107627] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:03.111463] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=15.70%) [2025-09-26T23:03:03.111808] [INFO ] [FORECASTER] Completed predict_future for AM [2025-09-26T23:03:03.111966] [INFO ] [sig ] AM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:03.266818] [INFO ] [LOCAL ] Saved forecast: AM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AM.txt [2025-09-26T23:03:03.267076] [WARN ] [sig ] [67/2043] Failed AM after 0.3s | 4.06 sym/s | Total: 16.5s | ETA: 8.1m [2025-09-26T23:03:03.267156] [INFO ] [sig ] [68/2043] Forecasting AMBC... [2025-09-26T23:03:03.267196] [INFO ] [sig ] Generating forecast for: AMBC [2025-09-26T23:03:03.267229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBC' from 'https://tdm.silogroup.org/data/derivative_storage/AMBC.csv'. [2025-09-26T23:03:03.278317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMBC'. [2025-09-26T23:03:03.278763] [INFO ] [FORECASTER] Starting predict_future for AMBC [2025-09-26T23:03:03.306315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:03.307424] [DEBUG] [LOCAL ] No optimal features file found for AMBC: ./output/feature-sets/AMBC.txt [2025-09-26T23:03:03.307507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:03.307547] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:03.307576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:03.307636] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:03.331676] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:03.332934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:03.333062] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:03.333117] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:03.381101] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:03.381281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:03.381328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:03.381360] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:03.385486] [DEBUG] [FORECASTER] AMBC: Forecast T+1@11:T+2@11: DOWN (p=31.69%) [2025-09-26T23:03:03.385872] [INFO ] [FORECASTER] Completed predict_future for AMBC [2025-09-26T23:03:03.386043] [INFO ] [sig ] AMBC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:03.541356] [INFO ] [LOCAL ] Saved forecast: AMBC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMBC.txt [2025-09-26T23:03:03.541663] [WARN ] [sig ] [68/2043] Failed AMBC after 0.3s | 4.05 sym/s | Total: 16.8s | ETA: 8.1m [2025-09-26T23:03:03.541749] [INFO ] [sig ] [69/2043] Forecasting AMBP... [2025-09-26T23:03:03.541791] [INFO ] [sig ] Generating forecast for: AMBP [2025-09-26T23:03:03.541826] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'. [2025-09-26T23:03:03.552037] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMBP'. [2025-09-26T23:03:03.552441] [INFO ] [FORECASTER] Starting predict_future for AMBP [2025-09-26T23:03:03.580082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:03.580963] [DEBUG] [LOCAL ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt [2025-09-26T23:03:03.581026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:03.581064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:03.581094] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:03.581155] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:03.600182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:03.600868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:03.600971] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:03.601044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:03.640224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:03.640373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:03.640418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:03.640449] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:03.644194] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: UP (p=69.82%) [2025-09-26T23:03:03.644494] [INFO ] [FORECASTER] Completed predict_future for AMBP [2025-09-26T23:03:03.644665] [INFO ] [sig ] AMBP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:03.797074] [INFO ] [LOCAL ] Saved forecast: AMBP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMBP.txt [2025-09-26T23:03:03.797349] [WARN ] [sig ] [69/2043] Failed AMBP after 0.3s | 4.05 sym/s | Total: 17.1s | ETA: 8.1m [2025-09-26T23:03:03.797429] [INFO ] [sig ] [70/2043] Forecasting AMCR... [2025-09-26T23:03:03.797480] [INFO ] [sig ] Generating forecast for: AMCR [2025-09-26T23:03:03.797518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMCR' from 'https://tdm.silogroup.org/data/derivative_storage/AMCR.csv'. [2025-09-26T23:03:03.808616] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMCR'. [2025-09-26T23:03:03.809071] [INFO ] [FORECASTER] Starting predict_future for AMCR [2025-09-26T23:03:03.838456] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:03.839337] [DEBUG] [LOCAL ] No optimal features file found for AMCR: ./output/feature-sets/AMCR.txt [2025-09-26T23:03:03.839397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:03.839436] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:03.839466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:03.839526] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:03.858632] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:03.859676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:03.859783] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:03.859820] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:03.901209] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:03.901443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:03.901496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:03.901529] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:03.905538] [DEBUG] [FORECASTER] AMCR: Forecast T+1@11:T+2@11: DOWN (p=34.47%) [2025-09-26T23:03:03.905918] [INFO ] [FORECASTER] Completed predict_future for AMCR [2025-09-26T23:03:03.906076] [INFO ] [sig ] AMCR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:04.067929] [INFO ] [LOCAL ] Saved forecast: AMCR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMCR.txt [2025-09-26T23:03:04.068310] [WARN ] [sig ] [70/2043] Failed AMCR after 0.3s | 4.04 sym/s | Total: 17.3s | ETA: 8.1m [2025-09-26T23:03:04.068417] [INFO ] [sig ] [71/2043] Forecasting AME... [2025-09-26T23:03:04.068479] [INFO ] [sig ] Generating forecast for: AME [2025-09-26T23:03:04.068555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'. [2025-09-26T23:03:04.079453] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AME'. [2025-09-26T23:03:04.079909] [INFO ] [FORECASTER] Starting predict_future for AME [2025-09-26T23:03:04.111836] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:04.112699] [DEBUG] [LOCAL ] No optimal features file found for AME: ./output/feature-sets/AME.txt [2025-09-26T23:03:04.112807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:04.112851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:04.112882] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:04.112944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:04.132444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:04.133203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:04.133294] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:04.133330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:04.173691] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:04.173843] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:04.173884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:04.173914] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:04.177777] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-09-26T23:03:04.178101] [INFO ] [FORECASTER] Completed predict_future for AME [2025-09-26T23:03:04.178248] [INFO ] [sig ] AME: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:04.333557] [INFO ] [LOCAL ] Saved forecast: AME 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AME.txt [2025-09-26T23:03:04.333852] [WARN ] [sig ] [71/2043] Failed AME after 0.3s | 4.04 sym/s | Total: 17.6s | ETA: 8.1m [2025-09-26T23:03:04.333938] [INFO ] [sig ] [72/2043] Forecasting AMG... [2025-09-26T23:03:04.333979] [INFO ] [sig ] Generating forecast for: AMG [2025-09-26T23:03:04.334012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'. [2025-09-26T23:03:04.345077] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMG'. [2025-09-26T23:03:04.345389] [INFO ] [FORECASTER] Starting predict_future for AMG [2025-09-26T23:03:04.371601] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:04.372493] [DEBUG] [LOCAL ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt [2025-09-26T23:03:04.372553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:04.372590] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:04.372618] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:04.372701] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:04.390441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:04.391079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:04.391166] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:04.391201] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:04.427950] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:04.428086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:04.428125] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:04.428154] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:04.431737] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=94.94%) [2025-09-26T23:03:04.432026] [INFO ] [FORECASTER] Completed predict_future for AMG [2025-09-26T23:03:04.432169] [INFO ] [sig ] AMG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:04.580704] [INFO ] [LOCAL ] Saved forecast: AMG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMG.txt [2025-09-26T23:03:04.580962] [WARN ] [sig ] [72/2043] Failed AMG after 0.2s | 4.04 sym/s | Total: 17.8s | ETA: 8.1m [2025-09-26T23:03:04.581043] [INFO ] [sig ] [73/2043] Forecasting AMH... [2025-09-26T23:03:04.581084] [INFO ] [sig ] Generating forecast for: AMH [2025-09-26T23:03:04.581118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'. [2025-09-26T23:03:04.591961] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMH'. [2025-09-26T23:03:04.592307] [INFO ] [FORECASTER] Starting predict_future for AMH [2025-09-26T23:03:04.618591] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:04.619420] [DEBUG] [LOCAL ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt [2025-09-26T23:03:04.619482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:04.619518] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:04.619547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:04.619605] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:04.638220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:04.639120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:04.639236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:04.639274] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:04.678235] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:04.678399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:04.678491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:04.678601] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:04.682357] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: DOWN (p=25.69%) [2025-09-26T23:03:04.682668] [INFO ] [FORECASTER] Completed predict_future for AMH [2025-09-26T23:03:04.682831] [INFO ] [sig ] AMH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:04.831293] [INFO ] [LOCAL ] Saved forecast: AMH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMH.txt [2025-09-26T23:03:04.831557] [WARN ] [sig ] [73/2043] Failed AMH after 0.3s | 4.04 sym/s | Total: 18.1s | ETA: 8.1m [2025-09-26T23:03:04.831636] [INFO ] [sig ] [74/2043] Forecasting AMN... [2025-09-26T23:03:04.831717] [INFO ] [sig ] Generating forecast for: AMN [2025-09-26T23:03:04.831756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'. [2025-09-26T23:03:04.842731] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMN'. [2025-09-26T23:03:04.843087] [INFO ] [FORECASTER] Starting predict_future for AMN [2025-09-26T23:03:04.869858] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:04.870693] [DEBUG] [LOCAL ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt [2025-09-26T23:03:04.870753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:04.870790] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:04.870820] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:04.870881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:04.889300] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:04.889995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:04.890084] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:04.890121] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:04.927274] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:04.927414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:04.927454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:04.927953] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:04.933300] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=58.17%) [2025-09-26T23:03:04.933589] [INFO ] [FORECASTER] Completed predict_future for AMN [2025-09-26T23:03:04.933764] [INFO ] [sig ] AMN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:05.091495] [INFO ] [LOCAL ] Saved forecast: AMN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMN.txt [2025-09-26T23:03:05.091789] [WARN ] [sig ] [74/2043] Failed AMN after 0.3s | 4.03 sym/s | Total: 18.3s | ETA: 8.1m [2025-09-26T23:03:05.091880] [INFO ] [sig ] [75/2043] Forecasting AMP... [2025-09-26T23:03:05.091922] [INFO ] [sig ] Generating forecast for: AMP [2025-09-26T23:03:05.091958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'. [2025-09-26T23:03:05.102769] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMP'. [2025-09-26T23:03:05.103182] [INFO ] [FORECASTER] Starting predict_future for AMP [2025-09-26T23:03:05.134294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:05.135500] [DEBUG] [LOCAL ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt [2025-09-26T23:03:05.135597] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:05.135683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:05.135747] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:05.135842] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:05.155749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:05.156835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:05.156951] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:05.156987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:05.197457] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:05.197637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:05.197730] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:05.197766] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:05.201875] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=78.34%) [2025-09-26T23:03:05.202256] [INFO ] [FORECASTER] Completed predict_future for AMP [2025-09-26T23:03:05.202417] [INFO ] [sig ] AMP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:05.364660] [INFO ] [LOCAL ] Saved forecast: AMP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMP.txt [2025-09-26T23:03:05.364953] [WARN ] [sig ] [75/2043] Failed AMP after 0.3s | 4.03 sym/s | Total: 18.6s | ETA: 8.1m [2025-09-26T23:03:05.365038] [INFO ] [sig ] [76/2043] Forecasting AMPY... [2025-09-26T23:03:05.365080] [INFO ] [sig ] Generating forecast for: AMPY [2025-09-26T23:03:05.365116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMPY' from 'https://tdm.silogroup.org/data/derivative_storage/AMPY.csv'. [2025-09-26T23:03:05.370045] [WARN ] [REMOTE ] Historical data not found for symbol 'AMPY' (404). [2025-09-26T23:03:05.370237] [FATAL] [sig ] AMPY: No historical data fetched. [2025-09-26T23:03:05.370332] [WARN ] [sig ] [76/2043] Failed AMPY after 0.0s | 4.08 sym/s | Total: 18.6s | ETA: 8.0m [2025-09-26T23:03:05.370405] [INFO ] [sig ] [77/2043] Forecasting AMR... [2025-09-26T23:03:05.370446] [INFO ] [sig ] Generating forecast for: AMR [2025-09-26T23:03:05.370480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMR' from 'https://tdm.silogroup.org/data/derivative_storage/AMR.csv'. [2025-09-26T23:03:05.380082] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMR'. [2025-09-26T23:03:05.380449] [INFO ] [FORECASTER] Starting predict_future for AMR [2025-09-26T23:03:05.407549] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:05.408424] [DEBUG] [LOCAL ] No optimal features file found for AMR: ./output/feature-sets/AMR.txt [2025-09-26T23:03:05.408486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:05.408524] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:05.408554] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:05.408615] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:05.427433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:05.428210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:05.428303] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:05.428339] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:05.467257] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:05.467448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:05.467515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:05.467551] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:05.471580] [DEBUG] [FORECASTER] AMR: Forecast T+1@11:T+2@11: DOWN (p=39.34%) [2025-09-26T23:03:05.471941] [INFO ] [FORECASTER] Completed predict_future for AMR [2025-09-26T23:03:05.472093] [INFO ] [sig ] AMR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:05.661105] [INFO ] [LOCAL ] Saved forecast: AMR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMR.txt [2025-09-26T23:03:05.661364] [WARN ] [sig ] [77/2043] Failed AMR after 0.3s | 4.07 sym/s | Total: 18.9s | ETA: 8.0m [2025-09-26T23:03:05.661441] [INFO ] [sig ] [78/2043] Forecasting AMRC... [2025-09-26T23:03:05.661481] [INFO ] [sig ] Generating forecast for: AMRC [2025-09-26T23:03:05.661516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'. [2025-09-26T23:03:05.674503] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMRC'. [2025-09-26T23:03:05.674912] [INFO ] [FORECASTER] Starting predict_future for AMRC [2025-09-26T23:03:05.702839] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:05.703712] [DEBUG] [LOCAL ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt [2025-09-26T23:03:05.703774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:05.703814] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:05.703845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:05.703907] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:05.722518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:05.723265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:05.723360] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:05.723397] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:05.761182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:05.761348] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:05.761390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:05.761421] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:05.765151] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=68.47%) [2025-09-26T23:03:05.765447] [INFO ] [FORECASTER] Completed predict_future for AMRC [2025-09-26T23:03:05.765592] [INFO ] [sig ] AMRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:05.915337] [INFO ] [LOCAL ] Saved forecast: AMRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMRC.txt [2025-09-26T23:03:05.915625] [WARN ] [sig ] [78/2043] Failed AMRC after 0.3s | 4.07 sym/s | Total: 19.2s | ETA: 8.0m [2025-09-26T23:03:05.915751] [INFO ] [sig ] [79/2043] Forecasting AMT... [2025-09-26T23:03:05.915810] [INFO ] [sig ] Generating forecast for: AMT [2025-09-26T23:03:05.915846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMT' from 'https://tdm.silogroup.org/data/derivative_storage/AMT.csv'. [2025-09-26T23:03:05.926154] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMT'. [2025-09-26T23:03:05.926526] [INFO ] [FORECASTER] Starting predict_future for AMT [2025-09-26T23:03:05.953345] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:05.954283] [DEBUG] [LOCAL ] No optimal features file found for AMT: ./output/feature-sets/AMT.txt [2025-09-26T23:03:05.954342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:05.954378] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:05.954407] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:05.954466] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:05.972974] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:05.973933] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:05.974057] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:05.974101] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:06.016373] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:06.016584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:06.016676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:06.016755] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:06.021019] [DEBUG] [FORECASTER] AMT: Forecast T+1@11:T+2@11: DOWN (p=7.90%) [2025-09-26T23:03:06.021447] [INFO ] [FORECASTER] Completed predict_future for AMT [2025-09-26T23:03:06.021612] [INFO ] [sig ] AMT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:06.174085] [INFO ] [LOCAL ] Saved forecast: AMT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMT.txt [2025-09-26T23:03:06.174344] [WARN ] [sig ] [79/2043] Failed AMT after 0.3s | 4.07 sym/s | Total: 19.4s | ETA: 8.1m [2025-09-26T23:03:06.174424] [INFO ] [sig ] [80/2043] Forecasting AMTB... [2025-09-26T23:03:06.174465] [INFO ] [sig ] Generating forecast for: AMTB [2025-09-26T23:03:06.174502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'. [2025-09-26T23:03:06.185031] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMTB'. [2025-09-26T23:03:06.185387] [INFO ] [FORECASTER] Starting predict_future for AMTB [2025-09-26T23:03:06.211627] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:06.212426] [DEBUG] [LOCAL ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt [2025-09-26T23:03:06.212483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:06.212519] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:06.212549] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:06.212607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:06.230845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:06.231679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:06.231774] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:06.231810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:06.271024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:06.271179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:06.271223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:06.271256] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:06.275090] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=86.42%) [2025-09-26T23:03:06.275388] [INFO ] [FORECASTER] Completed predict_future for AMTB [2025-09-26T23:03:06.275574] [INFO ] [sig ] AMTB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:06.431554] [INFO ] [LOCAL ] Saved forecast: AMTB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMTB.txt [2025-09-26T23:03:06.431861] [WARN ] [sig ] [80/2043] Failed AMTB after 0.3s | 4.06 sym/s | Total: 19.7s | ETA: 8.1m [2025-09-26T23:03:06.431945] [INFO ] [sig ] [81/2043] Forecasting AMTD... [2025-09-26T23:03:06.431988] [INFO ] [sig ] Generating forecast for: AMTD [2025-09-26T23:03:06.432022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTD' from 'https://tdm.silogroup.org/data/derivative_storage/AMTD.csv'. [2025-09-26T23:03:06.442146] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMTD'. [2025-09-26T23:03:06.442545] [INFO ] [FORECASTER] Starting predict_future for AMTD [2025-09-26T23:03:06.471535] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:06.472449] [DEBUG] [LOCAL ] No optimal features file found for AMTD: ./output/feature-sets/AMTD.txt [2025-09-26T23:03:06.472529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:06.472567] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:06.472597] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:06.472682] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:06.491106] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:06.491855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:06.491943] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:06.491979] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:06.529549] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:06.529732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:06.529788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:06.529822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:06.533487] [DEBUG] [FORECASTER] AMTD: Forecast T+1@11:T+2@11: UP (p=98.15%) [2025-09-26T23:03:06.533848] [INFO ] [FORECASTER] Completed predict_future for AMTD [2025-09-26T23:03:06.534030] [INFO ] [sig ] AMTD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:06.684488] [INFO ] [LOCAL ] Saved forecast: AMTD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMTD.txt [2025-09-26T23:03:06.684773] [WARN ] [sig ] [81/2043] Failed AMTD after 0.3s | 4.06 sym/s | Total: 19.9s | ETA: 8.0m [2025-09-26T23:03:06.684857] [INFO ] [sig ] [82/2043] Forecasting AMTM... [2025-09-26T23:03:06.684897] [INFO ] [sig ] Generating forecast for: AMTM [2025-09-26T23:03:06.684932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMTM' from 'https://tdm.silogroup.org/data/derivative_storage/AMTM.csv'. [2025-09-26T23:03:06.695288] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMTM'. [2025-09-26T23:03:06.695672] [INFO ] [FORECASTER] Starting predict_future for AMTM [2025-09-26T23:03:06.722249] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:06.723101] [DEBUG] [LOCAL ] No optimal features file found for AMTM: ./output/feature-sets/AMTM.txt [2025-09-26T23:03:06.723162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:06.723199] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:06.723281] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:06.723350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:06.742065] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:06.742913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:06.743011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:06.743047] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:06.783181] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:06.783387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:06.783446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:06.783481] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:06.787243] [DEBUG] [FORECASTER] AMTM: Forecast T+1@11:T+2@11: DOWN (p=3.43%) [2025-09-26T23:03:06.787538] [INFO ] [FORECASTER] Completed predict_future for AMTM [2025-09-26T23:03:06.787718] [INFO ] [sig ] AMTM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:06.937347] [INFO ] [LOCAL ] Saved forecast: AMTM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMTM.txt [2025-09-26T23:03:06.937622] [WARN ] [sig ] [82/2043] Failed AMTM after 0.3s | 4.06 sym/s | Total: 20.2s | ETA: 8.0m [2025-09-26T23:03:06.937729] [INFO ] [sig ] [83/2043] Forecasting AMWL... [2025-09-26T23:03:06.937772] [INFO ] [sig ] Generating forecast for: AMWL [2025-09-26T23:03:06.937817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'. [2025-09-26T23:03:06.948418] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMWL'. [2025-09-26T23:03:06.948851] [INFO ] [FORECASTER] Starting predict_future for AMWL [2025-09-26T23:03:06.975717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:06.976623] [DEBUG] [LOCAL ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt [2025-09-26T23:03:06.976709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:06.976753] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:06.976784] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:06.976843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:06.995564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:06.996707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:06.996815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:06.996854] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:07.039964] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:07.040167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:07.040220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:07.040252] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:07.044338] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=16.24%) [2025-09-26T23:03:07.044772] [INFO ] [FORECASTER] Completed predict_future for AMWL [2025-09-26T23:03:07.044969] [INFO ] [sig ] AMWL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:07.197100] [INFO ] [LOCAL ] Saved forecast: AMWL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AMWL.txt [2025-09-26T23:03:07.197362] [WARN ] [sig ] [83/2043] Failed AMWL after 0.3s | 4.06 sym/s | Total: 20.5s | ETA: 8.0m [2025-09-26T23:03:07.197441] [INFO ] [sig ] [84/2043] Forecasting AMX... [2025-09-26T23:03:07.197482] [INFO ] [sig ] Generating forecast for: AMX [2025-09-26T23:03:07.197517] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'. [2025-09-26T23:03:07.208097] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AMX'. [2025-09-26T23:03:07.208440] [INFO ] [FORECASTER] Starting predict_future for AMX [2025-09-26T23:03:07.235321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:07.236198] [DEBUG] [LOCAL ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt [2025-09-26T23:03:07.236262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:07.236322] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:07.236365] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:07.236426] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:07.254286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:07.254945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:07.255033] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:07.255068] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:07.293295] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:07.293442] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:07.293486] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:07.293518] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:07.297324] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: UP (p=69.13%) [2025-09-26T23:03:07.297638] [INFO ] [FORECASTER] Completed predict_future for AMX [2025-09-26T23:03:07.297823] [INFO ] [sig ] AMX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:07.446163] [INFO ] [LOCAL ] Saved forecast: AMX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AMX.txt [2025-09-26T23:03:07.446462] [WARN ] [sig ] [84/2043] Failed AMX after 0.2s | 4.06 sym/s | Total: 20.7s | ETA: 8.0m [2025-09-26T23:03:07.446549] [INFO ] [sig ] [85/2043] Forecasting AN... [2025-09-26T23:03:07.446589] [INFO ] [sig ] Generating forecast for: AN [2025-09-26T23:03:07.446624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'. [2025-09-26T23:03:07.457846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AN'. [2025-09-26T23:03:07.458262] [INFO ] [FORECASTER] Starting predict_future for AN [2025-09-26T23:03:07.487079] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:07.487989] [DEBUG] [LOCAL ] No optimal features file found for AN: ./output/feature-sets/AN.txt [2025-09-26T23:03:07.488049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:07.488085] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:07.488114] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:07.488173] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:07.508271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:07.509247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:07.509359] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:07.509397] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:07.548631] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:07.548836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:07.548884] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:07.548916] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:07.553444] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=31.84%) [2025-09-26T23:03:07.554546] [INFO ] [FORECASTER] Completed predict_future for AN [2025-09-26T23:03:07.554755] [INFO ] [sig ] AN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:07.716219] [INFO ] [LOCAL ] Saved forecast: AN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AN.txt [2025-09-26T23:03:07.716541] [WARN ] [sig ] [85/2043] Failed AN after 0.3s | 4.05 sym/s | Total: 21.0s | ETA: 8.1m [2025-09-26T23:03:07.716631] [INFO ] [sig ] [86/2043] Forecasting ANET... [2025-09-26T23:03:07.716711] [INFO ] [sig ] Generating forecast for: ANET [2025-09-26T23:03:07.716754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANET' from 'https://tdm.silogroup.org/data/derivative_storage/ANET.csv'. [2025-09-26T23:03:07.728614] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANET'. [2025-09-26T23:03:07.729145] [INFO ] [FORECASTER] Starting predict_future for ANET [2025-09-26T23:03:07.758663] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:07.759598] [DEBUG] [LOCAL ] No optimal features file found for ANET: ./output/feature-sets/ANET.txt [2025-09-26T23:03:07.759688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:07.759739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:07.759773] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:07.759838] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:07.779719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:07.780638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:07.780764] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:07.780821] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:07.818402] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:07.818590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:07.818637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:07.818714] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:07.822604] [DEBUG] [FORECASTER] ANET: Forecast T+1@11:T+2@11: UP (p=57.75%) [2025-09-26T23:03:07.822949] [INFO ] [FORECASTER] Completed predict_future for ANET [2025-09-26T23:03:07.823106] [INFO ] [sig ] ANET: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:07.972852] [INFO ] [LOCAL ] Saved forecast: ANET 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ANET.txt [2025-09-26T23:03:07.973131] [WARN ] [sig ] [86/2043] Failed ANET after 0.3s | 4.05 sym/s | Total: 21.2s | ETA: 8.1m [2025-09-26T23:03:07.973214] [INFO ] [sig ] [87/2043] Forecasting ANF... [2025-09-26T23:03:07.973254] [INFO ] [sig ] Generating forecast for: ANF [2025-09-26T23:03:07.973288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'. [2025-09-26T23:03:07.984443] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANF'. [2025-09-26T23:03:07.984885] [INFO ] [FORECASTER] Starting predict_future for ANF [2025-09-26T23:03:08.010999] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:08.011911] [DEBUG] [LOCAL ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt [2025-09-26T23:03:08.011969] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:08.012003] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:08.012032] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:08.012091] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:08.029941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:08.030723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:08.030813] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:08.030849] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:08.071613] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:08.071806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:08.071857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:08.071889] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:08.075693] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=29.85%) [2025-09-26T23:03:08.076041] [INFO ] [FORECASTER] Completed predict_future for ANF [2025-09-26T23:03:08.076201] [INFO ] [sig ] ANF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:08.229181] [INFO ] [LOCAL ] Saved forecast: ANF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ANF.txt [2025-09-26T23:03:08.229433] [WARN ] [sig ] [87/2043] Failed ANF after 0.3s | 4.05 sym/s | Total: 21.5s | ETA: 8.1m [2025-09-26T23:03:08.229513] [INFO ] [sig ] [88/2043] Forecasting ANVS... [2025-09-26T23:03:08.229555] [INFO ] [sig ] Generating forecast for: ANVS [2025-09-26T23:03:08.229591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'. [2025-09-26T23:03:08.240108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ANVS'. [2025-09-26T23:03:08.240430] [INFO ] [FORECASTER] Starting predict_future for ANVS [2025-09-26T23:03:08.269163] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:08.270099] [DEBUG] [LOCAL ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt [2025-09-26T23:03:08.270193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:08.270237] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:08.270269] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:08.270329] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:08.292932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:08.293591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:08.293709] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:08.293776] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:08.337102] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:08.337239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:08.337281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:08.337312] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:08.341054] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: DOWN (p=26.90%) [2025-09-26T23:03:08.341347] [INFO ] [FORECASTER] Completed predict_future for ANVS [2025-09-26T23:03:08.341497] [INFO ] [sig ] ANVS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:08.502905] [INFO ] [LOCAL ] Saved forecast: ANVS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ANVS.txt [2025-09-26T23:03:08.503203] [WARN ] [sig ] [88/2043] Failed ANVS after 0.3s | 4.04 sym/s | Total: 21.8s | ETA: 8.1m [2025-09-26T23:03:08.503287] [INFO ] [sig ] [89/2043] Forecasting AOD... [2025-09-26T23:03:08.503330] [INFO ] [sig ] Generating forecast for: AOD [2025-09-26T23:03:08.503368] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'. [2025-09-26T23:03:08.514176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AOD'. [2025-09-26T23:03:08.514503] [INFO ] [FORECASTER] Starting predict_future for AOD [2025-09-26T23:03:08.543570] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:08.544542] [DEBUG] [LOCAL ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt [2025-09-26T23:03:08.544602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:08.544707] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:08.544766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:08.544833] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:08.564864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:08.565874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:08.565971] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:08.566008] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:08.607302] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:08.607478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:08.607528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:08.607562] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:08.611440] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=10.57%) [2025-09-26T23:03:08.611814] [INFO ] [FORECASTER] Completed predict_future for AOD [2025-09-26T23:03:08.611971] [INFO ] [sig ] AOD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:08.770436] [INFO ] [LOCAL ] Saved forecast: AOD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AOD.txt [2025-09-26T23:03:08.770738] [WARN ] [sig ] [89/2043] Failed AOD after 0.3s | 4.04 sym/s | Total: 22.0s | ETA: 8.1m [2025-09-26T23:03:08.770827] [INFO ] [sig ] [90/2043] Forecasting AOMR... [2025-09-26T23:03:08.770868] [INFO ] [sig ] Generating forecast for: AOMR [2025-09-26T23:03:08.770912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AOMR' from 'https://tdm.silogroup.org/data/derivative_storage/AOMR.csv'. [2025-09-26T23:03:08.781501] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AOMR'. [2025-09-26T23:03:08.781954] [INFO ] [FORECASTER] Starting predict_future for AOMR [2025-09-26T23:03:08.809764] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:08.810598] [DEBUG] [LOCAL ] No optimal features file found for AOMR: ./output/feature-sets/AOMR.txt [2025-09-26T23:03:08.810680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:08.810735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:08.810767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:08.810827] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:08.829425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:08.830217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:08.830309] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:08.830346] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:08.870206] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:08.870378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:08.870424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:08.870456] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:08.874691] [DEBUG] [FORECASTER] AOMR: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-09-26T23:03:08.875109] [INFO ] [FORECASTER] Completed predict_future for AOMR [2025-09-26T23:03:08.875290] [INFO ] [sig ] AOMR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:09.038611] [INFO ] [LOCAL ] Saved forecast: AOMR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AOMR.txt [2025-09-26T23:03:09.038916] [WARN ] [sig ] [90/2043] Failed AOMR after 0.3s | 4.04 sym/s | Total: 22.3s | ETA: 8.1m [2025-09-26T23:03:09.039003] [INFO ] [sig ] [91/2043] Forecasting AON... [2025-09-26T23:03:09.039044] [INFO ] [sig ] Generating forecast for: AON [2025-09-26T23:03:09.039079] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'. [2025-09-26T23:03:09.049809] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AON'. [2025-09-26T23:03:09.050268] [INFO ] [FORECASTER] Starting predict_future for AON [2025-09-26T23:03:09.078460] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:09.079318] [DEBUG] [LOCAL ] No optimal features file found for AON: ./output/feature-sets/AON.txt [2025-09-26T23:03:09.079377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:09.079414] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:09.079444] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:09.079504] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:09.098906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:09.099707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:09.099832] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:09.099891] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:09.138714] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:09.138888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:09.138933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:09.138964] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:09.142874] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=65.16%) [2025-09-26T23:03:09.143194] [INFO ] [FORECASTER] Completed predict_future for AON [2025-09-26T23:03:09.143366] [INFO ] [sig ] AON: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:09.300035] [INFO ] [LOCAL ] Saved forecast: AON 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AON.txt [2025-09-26T23:03:09.300310] [WARN ] [sig ] [91/2043] Failed AON after 0.3s | 4.03 sym/s | Total: 22.6s | ETA: 8.1m [2025-09-26T23:03:09.300389] [INFO ] [sig ] [92/2043] Forecasting AORT... [2025-09-26T23:03:09.300431] [INFO ] [sig ] Generating forecast for: AORT [2025-09-26T23:03:09.300464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AORT' from 'https://tdm.silogroup.org/data/derivative_storage/AORT.csv'. [2025-09-26T23:03:09.310613] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AORT'. [2025-09-26T23:03:09.311047] [INFO ] [FORECASTER] Starting predict_future for AORT [2025-09-26T23:03:09.337541] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:09.338373] [DEBUG] [LOCAL ] No optimal features file found for AORT: ./output/feature-sets/AORT.txt [2025-09-26T23:03:09.338430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:09.338465] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:09.338494] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:09.338552] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:09.356690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:09.357372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:09.357463] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:09.357497] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:09.396860] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:09.397060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:09.397148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:09.397194] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:09.404012] [DEBUG] [FORECASTER] AORT: Forecast T+1@11:T+2@11: DOWN (p=4.36%) [2025-09-26T23:03:09.404340] [INFO ] [FORECASTER] Completed predict_future for AORT [2025-09-26T23:03:09.404490] [INFO ] [sig ] AORT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:09.563276] [INFO ] [LOCAL ] Saved forecast: AORT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AORT.txt [2025-09-26T23:03:09.563546] [WARN ] [sig ] [92/2043] Failed AORT after 0.3s | 4.03 sym/s | Total: 22.8s | ETA: 8.1m [2025-09-26T23:03:09.563635] [INFO ] [sig ] [93/2043] Forecasting AP... [2025-09-26T23:03:09.563718] [INFO ] [sig ] Generating forecast for: AP [2025-09-26T23:03:09.563756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'. [2025-09-26T23:03:09.568910] [WARN ] [REMOTE ] Historical data not found for symbol 'AP' (404). [2025-09-26T23:03:09.569167] [FATAL] [sig ] AP: No historical data fetched. [2025-09-26T23:03:09.569259] [WARN ] [sig ] [93/2043] Failed AP after 0.0s | 4.07 sym/s | Total: 22.8s | ETA: 8.0m [2025-09-26T23:03:09.569332] [INFO ] [sig ] [94/2043] Forecasting APAM... [2025-09-26T23:03:09.569376] [INFO ] [sig ] Generating forecast for: APAM [2025-09-26T23:03:09.569410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'. [2025-09-26T23:03:09.579080] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'APAM'. [2025-09-26T23:03:09.579615] [INFO ] [FORECASTER] Starting predict_future for APAM [2025-09-26T23:03:09.609310] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:09.610249] [DEBUG] [LOCAL ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt [2025-09-26T23:03:09.610333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:09.610373] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:09.610405] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:09.610464] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:09.629054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:09.630022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:09.630120] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:09.630155] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:09.668097] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:09.668281] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:09.668328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:09.668361] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:09.672407] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=99.47%) [2025-09-26T23:03:09.672788] [INFO ] [FORECASTER] Completed predict_future for APAM [2025-09-26T23:03:09.672949] [INFO ] [sig ] APAM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:09.833915] [INFO ] [LOCAL ] Saved forecast: APAM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/APAM.txt [2025-09-26T23:03:09.834307] [WARN ] [sig ] [94/2043] Failed APAM after 0.3s | 4.07 sym/s | Total: 23.1s | ETA: 8.0m [2025-09-26T23:03:09.834405] [INFO ] [sig ] [95/2043] Forecasting APLE... [2025-09-26T23:03:09.834446] [INFO ] [sig ] Generating forecast for: APLE [2025-09-26T23:03:09.834482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'. [2025-09-26T23:03:09.840233] [WARN ] [REMOTE ] Historical data not found for symbol 'APLE' (404). [2025-09-26T23:03:09.840520] [FATAL] [sig ] APLE: No historical data fetched. [2025-09-26T23:03:09.840617] [WARN ] [sig ] [95/2043] Failed APLE after 0.0s | 4.11 sym/s | Total: 23.1s | ETA: 7.9m [2025-09-26T23:03:09.840717] [INFO ] [sig ] [96/2043] Forecasting APOS... [2025-09-26T23:03:09.840781] [INFO ] [sig ] Generating forecast for: APOS [2025-09-26T23:03:09.840828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'. [2025-09-26T23:03:09.845007] [WARN ] [REMOTE ] Historical data not found for symbol 'APOS' (404). [2025-09-26T23:03:09.845227] [FATAL] [sig ] APOS: No historical data fetched. [2025-09-26T23:03:09.845342] [WARN ] [sig ] [96/2043] Failed APOS after 0.0s | 4.16 sym/s | Total: 23.1s | ETA: 7.8m [2025-09-26T23:03:09.845415] [INFO ] [sig ] [97/2043] Forecasting AQN... [2025-09-26T23:03:09.845503] [INFO ] [sig ] Generating forecast for: AQN [2025-09-26T23:03:09.845544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'. [2025-09-26T23:03:09.856348] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AQN'. [2025-09-26T23:03:09.856922] [INFO ] [FORECASTER] Starting predict_future for AQN [2025-09-26T23:03:09.897484] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:09.898564] [DEBUG] [LOCAL ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt [2025-09-26T23:03:09.898629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:09.898704] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:09.898776] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:09.898856] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:09.920602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:09.921613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:09.921808] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:09.921862] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:09.963361] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:09.963537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:09.963583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:09.963617] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:09.968345] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: DOWN (p=16.23%) [2025-09-26T23:03:09.968791] [INFO ] [FORECASTER] Completed predict_future for AQN [2025-09-26T23:03:09.968965] [INFO ] [sig ] AQN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:10.128034] [INFO ] [LOCAL ] Saved forecast: AQN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AQN.txt [2025-09-26T23:03:10.128300] [WARN ] [sig ] [97/2043] Failed AQN after 0.3s | 4.15 sym/s | Total: 23.4s | ETA: 7.8m [2025-09-26T23:03:10.128382] [INFO ] [sig ] [98/2043] Forecasting AR... [2025-09-26T23:03:10.128422] [INFO ] [sig ] Generating forecast for: AR [2025-09-26T23:03:10.128457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AR' from 'https://tdm.silogroup.org/data/derivative_storage/AR.csv'. [2025-09-26T23:03:10.139926] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AR'. [2025-09-26T23:03:10.140263] [INFO ] [FORECASTER] Starting predict_future for AR [2025-09-26T23:03:10.168032] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:10.168844] [DEBUG] [LOCAL ] No optimal features file found for AR: ./output/feature-sets/AR.txt [2025-09-26T23:03:10.168905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:10.168941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:10.168970] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:10.169029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:10.189270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:10.189911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:10.190041] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:10.190087] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:10.232177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:10.232273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:10.232312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:10.232342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:10.235906] [DEBUG] [FORECASTER] AR: Forecast T+1@11:T+2@11: UP (p=72.71%) [2025-09-26T23:03:10.236194] [INFO ] [FORECASTER] Completed predict_future for AR [2025-09-26T23:03:10.236396] [INFO ] [sig ] AR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:10.389260] [INFO ] [LOCAL ] Saved forecast: AR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AR.txt [2025-09-26T23:03:10.389553] [WARN ] [sig ] [98/2043] Failed AR after 0.3s | 4.14 sym/s | Total: 23.6s | ETA: 7.8m [2025-09-26T23:03:10.389666] [INFO ] [sig ] [99/2043] Forecasting ARCO... [2025-09-26T23:03:10.389726] [INFO ] [sig ] Generating forecast for: ARCO [2025-09-26T23:03:10.389769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'. [2025-09-26T23:03:10.400050] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARCO'. [2025-09-26T23:03:10.400409] [INFO ] [FORECASTER] Starting predict_future for ARCO [2025-09-26T23:03:10.427551] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:10.428474] [DEBUG] [LOCAL ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt [2025-09-26T23:03:10.428560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:10.428606] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:10.428671] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:10.428755] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:10.448377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:10.448983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:10.449068] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:10.449102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:10.487447] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:10.487553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:10.487595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:10.487625] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:10.491185] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=46.78%) [2025-09-26T23:03:10.491466] [INFO ] [FORECASTER] Completed predict_future for ARCO [2025-09-26T23:03:10.491613] [INFO ] [sig ] ARCO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:10.656906] [INFO ] [LOCAL ] Saved forecast: ARCO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ARCO.txt [2025-09-26T23:03:10.657157] [WARN ] [sig ] [99/2043] Failed ARCO after 0.3s | 4.14 sym/s | Total: 23.9s | ETA: 7.8m [2025-09-26T23:03:10.657235] [INFO ] [sig ] [100/2043] Forecasting ARDC... [2025-09-26T23:03:10.657276] [INFO ] [sig ] Generating forecast for: ARDC [2025-09-26T23:03:10.657309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'. [2025-09-26T23:03:10.668952] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARDC'. [2025-09-26T23:03:10.669371] [INFO ] [FORECASTER] Starting predict_future for ARDC [2025-09-26T23:03:10.698879] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:10.699718] [DEBUG] [LOCAL ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt [2025-09-26T23:03:10.699789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:10.699826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:10.699856] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:10.699915] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:10.721829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:10.722756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:10.722852] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:10.722887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:10.763979] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:10.764112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:10.764164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:10.764197] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:10.767894] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=71.38%) [2025-09-26T23:03:10.768187] [INFO ] [FORECASTER] Completed predict_future for ARDC [2025-09-26T23:03:10.768332] [INFO ] [sig ] ARDC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:10.924371] [INFO ] [LOCAL ] Saved forecast: ARDC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ARDC.txt [2025-09-26T23:03:10.924590] [WARN ] [sig ] [100/2043] Failed ARDC after 0.3s | 4.14 sym/s | Total: 24.2s | ETA: 7.8m [2025-09-26T23:03:10.924695] [INFO ] [sig ] [101/2043] Forecasting ARDT... [2025-09-26T23:03:10.924748] [INFO ] [sig ] Generating forecast for: ARDT [2025-09-26T23:03:10.924785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARDT' from 'https://tdm.silogroup.org/data/derivative_storage/ARDT.csv'. [2025-09-26T23:03:10.929542] [WARN ] [REMOTE ] Historical data not found for symbol 'ARDT' (404). [2025-09-26T23:03:10.929755] [FATAL] [sig ] ARDT: No historical data fetched. [2025-09-26T23:03:10.929843] [WARN ] [sig ] [101/2043] Failed ARDT after 0.0s | 4.18 sym/s | Total: 24.2s | ETA: 7.8m [2025-09-26T23:03:10.929910] [INFO ] [sig ] [102/2043] Forecasting ARE... [2025-09-26T23:03:10.929953] [INFO ] [sig ] Generating forecast for: ARE [2025-09-26T23:03:10.929984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'. [2025-09-26T23:03:10.940103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARE'. [2025-09-26T23:03:10.940385] [INFO ] [FORECASTER] Starting predict_future for ARE [2025-09-26T23:03:10.967844] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:10.968775] [DEBUG] [LOCAL ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt [2025-09-26T23:03:10.968836] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:10.968871] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:10.968899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:10.968956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:10.988206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:10.988864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:10.988950] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:10.988984] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:11.027328] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:11.027414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:11.027451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:11.027480] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:11.030799] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-09-26T23:03:11.031099] [INFO ] [FORECASTER] Completed predict_future for ARE [2025-09-26T23:03:11.031289] [INFO ] [sig ] ARE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:11.185985] [INFO ] [LOCAL ] Saved forecast: ARE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ARE.txt [2025-09-26T23:03:11.186212] [WARN ] [sig ] [102/2043] Failed ARE after 0.3s | 4.17 sym/s | Total: 24.4s | ETA: 7.8m [2025-09-26T23:03:11.186306] [INFO ] [sig ] [103/2043] Forecasting ARIS... [2025-09-26T23:03:11.186360] [INFO ] [sig ] Generating forecast for: ARIS [2025-09-26T23:03:11.186396] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARIS' from 'https://tdm.silogroup.org/data/derivative_storage/ARIS.csv'. [2025-09-26T23:03:11.191145] [WARN ] [REMOTE ] Historical data not found for symbol 'ARIS' (404). [2025-09-26T23:03:11.191352] [FATAL] [sig ] ARIS: No historical data fetched. [2025-09-26T23:03:11.191443] [WARN ] [sig ] [103/2043] Failed ARIS after 0.0s | 4.21 sym/s | Total: 24.4s | ETA: 7.7m [2025-09-26T23:03:11.191512] [INFO ] [sig ] [104/2043] Forecasting ARLO... [2025-09-26T23:03:11.191554] [INFO ] [sig ] Generating forecast for: ARLO [2025-09-26T23:03:11.191586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'. [2025-09-26T23:03:11.200661] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARLO'. [2025-09-26T23:03:11.200941] [INFO ] [FORECASTER] Starting predict_future for ARLO [2025-09-26T23:03:11.231516] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:11.232422] [DEBUG] [LOCAL ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt [2025-09-26T23:03:11.232480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:11.232516] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:11.232545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:11.232609] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:11.252705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:11.253327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:11.253418] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:11.253452] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:11.294618] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:11.294737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:11.294781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:11.294811] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:11.298168] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=62.70%) [2025-09-26T23:03:11.298455] [INFO ] [FORECASTER] Completed predict_future for ARLO [2025-09-26T23:03:11.298605] [INFO ] [sig ] ARLO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:11.459227] [INFO ] [LOCAL ] Saved forecast: ARLO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ARLO.txt [2025-09-26T23:03:11.459495] [WARN ] [sig ] [104/2043] Failed ARLO after 0.3s | 4.21 sym/s | Total: 24.7s | ETA: 7.7m [2025-09-26T23:03:11.459575] [INFO ] [sig ] [105/2043] Forecasting ARMK... [2025-09-26T23:03:11.459616] [INFO ] [sig ] Generating forecast for: ARMK [2025-09-26T23:03:11.459683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'. [2025-09-26T23:03:11.470561] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARMK'. [2025-09-26T23:03:11.470931] [INFO ] [FORECASTER] Starting predict_future for ARMK [2025-09-26T23:03:11.497598] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:11.498517] [DEBUG] [LOCAL ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt [2025-09-26T23:03:11.498575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:11.498613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:11.498671] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:11.498755] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:11.518910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:11.519484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:11.519571] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:11.519605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:11.557178] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:11.557274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:11.557312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:11.557342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:11.560800] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: DOWN (p=36.71%) [2025-09-26T23:03:11.561122] [INFO ] [FORECASTER] Completed predict_future for ARMK [2025-09-26T23:03:11.561282] [INFO ] [sig ] ARMK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:11.716469] [INFO ] [LOCAL ] Saved forecast: ARMK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ARMK.txt [2025-09-26T23:03:11.716776] [WARN ] [sig ] [105/2043] Failed ARMK after 0.3s | 4.20 sym/s | Total: 25.0s | ETA: 7.7m [2025-09-26T23:03:11.716871] [INFO ] [sig ] [106/2043] Forecasting ARW... [2025-09-26T23:03:11.716912] [INFO ] [sig ] Generating forecast for: ARW [2025-09-26T23:03:11.716946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ARW' from 'https://tdm.silogroup.org/data/derivative_storage/ARW.csv'. [2025-09-26T23:03:11.727174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ARW'. [2025-09-26T23:03:11.727449] [INFO ] [FORECASTER] Starting predict_future for ARW [2025-09-26T23:03:11.754243] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:11.755079] [DEBUG] [LOCAL ] No optimal features file found for ARW: ./output/feature-sets/ARW.txt [2025-09-26T23:03:11.755145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:11.755180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:11.755209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:11.755268] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:11.773257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:11.773864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:11.773952] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:11.773989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:11.813572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:11.813690] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:11.813742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:11.813774] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:11.817084] [DEBUG] [FORECASTER] ARW: Forecast T+1@11:T+2@11: DOWN (p=11.15%) [2025-09-26T23:03:11.817357] [INFO ] [FORECASTER] Completed predict_future for ARW [2025-09-26T23:03:11.817496] [INFO ] [sig ] ARW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:11.964622] [INFO ] [LOCAL ] Saved forecast: ARW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ARW.txt [2025-09-26T23:03:11.964860] [WARN ] [sig ] [106/2043] Failed ARW after 0.2s | 4.20 sym/s | Total: 25.2s | ETA: 7.7m [2025-09-26T23:03:11.964940] [INFO ] [sig ] [107/2043] Forecasting ASA... [2025-09-26T23:03:11.964981] [INFO ] [sig ] Generating forecast for: ASA [2025-09-26T23:03:11.965014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'. [2025-09-26T23:03:11.976454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASA'. [2025-09-26T23:03:11.976877] [INFO ] [FORECASTER] Starting predict_future for ASA [2025-09-26T23:03:12.005734] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:12.006767] [DEBUG] [LOCAL ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt [2025-09-26T23:03:12.006831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:12.006869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:12.006899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:12.006960] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:12.026070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:12.026827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:12.026924] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:12.026960] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:12.063682] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:12.063877] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:12.063933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:12.063965] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:12.067882] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=22.20%) [2025-09-26T23:03:12.068191] [INFO ] [FORECASTER] Completed predict_future for ASA [2025-09-26T23:03:12.068340] [INFO ] [sig ] ASA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:12.238047] [INFO ] [LOCAL ] Saved forecast: ASA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ASA.txt [2025-09-26T23:03:12.238370] [WARN ] [sig ] [107/2043] Failed ASA after 0.3s | 4.20 sym/s | Total: 25.5s | ETA: 7.7m [2025-09-26T23:03:12.238457] [INFO ] [sig ] [108/2043] Forecasting ASAN... [2025-09-26T23:03:12.238498] [INFO ] [sig ] Generating forecast for: ASAN [2025-09-26T23:03:12.238532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASAN' from 'https://tdm.silogroup.org/data/derivative_storage/ASAN.csv'. [2025-09-26T23:03:12.249250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASAN'. [2025-09-26T23:03:12.249590] [INFO ] [FORECASTER] Starting predict_future for ASAN [2025-09-26T23:03:12.276665] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:12.277479] [DEBUG] [LOCAL ] No optimal features file found for ASAN: ./output/feature-sets/ASAN.txt [2025-09-26T23:03:12.277541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:12.277577] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:12.277608] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:12.277689] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:12.297138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:12.297757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:12.297843] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:12.297878] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:12.336247] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:12.336380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:12.336426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:12.336457] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:12.339897] [DEBUG] [FORECASTER] ASAN: Forecast T+1@11:T+2@11: DOWN (p=22.28%) [2025-09-26T23:03:12.340182] [INFO ] [FORECASTER] Completed predict_future for ASAN [2025-09-26T23:03:12.340323] [INFO ] [sig ] ASAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:12.490429] [INFO ] [LOCAL ] Saved forecast: ASAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ASAN.txt [2025-09-26T23:03:12.490704] [WARN ] [sig ] [108/2043] Failed ASAN after 0.3s | 4.19 sym/s | Total: 25.7s | ETA: 7.7m [2025-09-26T23:03:12.490786] [INFO ] [sig ] [109/2043] Forecasting ASB... [2025-09-26T23:03:12.490826] [INFO ] [sig ] Generating forecast for: ASB [2025-09-26T23:03:12.490860] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'. [2025-09-26T23:03:12.501568] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASB'. [2025-09-26T23:03:12.501981] [INFO ] [FORECASTER] Starting predict_future for ASB [2025-09-26T23:03:12.529124] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:12.530114] [DEBUG] [LOCAL ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt [2025-09-26T23:03:12.530177] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:12.530215] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:12.530246] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:12.530307] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:12.549844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:12.550477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:12.550565] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:12.550603] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:12.591415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:12.591554] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:12.591597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:12.591629] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:12.595296] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: DOWN (p=9.20%) [2025-09-26T23:03:12.595752] [INFO ] [FORECASTER] Completed predict_future for ASB [2025-09-26T23:03:12.595926] [INFO ] [sig ] ASB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:12.755563] [INFO ] [LOCAL ] Saved forecast: ASB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ASB.txt [2025-09-26T23:03:12.755843] [WARN ] [sig ] [109/2043] Failed ASB after 0.3s | 4.19 sym/s | Total: 26.0s | ETA: 7.7m [2025-09-26T23:03:12.755928] [INFO ] [sig ] [110/2043] Forecasting ASC... [2025-09-26T23:03:12.755970] [INFO ] [sig ] Generating forecast for: ASC [2025-09-26T23:03:12.756006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'. [2025-09-26T23:03:12.760540] [WARN ] [REMOTE ] Historical data not found for symbol 'ASC' (404). [2025-09-26T23:03:12.760788] [FATAL] [sig ] ASC: No historical data fetched. [2025-09-26T23:03:12.760891] [WARN ] [sig ] [110/2043] Failed ASC after 0.0s | 4.23 sym/s | Total: 26.0s | ETA: 7.6m [2025-09-26T23:03:12.760969] [INFO ] [sig ] [111/2043] Forecasting ASG... [2025-09-26T23:03:12.761023] [INFO ] [sig ] Generating forecast for: ASG [2025-09-26T23:03:12.761083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'. [2025-09-26T23:03:12.765157] [WARN ] [REMOTE ] Historical data not found for symbol 'ASG' (404). [2025-09-26T23:03:12.765342] [FATAL] [sig ] ASG: No historical data fetched. [2025-09-26T23:03:12.765435] [WARN ] [sig ] [111/2043] Failed ASG after 0.0s | 4.27 sym/s | Total: 26.0s | ETA: 7.5m [2025-09-26T23:03:12.765504] [INFO ] [sig ] [112/2043] Forecasting ASGI... [2025-09-26T23:03:12.765545] [INFO ] [sig ] Generating forecast for: ASGI [2025-09-26T23:03:12.765602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'. [2025-09-26T23:03:12.778961] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASGI'. [2025-09-26T23:03:12.779349] [INFO ] [FORECASTER] Starting predict_future for ASGI [2025-09-26T23:03:12.807977] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:12.809111] [DEBUG] [LOCAL ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt [2025-09-26T23:03:12.809176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:12.809215] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:12.809245] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:12.809308] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:12.829816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:12.830444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:12.830531] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:12.830567] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:12.869251] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:12.869413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:12.869457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:12.869540] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:12.873437] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=9.38%) [2025-09-26T23:03:12.873787] [INFO ] [FORECASTER] Completed predict_future for ASGI [2025-09-26T23:03:12.873937] [INFO ] [sig ] ASGI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:13.027289] [INFO ] [LOCAL ] Saved forecast: ASGI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ASGI.txt [2025-09-26T23:03:13.027548] [WARN ] [sig ] [112/2043] Failed ASGI after 0.3s | 4.26 sym/s | Total: 26.3s | ETA: 7.6m [2025-09-26T23:03:13.027633] [INFO ] [sig ] [113/2043] Forecasting ASH... [2025-09-26T23:03:13.027712] [INFO ] [sig ] Generating forecast for: ASH [2025-09-26T23:03:13.027752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'. [2025-09-26T23:03:13.037922] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASH'. [2025-09-26T23:03:13.038277] [INFO ] [FORECASTER] Starting predict_future for ASH [2025-09-26T23:03:13.065453] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:13.066276] [DEBUG] [LOCAL ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt [2025-09-26T23:03:13.066370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:13.066406] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:13.066435] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:13.066492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:13.084976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:13.085635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:13.085750] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:13.085788] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:13.116233] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:13.116432] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:13.116485] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:13.116517] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:13.120724] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=91.01%) [2025-09-26T23:03:13.121143] [INFO ] [FORECASTER] Completed predict_future for ASH [2025-09-26T23:03:13.121317] [INFO ] [sig ] ASH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:13.280876] [INFO ] [LOCAL ] Saved forecast: ASH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ASH.txt [2025-09-26T23:03:13.281156] [WARN ] [sig ] [113/2043] Failed ASH after 0.3s | 4.26 sym/s | Total: 26.5s | ETA: 7.6m [2025-09-26T23:03:13.281246] [INFO ] [sig ] [114/2043] Forecasting ASIX... [2025-09-26T23:03:13.281287] [INFO ] [sig ] Generating forecast for: ASIX [2025-09-26T23:03:13.281321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'. [2025-09-26T23:03:13.291686] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASIX'. [2025-09-26T23:03:13.292035] [INFO ] [FORECASTER] Starting predict_future for ASIX [2025-09-26T23:03:13.319633] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:13.320527] [DEBUG] [LOCAL ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt [2025-09-26T23:03:13.320586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:13.320625] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:13.320692] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:13.320767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:13.339979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:13.340804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:13.340895] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:13.340932] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:13.370170] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:13.370451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:13.370535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:13.370579] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:13.374561] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=17.70%) [2025-09-26T23:03:13.374915] [INFO ] [FORECASTER] Completed predict_future for ASIX [2025-09-26T23:03:13.375071] [INFO ] [sig ] ASIX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:13.528323] [INFO ] [LOCAL ] Saved forecast: ASIX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ASIX.txt [2025-09-26T23:03:13.528623] [WARN ] [sig ] [114/2043] Failed ASIX after 0.2s | 4.26 sym/s | Total: 26.8s | ETA: 7.6m [2025-09-26T23:03:13.528728] [INFO ] [sig ] [115/2043] Forecasting ASPN... [2025-09-26T23:03:13.528771] [INFO ] [sig ] Generating forecast for: ASPN [2025-09-26T23:03:13.528805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'. [2025-09-26T23:03:13.540198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASPN'. [2025-09-26T23:03:13.540695] [INFO ] [FORECASTER] Starting predict_future for ASPN [2025-09-26T23:03:13.570078] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:13.570942] [DEBUG] [LOCAL ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt [2025-09-26T23:03:13.571000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:13.571036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:13.571067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:13.571126] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:13.590072] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:13.590843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:13.590934] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:13.590970] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:13.624351] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:13.624963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:13.625020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:13.625054] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:13.630336] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: UP (p=64.87%) [2025-09-26T23:03:13.630800] [INFO ] [FORECASTER] Completed predict_future for ASPN [2025-09-26T23:03:13.630975] [INFO ] [sig ] ASPN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:13.785226] [INFO ] [LOCAL ] Saved forecast: ASPN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ASPN.txt [2025-09-26T23:03:13.785502] [WARN ] [sig ] [115/2043] Failed ASPN after 0.3s | 4.25 sym/s | Total: 27.0s | ETA: 7.6m [2025-09-26T23:03:13.785590] [INFO ] [sig ] [116/2043] Forecasting ASR... [2025-09-26T23:03:13.785632] [INFO ] [sig ] Generating forecast for: ASR [2025-09-26T23:03:13.785708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ASR' from 'https://tdm.silogroup.org/data/derivative_storage/ASR.csv'. [2025-09-26T23:03:13.795592] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ASR'. [2025-09-26T23:03:13.796059] [INFO ] [FORECASTER] Starting predict_future for ASR [2025-09-26T23:03:13.823557] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:13.824420] [DEBUG] [LOCAL ] No optimal features file found for ASR: ./output/feature-sets/ASR.txt [2025-09-26T23:03:13.824479] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:13.824525] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:13.824557] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:13.824617] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:13.842986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:13.843953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:13.844055] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:13.844093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:13.878081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:13.878268] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:13.878337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:13.878393] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:13.882982] [DEBUG] [FORECASTER] ASR: Forecast T+1@11:T+2@11: UP (p=96.32%) [2025-09-26T23:03:13.883331] [INFO ] [FORECASTER] Completed predict_future for ASR [2025-09-26T23:03:13.883486] [INFO ] [sig ] ASR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:14.035029] [INFO ] [LOCAL ] Saved forecast: ASR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ASR.txt [2025-09-26T23:03:14.035314] [WARN ] [sig ] [116/2043] Failed ASR after 0.2s | 4.25 sym/s | Total: 27.3s | ETA: 7.6m [2025-09-26T23:03:14.035399] [INFO ] [sig ] [117/2043] Forecasting ATGE... [2025-09-26T23:03:14.035440] [INFO ] [sig ] Generating forecast for: ATGE [2025-09-26T23:03:14.035478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'. [2025-09-26T23:03:14.047949] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATGE'. [2025-09-26T23:03:14.048473] [INFO ] [FORECASTER] Starting predict_future for ATGE [2025-09-26T23:03:14.081397] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:14.082462] [DEBUG] [LOCAL ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt [2025-09-26T23:03:14.082547] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:14.082617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:14.082689] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:14.082767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:14.103360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:14.104374] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:14.104493] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:14.104530] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:14.143103] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:14.143302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:14.143351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:14.143382] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:14.147950] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-09-26T23:03:14.148295] [INFO ] [FORECASTER] Completed predict_future for ATGE [2025-09-26T23:03:14.148449] [INFO ] [sig ] ATGE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:14.317428] [INFO ] [LOCAL ] Saved forecast: ATGE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ATGE.txt [2025-09-26T23:03:14.317734] [WARN ] [sig ] [117/2043] Failed ATGE after 0.3s | 4.24 sym/s | Total: 27.6s | ETA: 7.6m [2025-09-26T23:03:14.317833] [INFO ] [sig ] [118/2043] Forecasting ATHM... [2025-09-26T23:03:14.317919] [INFO ] [sig ] Generating forecast for: ATHM [2025-09-26T23:03:14.317962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'. [2025-09-26T23:03:14.329065] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATHM'. [2025-09-26T23:03:14.329453] [INFO ] [FORECASTER] Starting predict_future for ATHM [2025-09-26T23:03:14.356435] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:14.357391] [DEBUG] [LOCAL ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt [2025-09-26T23:03:14.357454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:14.357491] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:14.357520] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:14.357578] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:14.377917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:14.378632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:14.378758] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:14.378796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:14.423563] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:14.423763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:14.423818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:14.423850] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:14.430821] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=97.98%) [2025-09-26T23:03:14.431138] [INFO ] [FORECASTER] Completed predict_future for ATHM [2025-09-26T23:03:14.431290] [INFO ] [sig ] ATHM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:14.594183] [INFO ] [LOCAL ] Saved forecast: ATHM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ATHM.txt [2025-09-26T23:03:14.594474] [WARN ] [sig ] [118/2043] Failed ATHM after 0.3s | 4.24 sym/s | Total: 27.8s | ETA: 7.6m [2025-09-26T23:03:14.594561] [INFO ] [sig ] [119/2043] Forecasting ATI... [2025-09-26T23:03:14.594602] [INFO ] [sig ] Generating forecast for: ATI [2025-09-26T23:03:14.594705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'. [2025-09-26T23:03:14.605462] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATI'. [2025-09-26T23:03:14.605959] [INFO ] [FORECASTER] Starting predict_future for ATI [2025-09-26T23:03:14.634670] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:14.635529] [DEBUG] [LOCAL ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt [2025-09-26T23:03:14.635611] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:14.635707] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:14.635752] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:14.635816] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:14.655942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:14.656739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:14.656829] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:14.656866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:14.697274] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:14.697395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:14.697437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:14.697540] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:14.701661] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=40.58%) [2025-09-26T23:03:14.701982] [INFO ] [FORECASTER] Completed predict_future for ATI [2025-09-26T23:03:14.702138] [INFO ] [sig ] ATI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:14.856106] [INFO ] [LOCAL ] Saved forecast: ATI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ATI.txt [2025-09-26T23:03:14.856370] [WARN ] [sig ] [119/2043] Failed ATI after 0.3s | 4.23 sym/s | Total: 28.1s | ETA: 7.6m [2025-09-26T23:03:14.856454] [INFO ] [sig ] [120/2043] Forecasting ATKR... [2025-09-26T23:03:14.856493] [INFO ] [sig ] Generating forecast for: ATKR [2025-09-26T23:03:14.856527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATKR' from 'https://tdm.silogroup.org/data/derivative_storage/ATKR.csv'. [2025-09-26T23:03:14.866951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATKR'. [2025-09-26T23:03:14.867318] [INFO ] [FORECASTER] Starting predict_future for ATKR [2025-09-26T23:03:14.894677] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:14.895617] [DEBUG] [LOCAL ] No optimal features file found for ATKR: ./output/feature-sets/ATKR.txt [2025-09-26T23:03:14.895720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:14.895765] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:14.895795] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:14.895856] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:14.915287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:14.916238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:14.916363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:14.916411] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:14.957592] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:14.957747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:14.957797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:14.957829] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:14.961383] [DEBUG] [FORECASTER] ATKR: Forecast T+1@11:T+2@11: DOWN (p=4.38%) [2025-09-26T23:03:14.961718] [INFO ] [FORECASTER] Completed predict_future for ATKR [2025-09-26T23:03:14.961878] [INFO ] [sig ] ATKR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:15.113806] [INFO ] [LOCAL ] Saved forecast: ATKR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ATKR.txt [2025-09-26T23:03:15.114048] [WARN ] [sig ] [120/2043] Failed ATKR after 0.3s | 4.23 sym/s | Total: 28.4s | ETA: 7.6m [2025-09-26T23:03:15.114126] [INFO ] [sig ] [121/2043] Forecasting ATO... [2025-09-26T23:03:15.114165] [INFO ] [sig ] Generating forecast for: ATO [2025-09-26T23:03:15.114199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'. [2025-09-26T23:03:15.125586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATO'. [2025-09-26T23:03:15.125986] [INFO ] [FORECASTER] Starting predict_future for ATO [2025-09-26T23:03:15.153234] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:15.154089] [DEBUG] [LOCAL ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt [2025-09-26T23:03:15.154151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:15.154188] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:15.154217] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:15.154286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:15.172570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:15.173338] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:15.173435] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:15.173471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:15.214731] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:15.214885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:15.214930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:15.214961] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:15.218722] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=23.61%) [2025-09-26T23:03:15.219024] [INFO ] [FORECASTER] Completed predict_future for ATO [2025-09-26T23:03:15.219180] [INFO ] [sig ] ATO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:15.374500] [INFO ] [LOCAL ] Saved forecast: ATO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ATO.txt [2025-09-26T23:03:15.374805] [WARN ] [sig ] [121/2043] Failed ATO after 0.3s | 4.23 sym/s | Total: 28.6s | ETA: 7.6m [2025-09-26T23:03:15.374893] [INFO ] [sig ] [122/2043] Forecasting ATR... [2025-09-26T23:03:15.374934] [INFO ] [sig ] Generating forecast for: ATR [2025-09-26T23:03:15.374968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATR' from 'https://tdm.silogroup.org/data/derivative_storage/ATR.csv'. [2025-09-26T23:03:15.386105] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATR'. [2025-09-26T23:03:15.386576] [INFO ] [FORECASTER] Starting predict_future for ATR [2025-09-26T23:03:15.413770] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:15.414609] [DEBUG] [LOCAL ] No optimal features file found for ATR: ./output/feature-sets/ATR.txt [2025-09-26T23:03:15.414696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:15.414744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:15.414776] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:15.414894] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:15.433499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:15.434177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:15.434268] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:15.434304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:15.473467] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:15.473590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:15.473631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:15.473704] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:15.477280] [DEBUG] [FORECASTER] ATR: Forecast T+1@11:T+2@11: DOWN (p=8.35%) [2025-09-26T23:03:15.477566] [INFO ] [FORECASTER] Completed predict_future for ATR [2025-09-26T23:03:15.477745] [INFO ] [sig ] ATR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:15.631220] [INFO ] [LOCAL ] Saved forecast: ATR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ATR.txt [2025-09-26T23:03:15.631493] [WARN ] [sig ] [122/2043] Failed ATR after 0.3s | 4.22 sym/s | Total: 28.9s | ETA: 7.6m [2025-09-26T23:03:15.631572] [INFO ] [sig ] [123/2043] Forecasting ATS... [2025-09-26T23:03:15.631613] [INFO ] [sig ] Generating forecast for: ATS [2025-09-26T23:03:15.631680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ATS' from 'https://tdm.silogroup.org/data/derivative_storage/ATS.csv'. [2025-09-26T23:03:15.642542] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ATS'. [2025-09-26T23:03:15.642892] [INFO ] [FORECASTER] Starting predict_future for ATS [2025-09-26T23:03:15.670703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:15.671579] [DEBUG] [LOCAL ] No optimal features file found for ATS: ./output/feature-sets/ATS.txt [2025-09-26T23:03:15.671658] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:15.671719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:15.671754] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:15.671813] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:15.690527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:15.691267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:15.691358] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:15.691394] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:15.733368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:15.733547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:15.733608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:15.733668] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:15.737692] [DEBUG] [FORECASTER] ATS: Forecast T+1@11:T+2@11: DOWN (p=46.40%) [2025-09-26T23:03:15.738012] [INFO ] [FORECASTER] Completed predict_future for ATS [2025-09-26T23:03:15.738159] [INFO ] [sig ] ATS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:15.889189] [INFO ] [LOCAL ] Saved forecast: ATS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ATS.txt [2025-09-26T23:03:15.889432] [WARN ] [sig ] [123/2043] Failed ATS after 0.3s | 4.22 sym/s | Total: 29.1s | ETA: 7.6m [2025-09-26T23:03:15.889513] [INFO ] [sig ] [124/2043] Forecasting AU... [2025-09-26T23:03:15.889554] [INFO ] [sig ] Generating forecast for: AU [2025-09-26T23:03:15.889590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AU' from 'https://tdm.silogroup.org/data/derivative_storage/AU.csv'. [2025-09-26T23:03:15.895064] [WARN ] [REMOTE ] Historical data not found for symbol 'AU' (404). [2025-09-26T23:03:15.895359] [FATAL] [sig ] AU: No historical data fetched. [2025-09-26T23:03:15.895455] [WARN ] [sig ] [124/2043] Failed AU after 0.0s | 4.25 sym/s | Total: 29.1s | ETA: 7.5m [2025-09-26T23:03:15.895526] [INFO ] [sig ] [125/2043] Forecasting AUB... [2025-09-26T23:03:15.895567] [INFO ] [sig ] Generating forecast for: AUB [2025-09-26T23:03:15.895601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'. [2025-09-26T23:03:15.905782] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AUB'. [2025-09-26T23:03:15.906098] [INFO ] [FORECASTER] Starting predict_future for AUB [2025-09-26T23:03:15.933127] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:15.934008] [DEBUG] [LOCAL ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt [2025-09-26T23:03:15.934072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:15.934113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:15.934143] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:15.934202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:15.953194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:15.953841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:15.953930] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:15.953965] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:15.993808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:15.993957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:15.993998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:15.994051] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:15.997689] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=28.82%) [2025-09-26T23:03:15.997983] [INFO ] [FORECASTER] Completed predict_future for AUB [2025-09-26T23:03:15.998128] [INFO ] [sig ] AUB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:16.146869] [INFO ] [LOCAL ] Saved forecast: AUB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AUB.txt [2025-09-26T23:03:16.147148] [WARN ] [sig ] [125/2043] Failed AUB after 0.3s | 4.25 sym/s | Total: 29.4s | ETA: 7.5m [2025-09-26T23:03:16.147230] [INFO ] [sig ] [126/2043] Forecasting AUNA... [2025-09-26T23:03:16.147270] [INFO ] [sig ] Generating forecast for: AUNA [2025-09-26T23:03:16.147305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AUNA' from 'https://tdm.silogroup.org/data/derivative_storage/AUNA.csv'. [2025-09-26T23:03:16.157250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AUNA'. [2025-09-26T23:03:16.157621] [INFO ] [FORECASTER] Starting predict_future for AUNA [2025-09-26T23:03:16.184258] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:16.185081] [DEBUG] [LOCAL ] No optimal features file found for AUNA: ./output/feature-sets/AUNA.txt [2025-09-26T23:03:16.185141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:16.185177] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:16.185205] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:16.185263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:16.203957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:16.204687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:16.204782] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:16.204818] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:16.239546] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:16.239719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:16.239806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:16.239839] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:16.247333] [DEBUG] [FORECASTER] AUNA: Forecast T+1@11:T+2@11: UP (p=88.35%) [2025-09-26T23:03:16.247683] [INFO ] [FORECASTER] Completed predict_future for AUNA [2025-09-26T23:03:16.247847] [INFO ] [sig ] AUNA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:16.396855] [INFO ] [LOCAL ] Saved forecast: AUNA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AUNA.txt [2025-09-26T23:03:16.397095] [WARN ] [sig ] [126/2043] Failed AUNA after 0.2s | 4.25 sym/s | Total: 29.7s | ETA: 7.5m [2025-09-26T23:03:16.397175] [INFO ] [sig ] [127/2043] Forecasting AVA... [2025-09-26T23:03:16.397215] [INFO ] [sig ] Generating forecast for: AVA [2025-09-26T23:03:16.397249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'. [2025-09-26T23:03:16.408434] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVA'. [2025-09-26T23:03:16.408963] [INFO ] [FORECASTER] Starting predict_future for AVA [2025-09-26T23:03:16.438840] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:16.439790] [DEBUG] [LOCAL ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt [2025-09-26T23:03:16.439854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:16.439893] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:16.439924] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:16.439985] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:16.459128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:16.460160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:16.460260] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:16.460298] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:16.498253] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:16.498445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:16.498491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:16.498525] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:16.502534] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=4.65%) [2025-09-26T23:03:16.502932] [INFO ] [FORECASTER] Completed predict_future for AVA [2025-09-26T23:03:16.503103] [INFO ] [sig ] AVA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:16.658526] [INFO ] [LOCAL ] Saved forecast: AVA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AVA.txt [2025-09-26T23:03:16.658885] [WARN ] [sig ] [127/2043] Failed AVA after 0.3s | 4.25 sym/s | Total: 29.9s | ETA: 7.5m [2025-09-26T23:03:16.658975] [INFO ] [sig ] [128/2043] Forecasting AVAL... [2025-09-26T23:03:16.659016] [INFO ] [sig ] Generating forecast for: AVAL [2025-09-26T23:03:16.659053] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'. [2025-09-26T23:03:16.669162] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVAL'. [2025-09-26T23:03:16.669498] [INFO ] [FORECASTER] Starting predict_future for AVAL [2025-09-26T23:03:16.696916] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:16.697779] [DEBUG] [LOCAL ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt [2025-09-26T23:03:16.697870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:16.697927] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:16.697961] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:16.698021] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:16.716897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:16.717568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:16.717682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:16.717738] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:16.752934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:16.753060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:16.753102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:16.753132] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:16.756720] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=76.44%) [2025-09-26T23:03:16.757019] [INFO ] [FORECASTER] Completed predict_future for AVAL [2025-09-26T23:03:16.757173] [INFO ] [sig ] AVAL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:16.907694] [INFO ] [LOCAL ] Saved forecast: AVAL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AVAL.txt [2025-09-26T23:03:16.907968] [WARN ] [sig ] [128/2043] Failed AVAL after 0.2s | 4.24 sym/s | Total: 30.2s | ETA: 7.5m [2025-09-26T23:03:16.908050] [INFO ] [sig ] [129/2043] Forecasting AVB... [2025-09-26T23:03:16.908092] [INFO ] [sig ] Generating forecast for: AVB [2025-09-26T23:03:16.908131] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'. [2025-09-26T23:03:16.919485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVB'. [2025-09-26T23:03:16.919993] [INFO ] [FORECASTER] Starting predict_future for AVB [2025-09-26T23:03:16.947957] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:16.948914] [DEBUG] [LOCAL ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt [2025-09-26T23:03:16.948977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:16.949013] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:16.949042] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:16.949100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:16.967906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:16.968926] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:16.969026] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:16.969101] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:17.008054] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:17.008369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:17.008432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:17.008465] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:17.012443] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: DOWN (p=16.42%) [2025-09-26T23:03:17.012829] [INFO ] [FORECASTER] Completed predict_future for AVB [2025-09-26T23:03:17.012991] [INFO ] [sig ] AVB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:17.163912] [INFO ] [LOCAL ] Saved forecast: AVB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AVB.txt [2025-09-26T23:03:17.164217] [WARN ] [sig ] [129/2043] Failed AVB after 0.3s | 4.24 sym/s | Total: 30.4s | ETA: 7.5m [2025-09-26T23:03:17.164331] [INFO ] [sig ] [130/2043] Forecasting AVD... [2025-09-26T23:03:17.164380] [INFO ] [sig ] Generating forecast for: AVD [2025-09-26T23:03:17.164416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'. [2025-09-26T23:03:17.174576] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVD'. [2025-09-26T23:03:17.175008] [INFO ] [FORECASTER] Starting predict_future for AVD [2025-09-26T23:03:17.202585] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:17.203424] [DEBUG] [LOCAL ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt [2025-09-26T23:03:17.203482] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:17.203518] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:17.203547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:17.203606] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:17.223066] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:17.223833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:17.223925] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:17.223961] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:17.262790] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:17.262946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:17.262986] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:17.263015] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:17.266863] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=11.70%) [2025-09-26T23:03:17.267163] [INFO ] [FORECASTER] Completed predict_future for AVD [2025-09-26T23:03:17.267315] [INFO ] [sig ] AVD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:17.421086] [INFO ] [LOCAL ] Saved forecast: AVD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AVD.txt [2025-09-26T23:03:17.421373] [WARN ] [sig ] [130/2043] Failed AVD after 0.3s | 4.24 sym/s | Total: 30.7s | ETA: 7.5m [2025-09-26T23:03:17.421480] [INFO ] [sig ] [131/2043] Forecasting AVK... [2025-09-26T23:03:17.421534] [INFO ] [sig ] Generating forecast for: AVK [2025-09-26T23:03:17.421571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'. [2025-09-26T23:03:17.432499] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVK'. [2025-09-26T23:03:17.432926] [INFO ] [FORECASTER] Starting predict_future for AVK [2025-09-26T23:03:17.460325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:17.461265] [DEBUG] [LOCAL ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt [2025-09-26T23:03:17.461331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:17.461370] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:17.461400] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:17.461460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:17.480735] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:17.481706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:17.481805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:17.481842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:17.518875] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:17.519056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:17.519102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:17.519133] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:17.523071] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: DOWN (p=41.24%) [2025-09-26T23:03:17.523414] [INFO ] [FORECASTER] Completed predict_future for AVK [2025-09-26T23:03:17.523574] [INFO ] [sig ] AVK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:17.675137] [INFO ] [LOCAL ] Saved forecast: AVK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AVK.txt [2025-09-26T23:03:17.675420] [WARN ] [sig ] [131/2043] Failed AVK after 0.3s | 4.24 sym/s | Total: 30.9s | ETA: 7.5m [2025-09-26T23:03:17.675509] [INFO ] [sig ] [132/2043] Forecasting AVNS... [2025-09-26T23:03:17.675552] [INFO ] [sig ] Generating forecast for: AVNS [2025-09-26T23:03:17.675586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'. [2025-09-26T23:03:17.686317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVNS'. [2025-09-26T23:03:17.686772] [INFO ] [FORECASTER] Starting predict_future for AVNS [2025-09-26T23:03:17.715270] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:17.716197] [DEBUG] [LOCAL ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt [2025-09-26T23:03:17.716256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:17.716331] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:17.716378] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:17.716440] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:17.736180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:17.737023] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:17.737115] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:17.737149] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:17.776453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:17.776608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:17.776676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:17.776748] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:17.780621] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=31.89%) [2025-09-26T23:03:17.780961] [INFO ] [FORECASTER] Completed predict_future for AVNS [2025-09-26T23:03:17.781124] [INFO ] [sig ] AVNS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:17.935598] [INFO ] [LOCAL ] Saved forecast: AVNS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AVNS.txt [2025-09-26T23:03:17.935920] [WARN ] [sig ] [132/2043] Failed AVNS after 0.3s | 4.23 sym/s | Total: 31.2s | ETA: 7.5m [2025-09-26T23:03:17.936006] [INFO ] [sig ] [133/2043] Forecasting AVNT... [2025-09-26T23:03:17.936047] [INFO ] [sig ] Generating forecast for: AVNT [2025-09-26T23:03:17.936081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AVNT' from 'https://tdm.silogroup.org/data/derivative_storage/AVNT.csv'. [2025-09-26T23:03:17.946633] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AVNT'. [2025-09-26T23:03:17.947020] [INFO ] [FORECASTER] Starting predict_future for AVNT [2025-09-26T23:03:17.974744] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:17.975747] [DEBUG] [LOCAL ] No optimal features file found for AVNT: ./output/feature-sets/AVNT.txt [2025-09-26T23:03:17.975806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:17.975843] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:17.975873] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:17.975940] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:17.996587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:17.997411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:17.997513] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:17.997578] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:18.038783] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:18.038934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:18.038976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:18.039005] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:18.042905] [DEBUG] [FORECASTER] AVNT: Forecast T+1@11:T+2@11: UP (p=92.39%) [2025-09-26T23:03:18.043212] [INFO ] [FORECASTER] Completed predict_future for AVNT [2025-09-26T23:03:18.043355] [INFO ] [sig ] AVNT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:18.200440] [INFO ] [LOCAL ] Saved forecast: AVNT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AVNT.txt [2025-09-26T23:03:18.200750] [WARN ] [sig ] [133/2043] Failed AVNT after 0.3s | 4.23 sym/s | Total: 31.5s | ETA: 7.5m [2025-09-26T23:03:18.200839] [INFO ] [sig ] [134/2043] Forecasting AWF... [2025-09-26T23:03:18.200881] [INFO ] [sig ] Generating forecast for: AWF [2025-09-26T23:03:18.200917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'. [2025-09-26T23:03:18.211824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWF'. [2025-09-26T23:03:18.212147] [INFO ] [FORECASTER] Starting predict_future for AWF [2025-09-26T23:03:18.238868] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:18.239861] [DEBUG] [LOCAL ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt [2025-09-26T23:03:18.239919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:18.239954] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:18.239983] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:18.240040] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:18.258684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:18.259315] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:18.259404] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:18.259438] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:18.295467] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:18.295581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:18.295619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:18.295678] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:18.299249] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=36.19%) [2025-09-26T23:03:18.299532] [INFO ] [FORECASTER] Completed predict_future for AWF [2025-09-26T23:03:18.299708] [INFO ] [sig ] AWF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:18.451177] [INFO ] [LOCAL ] Saved forecast: AWF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AWF.txt [2025-09-26T23:03:18.451448] [WARN ] [sig ] [134/2043] Failed AWF after 0.3s | 4.23 sym/s | Total: 31.7s | ETA: 7.5m [2025-09-26T23:03:18.451530] [INFO ] [sig ] [135/2043] Forecasting AWI... [2025-09-26T23:03:18.451571] [INFO ] [sig ] Generating forecast for: AWI [2025-09-26T23:03:18.451606] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'. [2025-09-26T23:03:18.462465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWI'. [2025-09-26T23:03:18.462854] [INFO ] [FORECASTER] Starting predict_future for AWI [2025-09-26T23:03:18.490257] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:18.491074] [DEBUG] [LOCAL ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt [2025-09-26T23:03:18.491134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:18.491169] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:18.491200] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:18.491259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:18.510889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:18.511521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:18.511608] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:18.511668] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:18.552104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:18.552317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:18.552365] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:18.552397] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:18.556317] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=2.26%) [2025-09-26T23:03:18.556621] [INFO ] [FORECASTER] Completed predict_future for AWI [2025-09-26T23:03:18.556808] [INFO ] [sig ] AWI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:18.705143] [INFO ] [LOCAL ] Saved forecast: AWI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AWI.txt [2025-09-26T23:03:18.705410] [WARN ] [sig ] [135/2043] Failed AWI after 0.3s | 4.22 sym/s | Total: 32.0s | ETA: 7.5m [2025-09-26T23:03:18.705492] [INFO ] [sig ] [136/2043] Forecasting AWK... [2025-09-26T23:03:18.705533] [INFO ] [sig ] Generating forecast for: AWK [2025-09-26T23:03:18.705567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'. [2025-09-26T23:03:18.715957] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWK'. [2025-09-26T23:03:18.716352] [INFO ] [FORECASTER] Starting predict_future for AWK [2025-09-26T23:03:18.744167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:18.745247] [DEBUG] [LOCAL ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt [2025-09-26T23:03:18.745323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:18.745373] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:18.745404] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:18.745463] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:18.770717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:18.772217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:18.772333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:18.772390] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:18.811346] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:18.811525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:18.811571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:18.811601] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:18.815477] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=22.97%) [2025-09-26T23:03:18.815896] [INFO ] [FORECASTER] Completed predict_future for AWK [2025-09-26T23:03:18.816064] [INFO ] [sig ] AWK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:18.969235] [INFO ] [LOCAL ] Saved forecast: AWK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AWK.txt [2025-09-26T23:03:18.969528] [WARN ] [sig ] [136/2043] Failed AWK after 0.3s | 4.22 sym/s | Total: 32.2s | ETA: 7.5m [2025-09-26T23:03:18.969637] [INFO ] [sig ] [137/2043] Forecasting AWP... [2025-09-26T23:03:18.969728] [INFO ] [sig ] Generating forecast for: AWP [2025-09-26T23:03:18.969803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'. [2025-09-26T23:03:18.985837] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AWP'. [2025-09-26T23:03:18.986259] [INFO ] [FORECASTER] Starting predict_future for AWP [2025-09-26T23:03:19.013005] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:19.013824] [DEBUG] [LOCAL ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt [2025-09-26T23:03:19.013882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:19.013917] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:19.013946] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:19.014003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:19.033929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:19.034605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:19.034723] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:19.034770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:19.071344] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:19.071499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:19.071542] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:19.071572] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:19.075388] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=4.63%) [2025-09-26T23:03:19.075756] [INFO ] [FORECASTER] Completed predict_future for AWP [2025-09-26T23:03:19.075904] [INFO ] [sig ] AWP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:19.237617] [INFO ] [LOCAL ] Saved forecast: AWP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AWP.txt [2025-09-26T23:03:19.237891] [WARN ] [sig ] [137/2043] Failed AWP after 0.3s | 4.22 sym/s | Total: 32.5s | ETA: 7.5m [2025-09-26T23:03:19.238018] [INFO ] [sig ] [138/2043] Forecasting AWR... [2025-09-26T23:03:19.238071] [INFO ] [sig ] Generating forecast for: AWR [2025-09-26T23:03:19.238109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AWR' from 'https://tdm.silogroup.org/data/derivative_storage/AWR.csv'. [2025-09-26T23:03:19.242931] [WARN ] [REMOTE ] Historical data not found for symbol 'AWR' (404). [2025-09-26T23:03:19.243123] [FATAL] [sig ] AWR: No historical data fetched. [2025-09-26T23:03:19.243215] [WARN ] [sig ] [138/2043] Failed AWR after 0.0s | 4.25 sym/s | Total: 32.5s | ETA: 7.5m [2025-09-26T23:03:19.243286] [INFO ] [sig ] [139/2043] Forecasting AX... [2025-09-26T23:03:19.243326] [INFO ] [sig ] Generating forecast for: AX [2025-09-26T23:03:19.243359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AX' from 'https://tdm.silogroup.org/data/derivative_storage/AX.csv'. [2025-09-26T23:03:19.252589] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AX'. [2025-09-26T23:03:19.252992] [INFO ] [FORECASTER] Starting predict_future for AX [2025-09-26T23:03:19.280393] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:19.281200] [DEBUG] [LOCAL ] No optimal features file found for AX: ./output/feature-sets/AX.txt [2025-09-26T23:03:19.281257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:19.281291] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:19.281319] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:19.281377] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:19.300825] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:19.301445] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:19.301532] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:19.301568] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:19.330769] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:19.330921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:19.330964] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:19.330995] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:19.334778] [DEBUG] [FORECASTER] AX: Forecast T+1@11:T+2@11: UP (p=72.88%) [2025-09-26T23:03:19.335080] [INFO ] [FORECASTER] Completed predict_future for AX [2025-09-26T23:03:19.335218] [INFO ] [sig ] AX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:19.486345] [INFO ] [LOCAL ] Saved forecast: AX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AX.txt [2025-09-26T23:03:19.486624] [WARN ] [sig ] [139/2043] Failed AX after 0.2s | 4.25 sym/s | Total: 32.7s | ETA: 7.5m [2025-09-26T23:03:19.486724] [INFO ] [sig ] [140/2043] Forecasting AXL... [2025-09-26T23:03:19.486764] [INFO ] [sig ] Generating forecast for: AXL [2025-09-26T23:03:19.486798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'. [2025-09-26T23:03:19.496877] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXL'. [2025-09-26T23:03:19.497224] [INFO ] [FORECASTER] Starting predict_future for AXL [2025-09-26T23:03:19.524416] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:19.525373] [DEBUG] [LOCAL ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt [2025-09-26T23:03:19.525435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:19.525473] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:19.525511] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:19.525584] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:19.546960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:19.547752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:19.547839] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:19.547874] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:19.579136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:19.579272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:19.579313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:19.579342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:19.583204] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: UP (p=51.61%) [2025-09-26T23:03:19.583566] [INFO ] [FORECASTER] Completed predict_future for AXL [2025-09-26T23:03:19.583772] [INFO ] [sig ] AXL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:19.738596] [INFO ] [LOCAL ] Saved forecast: AXL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AXL.txt [2025-09-26T23:03:19.738964] [WARN ] [sig ] [140/2043] Failed AXL after 0.3s | 4.24 sym/s | Total: 33.0s | ETA: 7.5m [2025-09-26T23:03:19.739065] [INFO ] [sig ] [141/2043] Forecasting AXR... [2025-09-26T23:03:19.739110] [INFO ] [sig ] Generating forecast for: AXR [2025-09-26T23:03:19.739152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXR' from 'https://tdm.silogroup.org/data/derivative_storage/AXR.csv'. [2025-09-26T23:03:19.748758] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'AXR'. [2025-09-26T23:03:19.749117] [INFO ] [FORECASTER] Starting predict_future for AXR [2025-09-26T23:03:19.778471] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:19.779452] [DEBUG] [LOCAL ] No optimal features file found for AXR: ./output/feature-sets/AXR.txt [2025-09-26T23:03:19.779513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:19.779551] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:19.779582] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:19.779665] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:19.798593] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:19.799421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:19.799516] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:19.799554] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:19.830636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:19.830799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:19.830845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:19.830879] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:19.834893] [DEBUG] [FORECASTER] AXR: Forecast T+1@11:T+2@11: DOWN (p=12.74%) [2025-09-26T23:03:19.835214] [INFO ] [FORECASTER] Completed predict_future for AXR [2025-09-26T23:03:19.835363] [INFO ] [sig ] AXR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:19.984972] [INFO ] [LOCAL ] Saved forecast: AXR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AXR.txt [2025-09-26T23:03:19.985221] [WARN ] [sig ] [141/2043] Failed AXR after 0.2s | 4.24 sym/s | Total: 33.2s | ETA: 7.5m [2025-09-26T23:03:19.985298] [INFO ] [sig ] [142/2043] Forecasting AXS... [2025-09-26T23:03:19.985338] [INFO ] [sig ] Generating forecast for: AXS [2025-09-26T23:03:19.985373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'. [2025-09-26T23:03:19.997140] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXS'. [2025-09-26T23:03:19.997551] [INFO ] [FORECASTER] Starting predict_future for AXS [2025-09-26T23:03:20.024946] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:20.025801] [DEBUG] [LOCAL ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt [2025-09-26T23:03:20.025864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:20.025901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:20.025929] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:20.025989] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:20.046346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:20.046986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:20.047075] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:20.047111] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:20.079285] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:20.079448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:20.079512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:20.079546] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:20.083291] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: DOWN (p=3.25%) [2025-09-26T23:03:20.083594] [INFO ] [FORECASTER] Completed predict_future for AXS [2025-09-26T23:03:20.083774] [INFO ] [sig ] AXS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:20.234598] [INFO ] [LOCAL ] Saved forecast: AXS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AXS.txt [2025-09-26T23:03:20.234896] [WARN ] [sig ] [142/2043] Failed AXS after 0.2s | 4.24 sym/s | Total: 33.5s | ETA: 7.5m [2025-09-26T23:03:20.234980] [INFO ] [sig ] [143/2043] Forecasting AXTA... [2025-09-26T23:03:20.235020] [INFO ] [sig ] Generating forecast for: AXTA [2025-09-26T23:03:20.235055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'. [2025-09-26T23:03:20.245774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AXTA'. [2025-09-26T23:03:20.246117] [INFO ] [FORECASTER] Starting predict_future for AXTA [2025-09-26T23:03:20.273005] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:20.273835] [DEBUG] [LOCAL ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt [2025-09-26T23:03:20.273895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:20.273933] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:20.273963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:20.274024] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:20.293630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:20.294416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:20.294510] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:20.294547] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:20.327212] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:20.327378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:20.327424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:20.327457] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:20.331190] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=86.29%) [2025-09-26T23:03:20.331519] [INFO ] [FORECASTER] Completed predict_future for AXTA [2025-09-26T23:03:20.331697] [INFO ] [sig ] AXTA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:20.485449] [INFO ] [LOCAL ] Saved forecast: AXTA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/AXTA.txt [2025-09-26T23:03:20.485745] [WARN ] [sig ] [143/2043] Failed AXTA after 0.3s | 4.24 sym/s | Total: 33.7s | ETA: 7.5m [2025-09-26T23:03:20.485841] [INFO ] [sig ] [144/2043] Forecasting AYI... [2025-09-26T23:03:20.485883] [INFO ] [sig ] Generating forecast for: AYI [2025-09-26T23:03:20.485920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'. [2025-09-26T23:03:20.490956] [WARN ] [REMOTE ] Historical data not found for symbol 'AYI' (404). [2025-09-26T23:03:20.491150] [FATAL] [sig ] AYI: No historical data fetched. [2025-09-26T23:03:20.491240] [WARN ] [sig ] [144/2043] Failed AYI after 0.0s | 4.27 sym/s | Total: 33.7s | ETA: 7.4m [2025-09-26T23:03:20.491311] [INFO ] [sig ] [145/2043] Forecasting AZO... [2025-09-26T23:03:20.491352] [INFO ] [sig ] Generating forecast for: AZO [2025-09-26T23:03:20.491385] [DEBUG] [REMOTE ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'. [2025-09-26T23:03:20.500541] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'AZO'. [2025-09-26T23:03:20.500907] [INFO ] [FORECASTER] Starting predict_future for AZO [2025-09-26T23:03:20.528360] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:20.529229] [DEBUG] [LOCAL ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt [2025-09-26T23:03:20.529289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:20.529326] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:20.529357] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:20.529417] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:20.548118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:20.549096] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:20.549197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:20.549232] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:20.585403] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:20.585576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:20.585620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:20.585684] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:20.589508] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=13.35%) [2025-09-26T23:03:20.589868] [INFO ] [FORECASTER] Completed predict_future for AZO [2025-09-26T23:03:20.590031] [INFO ] [sig ] AZO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:20.741992] [INFO ] [LOCAL ] Saved forecast: AZO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/AZO.txt [2025-09-26T23:03:20.742273] [WARN ] [sig ] [145/2043] Failed AZO after 0.3s | 4.27 sym/s | Total: 34.0s | ETA: 7.4m [2025-09-26T23:03:20.742356] [INFO ] [sig ] [146/2043] Forecasting BA... [2025-09-26T23:03:20.742398] [INFO ] [sig ] Generating forecast for: BA [2025-09-26T23:03:20.742435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'. [2025-09-26T23:03:20.754937] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BA'. [2025-09-26T23:03:20.755501] [INFO ] [FORECASTER] Starting predict_future for BA [2025-09-26T23:03:20.783397] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:20.784304] [DEBUG] [LOCAL ] No optimal features file found for BA: ./output/feature-sets/BA.txt [2025-09-26T23:03:20.784367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:20.784406] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:20.784437] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:20.784498] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:20.803331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:20.804124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:20.804216] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:20.804254] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:20.840125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:20.840290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:20.840334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:20.840365] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:20.844077] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=8.62%) [2025-09-26T23:03:20.844376] [INFO ] [FORECASTER] Completed predict_future for BA [2025-09-26T23:03:20.844519] [INFO ] [sig ] BA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:20.997066] [INFO ] [LOCAL ] Saved forecast: BA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BA.txt [2025-09-26T23:03:20.997350] [WARN ] [sig ] [146/2043] Failed BA after 0.3s | 4.26 sym/s | Total: 34.3s | ETA: 7.4m [2025-09-26T23:03:20.997437] [INFO ] [sig ] [147/2043] Forecasting BABA... [2025-09-26T23:03:20.997478] [INFO ] [sig ] Generating forecast for: BABA [2025-09-26T23:03:20.997513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'. [2025-09-26T23:03:21.008361] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BABA'. [2025-09-26T23:03:21.008796] [INFO ] [FORECASTER] Starting predict_future for BABA [2025-09-26T23:03:21.035914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:21.036890] [DEBUG] [LOCAL ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt [2025-09-26T23:03:21.036953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:21.036991] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:21.037021] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:21.037081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:21.056052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:21.056912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:21.057017] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:21.057062] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:21.096015] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:21.096468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:21.096565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:21.096621] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:21.105144] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=32.53%) [2025-09-26T23:03:21.105672] [INFO ] [FORECASTER] Completed predict_future for BABA [2025-09-26T23:03:21.106011] [INFO ] [sig ] BABA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:21.263617] [INFO ] [LOCAL ] Saved forecast: BABA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BABA.txt [2025-09-26T23:03:21.264502] [WARN ] [sig ] [147/2043] Failed BABA after 0.3s | 4.26 sym/s | Total: 34.5s | ETA: 7.4m [2025-09-26T23:03:21.264610] [INFO ] [sig ] [148/2043] Forecasting BAC... [2025-09-26T23:03:21.264691] [INFO ] [sig ] Generating forecast for: BAC [2025-09-26T23:03:21.264758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'. [2025-09-26T23:03:21.281703] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAC'. [2025-09-26T23:03:21.282098] [INFO ] [FORECASTER] Starting predict_future for BAC [2025-09-26T23:03:21.310885] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:21.311850] [DEBUG] [LOCAL ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt [2025-09-26T23:03:21.311923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:21.311982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:21.312017] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:21.312140] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:21.330849] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:21.331766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:21.332012] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:21.332070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:21.363445] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:21.363713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:21.363780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:21.363815] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:21.368222] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=52.07%) [2025-09-26T23:03:21.368606] [INFO ] [FORECASTER] Completed predict_future for BAC [2025-09-26T23:03:21.368826] [INFO ] [sig ] BAC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:21.548509] [INFO ] [LOCAL ] Saved forecast: BAC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BAC.txt [2025-09-26T23:03:21.548836] [WARN ] [sig ] [148/2043] Failed BAC after 0.3s | 4.25 sym/s | Total: 34.8s | ETA: 7.4m [2025-09-26T23:03:21.548926] [INFO ] [sig ] [149/2043] Forecasting BAH... [2025-09-26T23:03:21.548968] [INFO ] [sig ] Generating forecast for: BAH [2025-09-26T23:03:21.549003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'. [2025-09-26T23:03:21.558992] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAH'. [2025-09-26T23:03:21.559324] [INFO ] [FORECASTER] Starting predict_future for BAH [2025-09-26T23:03:21.588104] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:21.589066] [DEBUG] [LOCAL ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt [2025-09-26T23:03:21.589131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:21.589171] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:21.589202] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:21.589263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:21.608745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:21.609568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:21.609682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:21.609738] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:21.639906] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:21.640109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:21.640200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:21.640306] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:21.644335] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=98.52%) [2025-09-26T23:03:21.644634] [INFO ] [FORECASTER] Completed predict_future for BAH [2025-09-26T23:03:21.644816] [INFO ] [sig ] BAH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:21.799256] [INFO ] [LOCAL ] Saved forecast: BAH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BAH.txt [2025-09-26T23:03:21.799550] [WARN ] [sig ] [149/2043] Failed BAH after 0.3s | 4.25 sym/s | Total: 35.1s | ETA: 7.4m [2025-09-26T23:03:21.799639] [INFO ] [sig ] [150/2043] Forecasting BAK... [2025-09-26T23:03:21.799728] [INFO ] [sig ] Generating forecast for: BAK [2025-09-26T23:03:21.799769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'. [2025-09-26T23:03:21.810586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAK'. [2025-09-26T23:03:21.811048] [INFO ] [FORECASTER] Starting predict_future for BAK [2025-09-26T23:03:21.838100] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:21.839041] [DEBUG] [LOCAL ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt [2025-09-26T23:03:21.839104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:21.839145] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:21.839180] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:21.839246] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:21.858299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:21.859035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:21.859124] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:21.859162] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:21.887271] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:21.887425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:21.887469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:21.887499] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:21.891196] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: UP (p=75.13%) [2025-09-26T23:03:21.891494] [INFO ] [FORECASTER] Completed predict_future for BAK [2025-09-26T23:03:21.891631] [INFO ] [sig ] BAK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:22.047484] [INFO ] [LOCAL ] Saved forecast: BAK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BAK.txt [2025-09-26T23:03:22.047772] [WARN ] [sig ] [150/2043] Failed BAK after 0.2s | 4.25 sym/s | Total: 35.3s | ETA: 7.4m [2025-09-26T23:03:22.047863] [INFO ] [sig ] [151/2043] Forecasting BALL... [2025-09-26T23:03:22.047915] [INFO ] [sig ] Generating forecast for: BALL [2025-09-26T23:03:22.047958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'. [2025-09-26T23:03:22.058042] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BALL'. [2025-09-26T23:03:22.058370] [INFO ] [FORECASTER] Starting predict_future for BALL [2025-09-26T23:03:22.085637] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:22.086530] [DEBUG] [LOCAL ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt [2025-09-26T23:03:22.086594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:22.086630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:22.086700] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:22.086774] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:22.105820] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:22.106511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:22.106601] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:22.106637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:22.142600] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:22.142740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:22.142789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:22.142821] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:22.146449] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=60.54%) [2025-09-26T23:03:22.146785] [INFO ] [FORECASTER] Completed predict_future for BALL [2025-09-26T23:03:22.146956] [INFO ] [sig ] BALL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:22.297144] [INFO ] [LOCAL ] Saved forecast: BALL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BALL.txt [2025-09-26T23:03:22.297629] [WARN ] [sig ] [151/2043] Failed BALL after 0.2s | 4.25 sym/s | Total: 35.6s | ETA: 7.4m [2025-09-26T23:03:22.297744] [INFO ] [sig ] [152/2043] Forecasting BAM... [2025-09-26T23:03:22.297785] [INFO ] [sig ] Generating forecast for: BAM [2025-09-26T23:03:22.297820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'. [2025-09-26T23:03:22.310429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAM'. [2025-09-26T23:03:22.310912] [INFO ] [FORECASTER] Starting predict_future for BAM [2025-09-26T23:03:22.339292] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:22.340217] [DEBUG] [LOCAL ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt [2025-09-26T23:03:22.340333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:22.340390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:22.340424] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:22.340485] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:22.359809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:22.360716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:22.360815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:22.360852] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:22.399081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:22.399259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:22.399303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:22.399333] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:22.403058] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=86.45%) [2025-09-26T23:03:22.403350] [INFO ] [FORECASTER] Completed predict_future for BAM [2025-09-26T23:03:22.403495] [INFO ] [sig ] BAM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:22.549706] [INFO ] [LOCAL ] Saved forecast: BAM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BAM.txt [2025-09-26T23:03:22.549954] [WARN ] [sig ] [152/2043] Failed BAM after 0.3s | 4.25 sym/s | Total: 35.8s | ETA: 7.4m [2025-09-26T23:03:22.550033] [INFO ] [sig ] [153/2043] Forecasting BANC... [2025-09-26T23:03:22.550073] [INFO ] [sig ] Generating forecast for: BANC [2025-09-26T23:03:22.550105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'. [2025-09-26T23:03:22.560519] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BANC'. [2025-09-26T23:03:22.560897] [INFO ] [FORECASTER] Starting predict_future for BANC [2025-09-26T23:03:22.586759] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:22.587508] [DEBUG] [LOCAL ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt [2025-09-26T23:03:22.587565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:22.587600] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:22.587628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:22.587726] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:22.606590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:22.607404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:22.607497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:22.607534] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:22.644510] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:22.644670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:22.644732] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:22.644766] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:22.648305] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=22.09%) [2025-09-26T23:03:22.648600] [INFO ] [FORECASTER] Completed predict_future for BANC [2025-09-26T23:03:22.648779] [INFO ] [sig ] BANC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:22.804522] [INFO ] [LOCAL ] Saved forecast: BANC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BANC.txt [2025-09-26T23:03:22.804829] [WARN ] [sig ] [153/2043] Failed BANC after 0.3s | 4.24 sym/s | Total: 36.1s | ETA: 7.4m [2025-09-26T23:03:22.804918] [INFO ] [sig ] [154/2043] Forecasting BAP... [2025-09-26T23:03:22.804958] [INFO ] [sig ] Generating forecast for: BAP [2025-09-26T23:03:22.804993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'. [2025-09-26T23:03:22.816432] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BAP'. [2025-09-26T23:03:22.816885] [INFO ] [FORECASTER] Starting predict_future for BAP [2025-09-26T23:03:22.843755] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:22.844689] [DEBUG] [LOCAL ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt [2025-09-26T23:03:22.844753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:22.844790] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:22.844820] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:22.844880] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:22.864056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:22.864969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:22.865065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:22.865102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:22.901079] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:22.901242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:22.901285] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:22.901315] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:22.904974] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=96.45%) [2025-09-26T23:03:22.905263] [INFO ] [FORECASTER] Completed predict_future for BAP [2025-09-26T23:03:22.905405] [INFO ] [sig ] BAP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:23.056843] [INFO ] [LOCAL ] Saved forecast: BAP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BAP.txt [2025-09-26T23:03:23.057093] [WARN ] [sig ] [154/2043] Failed BAP after 0.3s | 4.24 sym/s | Total: 36.3s | ETA: 7.4m [2025-09-26T23:03:23.057173] [INFO ] [sig ] [155/2043] Forecasting BARK... [2025-09-26T23:03:23.057212] [INFO ] [sig ] Generating forecast for: BARK [2025-09-26T23:03:23.057248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BARK' from 'https://tdm.silogroup.org/data/derivative_storage/BARK.csv'. [2025-09-26T23:03:23.068216] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BARK'. [2025-09-26T23:03:23.068755] [INFO ] [FORECASTER] Starting predict_future for BARK [2025-09-26T23:03:23.098530] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:23.099521] [DEBUG] [LOCAL ] No optimal features file found for BARK: ./output/feature-sets/BARK.txt [2025-09-26T23:03:23.099584] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:23.099622] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:23.099697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:23.099784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:23.119487] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:23.120471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:23.120578] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:23.120620] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:23.159592] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:23.159819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:23.159934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:23.159979] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:23.167343] [DEBUG] [FORECASTER] BARK: Forecast T+1@11:T+2@11: DOWN (p=11.44%) [2025-09-26T23:03:23.167857] [INFO ] [FORECASTER] Completed predict_future for BARK [2025-09-26T23:03:23.168045] [INFO ] [sig ] BARK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:23.324151] [INFO ] [LOCAL ] Saved forecast: BARK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BARK.txt [2025-09-26T23:03:23.324425] [WARN ] [sig ] [155/2043] Failed BARK after 0.3s | 4.24 sym/s | Total: 36.6s | ETA: 7.4m [2025-09-26T23:03:23.324509] [INFO ] [sig ] [156/2043] Forecasting BB... [2025-09-26T23:03:23.324551] [INFO ] [sig ] Generating forecast for: BB [2025-09-26T23:03:23.324587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'. [2025-09-26T23:03:23.335280] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BB'. [2025-09-26T23:03:23.335697] [INFO ] [FORECASTER] Starting predict_future for BB [2025-09-26T23:03:23.363834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:23.364822] [DEBUG] [LOCAL ] No optimal features file found for BB: ./output/feature-sets/BB.txt [2025-09-26T23:03:23.364897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:23.364937] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:23.364968] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:23.365029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:23.384366] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:23.385111] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:23.385204] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:23.385242] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:23.423976] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:23.424140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:23.424187] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:23.424219] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:23.428026] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=35.60%) [2025-09-26T23:03:23.428332] [INFO ] [FORECASTER] Completed predict_future for BB [2025-09-26T23:03:23.428476] [INFO ] [sig ] BB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:23.584949] [INFO ] [LOCAL ] Saved forecast: BB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BB.txt [2025-09-26T23:03:23.585320] [WARN ] [sig ] [156/2043] Failed BB after 0.3s | 4.23 sym/s | Total: 36.8s | ETA: 7.4m [2025-09-26T23:03:23.585442] [INFO ] [sig ] [157/2043] Forecasting BBAI... [2025-09-26T23:03:23.585535] [INFO ] [sig ] Generating forecast for: BBAI [2025-09-26T23:03:23.585602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'. [2025-09-26T23:03:23.597094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBAI'. [2025-09-26T23:03:23.597465] [INFO ] [FORECASTER] Starting predict_future for BBAI [2025-09-26T23:03:23.625638] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:23.626580] [DEBUG] [LOCAL ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt [2025-09-26T23:03:23.626668] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:23.626733] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:23.626768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:23.626837] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:23.647506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:23.648369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:23.648473] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:23.648529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:23.690080] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:23.690220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:23.690261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:23.690292] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:23.693950] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=63.38%) [2025-09-26T23:03:23.694239] [INFO ] [FORECASTER] Completed predict_future for BBAI [2025-09-26T23:03:23.694379] [INFO ] [sig ] BBAI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:23.844705] [INFO ] [LOCAL ] Saved forecast: BBAI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBAI.txt [2025-09-26T23:03:23.844953] [WARN ] [sig ] [157/2043] Failed BBAI after 0.3s | 4.23 sym/s | Total: 37.1s | ETA: 7.4m [2025-09-26T23:03:23.845035] [INFO ] [sig ] [158/2043] Forecasting BBAR... [2025-09-26T23:03:23.845075] [INFO ] [sig ] Generating forecast for: BBAR [2025-09-26T23:03:23.845110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBAR' from 'https://tdm.silogroup.org/data/derivative_storage/BBAR.csv'. [2025-09-26T23:03:23.855720] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBAR'. [2025-09-26T23:03:23.856036] [INFO ] [FORECASTER] Starting predict_future for BBAR [2025-09-26T23:03:23.883120] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:23.884076] [DEBUG] [LOCAL ] No optimal features file found for BBAR: ./output/feature-sets/BBAR.txt [2025-09-26T23:03:23.884135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:23.884170] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:23.884199] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:23.884258] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:23.902971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:23.903744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:23.903835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:23.903872] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:23.943546] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:23.943737] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:23.943795] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:23.943826] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:23.947764] [DEBUG] [FORECASTER] BBAR: Forecast T+1@11:T+2@11: UP (p=64.29%) [2025-09-26T23:03:23.948062] [INFO ] [FORECASTER] Completed predict_future for BBAR [2025-09-26T23:03:23.948210] [INFO ] [sig ] BBAR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:24.102425] [INFO ] [LOCAL ] Saved forecast: BBAR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBAR.txt [2025-09-26T23:03:24.102800] [WARN ] [sig ] [158/2043] Failed BBAR after 0.3s | 4.23 sym/s | Total: 37.4s | ETA: 7.4m [2025-09-26T23:03:24.102895] [INFO ] [sig ] [159/2043] Forecasting BBD... [2025-09-26T23:03:24.102937] [INFO ] [sig ] Generating forecast for: BBD [2025-09-26T23:03:24.102971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'. [2025-09-26T23:03:24.113677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBD'. [2025-09-26T23:03:24.114022] [INFO ] [FORECASTER] Starting predict_future for BBD [2025-09-26T23:03:24.141835] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:24.142623] [DEBUG] [LOCAL ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt [2025-09-26T23:03:24.142707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:24.142750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:24.142781] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:24.142841] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:24.163305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:24.163928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:24.164016] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:24.164050] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:24.203213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:24.203320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:24.203358] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:24.203387] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:24.207055] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=80.87%) [2025-09-26T23:03:24.207344] [INFO ] [FORECASTER] Completed predict_future for BBD [2025-09-26T23:03:24.207487] [INFO ] [sig ] BBD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:24.373244] [INFO ] [LOCAL ] Saved forecast: BBD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBD.txt [2025-09-26T23:03:24.373520] [WARN ] [sig ] [159/2043] Failed BBD after 0.3s | 4.23 sym/s | Total: 37.6s | ETA: 7.4m [2025-09-26T23:03:24.373608] [INFO ] [sig ] [160/2043] Forecasting BBDC... [2025-09-26T23:03:24.373683] [INFO ] [sig ] Generating forecast for: BBDC [2025-09-26T23:03:24.373737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDC' from 'https://tdm.silogroup.org/data/derivative_storage/BBDC.csv'. [2025-09-26T23:03:24.383738] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBDC'. [2025-09-26T23:03:24.384071] [INFO ] [FORECASTER] Starting predict_future for BBDC [2025-09-26T23:03:24.411167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:24.411938] [DEBUG] [LOCAL ] No optimal features file found for BBDC: ./output/feature-sets/BBDC.txt [2025-09-26T23:03:24.411995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:24.412029] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:24.412058] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:24.412115] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:24.430431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:24.431034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:24.431152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:24.431188] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:24.469109] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:24.469215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:24.469253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:24.469283] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:24.472836] [DEBUG] [FORECASTER] BBDC: Forecast T+1@11:T+2@11: DOWN (p=13.60%) [2025-09-26T23:03:24.473172] [INFO ] [FORECASTER] Completed predict_future for BBDC [2025-09-26T23:03:24.473318] [INFO ] [sig ] BBDC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:24.632666] [INFO ] [LOCAL ] Saved forecast: BBDC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BBDC.txt [2025-09-26T23:03:24.632910] [WARN ] [sig ] [160/2043] Failed BBDC after 0.3s | 4.22 sym/s | Total: 37.9s | ETA: 7.4m [2025-09-26T23:03:24.632987] [INFO ] [sig ] [161/2043] Forecasting BBDO... [2025-09-26T23:03:24.633027] [INFO ] [sig ] Generating forecast for: BBDO [2025-09-26T23:03:24.633060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'. [2025-09-26T23:03:24.644004] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBDO'. [2025-09-26T23:03:24.644324] [INFO ] [FORECASTER] Starting predict_future for BBDO [2025-09-26T23:03:24.672383] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:24.673196] [DEBUG] [LOCAL ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt [2025-09-26T23:03:24.673254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:24.673288] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:24.673317] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:24.673375] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:24.692730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:24.693351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:24.693454] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:24.693491] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:24.730678] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:24.730778] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:24.730815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:24.730849] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:24.734568] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=4.38%) [2025-09-26T23:03:24.734897] [INFO ] [FORECASTER] Completed predict_future for BBDO [2025-09-26T23:03:24.735048] [INFO ] [sig ] BBDO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:24.892209] [INFO ] [LOCAL ] Saved forecast: BBDO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BBDO.txt [2025-09-26T23:03:24.892502] [WARN ] [sig ] [161/2043] Failed BBDO after 0.3s | 4.22 sym/s | Total: 38.1s | ETA: 7.4m [2025-09-26T23:03:24.892588] [INFO ] [sig ] [162/2043] Forecasting BBN... [2025-09-26T23:03:24.892628] [INFO ] [sig ] Generating forecast for: BBN [2025-09-26T23:03:24.892701] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'. [2025-09-26T23:03:24.903701] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBN'. [2025-09-26T23:03:24.904032] [INFO ] [FORECASTER] Starting predict_future for BBN [2025-09-26T23:03:24.932563] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:24.933485] [DEBUG] [LOCAL ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt [2025-09-26T23:03:24.933548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:24.933587] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:24.933616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:24.933699] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:24.953929] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:24.954856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:24.954953] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:24.954990] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:24.992993] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:24.993097] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:24.993135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:24.993165] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:24.996630] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: UP (p=95.11%) [2025-09-26T23:03:24.997004] [INFO ] [FORECASTER] Completed predict_future for BBN [2025-09-26T23:03:24.997152] [INFO ] [sig ] BBN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:25.296224] [INFO ] [LOCAL ] Saved forecast: BBN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBN.txt [2025-09-26T23:03:25.296545] [WARN ] [sig ] [162/2043] Failed BBN after 0.4s | 4.20 sym/s | Total: 38.6s | ETA: 7.5m [2025-09-26T23:03:25.296715] [INFO ] [sig ] [163/2043] Forecasting BBU... [2025-09-26T23:03:25.296785] [INFO ] [sig ] Generating forecast for: BBU [2025-09-26T23:03:25.296856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBU' from 'https://tdm.silogroup.org/data/derivative_storage/BBU.csv'. [2025-09-26T23:03:25.310232] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'BBU'. [2025-09-26T23:03:25.310702] [INFO ] [FORECASTER] Starting predict_future for BBU [2025-09-26T23:03:25.338500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:25.339685] [DEBUG] [LOCAL ] No optimal features file found for BBU: ./output/feature-sets/BBU.txt [2025-09-26T23:03:25.339748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:25.339785] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:25.339815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:25.339874] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:25.360079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:25.360695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:25.360788] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:25.360831] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:25.397569] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:25.397692] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:25.397746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:25.397779] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:25.401172] [DEBUG] [FORECASTER] BBU: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-09-26T23:03:25.401449] [INFO ] [FORECASTER] Completed predict_future for BBU [2025-09-26T23:03:25.401590] [INFO ] [sig ] BBU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:25.553998] [INFO ] [LOCAL ] Saved forecast: BBU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BBU.txt [2025-09-26T23:03:25.554209] [WARN ] [sig ] [163/2043] Failed BBU after 0.3s | 4.20 sym/s | Total: 38.8s | ETA: 7.5m [2025-09-26T23:03:25.554288] [INFO ] [sig ] [164/2043] Forecasting BBUC... [2025-09-26T23:03:25.554354] [INFO ] [sig ] Generating forecast for: BBUC [2025-09-26T23:03:25.554414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'. [2025-09-26T23:03:25.565794] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBUC'. [2025-09-26T23:03:25.566177] [INFO ] [FORECASTER] Starting predict_future for BBUC [2025-09-26T23:03:25.594444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:25.595420] [DEBUG] [LOCAL ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt [2025-09-26T23:03:25.595485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:25.595522] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:25.595550] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:25.595610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:25.617222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:25.618094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:25.618203] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:25.618248] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:25.667064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:25.667224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:25.667267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:25.667296] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:25.671371] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: UP (p=98.59%) [2025-09-26T23:03:25.671700] [INFO ] [FORECASTER] Completed predict_future for BBUC [2025-09-26T23:03:25.671869] [INFO ] [sig ] BBUC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:25.884295] [INFO ] [LOCAL ] Saved forecast: BBUC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBUC.txt [2025-09-26T23:03:25.884679] [WARN ] [sig ] [164/2043] Failed BBUC after 0.3s | 4.19 sym/s | Total: 39.1s | ETA: 7.5m [2025-09-26T23:03:25.884792] [INFO ] [sig ] [165/2043] Forecasting BBVA... [2025-09-26T23:03:25.884861] [INFO ] [sig ] Generating forecast for: BBVA [2025-09-26T23:03:25.884916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'. [2025-09-26T23:03:25.898487] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBVA'. [2025-09-26T23:03:25.899029] [INFO ] [FORECASTER] Starting predict_future for BBVA [2025-09-26T23:03:25.934834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:25.935680] [DEBUG] [LOCAL ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt [2025-09-26T23:03:25.935742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:25.935778] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:25.935807] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:25.935866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:25.954425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:25.955091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:25.955191] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:25.955257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:25.992943] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:25.993045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:25.993084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:25.993120] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:25.996511] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: UP (p=74.70%) [2025-09-26T23:03:25.996848] [INFO ] [FORECASTER] Completed predict_future for BBVA [2025-09-26T23:03:25.996993] [INFO ] [sig ] BBVA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:26.151383] [INFO ] [LOCAL ] Saved forecast: BBVA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBVA.txt [2025-09-26T23:03:26.151686] [WARN ] [sig ] [165/2043] Failed BBVA after 0.3s | 4.19 sym/s | Total: 39.4s | ETA: 7.5m [2025-09-26T23:03:26.151785] [INFO ] [sig ] [166/2043] Forecasting BBW... [2025-09-26T23:03:26.151851] [INFO ] [sig ] Generating forecast for: BBW [2025-09-26T23:03:26.151895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBW' from 'https://tdm.silogroup.org/data/derivative_storage/BBW.csv'. [2025-09-26T23:03:26.162867] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBW'. [2025-09-26T23:03:26.163334] [INFO ] [FORECASTER] Starting predict_future for BBW [2025-09-26T23:03:26.191316] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:26.192259] [DEBUG] [LOCAL ] No optimal features file found for BBW: ./output/feature-sets/BBW.txt [2025-09-26T23:03:26.192320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:26.192356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:26.192386] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:26.192444] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:26.212030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:26.212916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:26.213011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:26.213048] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:26.253145] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:26.253256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:26.253303] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:26.253339] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:26.257101] [DEBUG] [FORECASTER] BBW: Forecast T+1@11:T+2@11: DOWN (p=28.38%) [2025-09-26T23:03:26.257416] [INFO ] [FORECASTER] Completed predict_future for BBW [2025-09-26T23:03:26.257561] [INFO ] [sig ] BBW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:26.420156] [INFO ] [LOCAL ] Saved forecast: BBW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BBW.txt [2025-09-26T23:03:26.420378] [WARN ] [sig ] [166/2043] Failed BBW after 0.3s | 4.18 sym/s | Total: 39.7s | ETA: 7.5m [2025-09-26T23:03:26.420454] [INFO ] [sig ] [167/2043] Forecasting BBWI... [2025-09-26T23:03:26.420494] [INFO ] [sig ] Generating forecast for: BBWI [2025-09-26T23:03:26.420528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'. [2025-09-26T23:03:26.431491] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBWI'. [2025-09-26T23:03:26.431834] [INFO ] [FORECASTER] Starting predict_future for BBWI [2025-09-26T23:03:26.459073] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:26.460013] [DEBUG] [LOCAL ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt [2025-09-26T23:03:26.460075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:26.460110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:26.460138] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:26.460207] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:26.479781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:26.480373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:26.480477] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:26.480513] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:26.522380] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:26.522575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:26.522664] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:26.522722] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:26.527324] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=91.47%) [2025-09-26T23:03:26.527714] [INFO ] [FORECASTER] Completed predict_future for BBWI [2025-09-26T23:03:26.527935] [INFO ] [sig ] BBWI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:26.681154] [INFO ] [LOCAL ] Saved forecast: BBWI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BBWI.txt [2025-09-26T23:03:26.681369] [WARN ] [sig ] [167/2043] Failed BBWI after 0.3s | 4.18 sym/s | Total: 39.9s | ETA: 7.5m [2025-09-26T23:03:26.681459] [INFO ] [sig ] [168/2043] Forecasting BBY... [2025-09-26T23:03:26.681500] [INFO ] [sig ] Generating forecast for: BBY [2025-09-26T23:03:26.681535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'. [2025-09-26T23:03:26.693510] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BBY'. [2025-09-26T23:03:26.693915] [INFO ] [FORECASTER] Starting predict_future for BBY [2025-09-26T23:03:26.724232] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:26.725099] [DEBUG] [LOCAL ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt [2025-09-26T23:03:26.725158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:26.725196] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:26.725229] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:26.725288] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:26.746415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:26.747208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:26.747300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:26.747337] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:26.788542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:26.788707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:26.788765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:26.788797] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:26.792562] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=36.87%) [2025-09-26T23:03:26.792886] [INFO ] [FORECASTER] Completed predict_future for BBY [2025-09-26T23:03:26.793080] [INFO ] [sig ] BBY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:26.940566] [INFO ] [LOCAL ] Saved forecast: BBY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BBY.txt [2025-09-26T23:03:26.940797] [WARN ] [sig ] [168/2043] Failed BBY after 0.3s | 4.18 sym/s | Total: 40.2s | ETA: 7.5m [2025-09-26T23:03:26.940884] [INFO ] [sig ] [169/2043] Forecasting BC... [2025-09-26T23:03:26.940924] [INFO ] [sig ] Generating forecast for: BC [2025-09-26T23:03:26.940959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'. [2025-09-26T23:03:26.950939] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BC'. [2025-09-26T23:03:26.951226] [INFO ] [FORECASTER] Starting predict_future for BC [2025-09-26T23:03:26.978018] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:26.978814] [DEBUG] [LOCAL ] No optimal features file found for BC: ./output/feature-sets/BC.txt [2025-09-26T23:03:26.978922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:26.978967] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:26.978999] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:26.979057] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:26.997863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:26.998422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:26.998506] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:26.998540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:27.035557] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:27.035686] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:27.035742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:27.035774] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:27.039338] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=0.56%) [2025-09-26T23:03:27.039690] [INFO ] [FORECASTER] Completed predict_future for BC [2025-09-26T23:03:27.039842] [INFO ] [sig ] BC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:27.188050] [INFO ] [LOCAL ] Saved forecast: BC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BC.txt [2025-09-26T23:03:27.188256] [WARN ] [sig ] [169/2043] Failed BC after 0.2s | 4.18 sym/s | Total: 40.4s | ETA: 7.5m [2025-09-26T23:03:27.188332] [INFO ] [sig ] [170/2043] Forecasting BCC... [2025-09-26T23:03:27.188372] [INFO ] [sig ] Generating forecast for: BCC [2025-09-26T23:03:27.188406] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'. [2025-09-26T23:03:27.199209] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCC'. [2025-09-26T23:03:27.199529] [INFO ] [FORECASTER] Starting predict_future for BCC [2025-09-26T23:03:27.227223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:27.228204] [DEBUG] [LOCAL ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt [2025-09-26T23:03:27.228268] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:27.228304] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:27.228333] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:27.228392] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:27.247461] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:27.248398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:27.248496] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:27.248532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:27.290415] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:27.290532] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:27.290571] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:27.290600] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:27.294053] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: UP (p=98.95%) [2025-09-26T23:03:27.294351] [INFO ] [FORECASTER] Completed predict_future for BCC [2025-09-26T23:03:27.294504] [INFO ] [sig ] BCC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:27.448707] [INFO ] [LOCAL ] Saved forecast: BCC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BCC.txt [2025-09-26T23:03:27.448931] [WARN ] [sig ] [170/2043] Failed BCC after 0.3s | 4.18 sym/s | Total: 40.7s | ETA: 7.5m [2025-09-26T23:03:27.449011] [INFO ] [sig ] [171/2043] Forecasting BCE... [2025-09-26T23:03:27.449052] [INFO ] [sig ] Generating forecast for: BCE [2025-09-26T23:03:27.449096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'. [2025-09-26T23:03:27.459727] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCE'. [2025-09-26T23:03:27.460081] [INFO ] [FORECASTER] Starting predict_future for BCE [2025-09-26T23:03:27.487467] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:27.488343] [DEBUG] [LOCAL ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt [2025-09-26T23:03:27.488402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:27.488442] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:27.488473] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:27.488541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:27.507740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:27.508308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:27.508395] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:27.508430] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:27.548973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:27.549061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:27.549098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:27.549126] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:27.552374] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=28.10%) [2025-09-26T23:03:27.552714] [INFO ] [FORECASTER] Completed predict_future for BCE [2025-09-26T23:03:27.552924] [INFO ] [sig ] BCE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:27.700742] [INFO ] [LOCAL ] Saved forecast: BCE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BCE.txt [2025-09-26T23:03:27.700960] [WARN ] [sig ] [171/2043] Failed BCE after 0.3s | 4.18 sym/s | Total: 41.0s | ETA: 7.5m [2025-09-26T23:03:27.701040] [INFO ] [sig ] [172/2043] Forecasting BCS... [2025-09-26T23:03:27.701080] [INFO ] [sig ] Generating forecast for: BCS [2025-09-26T23:03:27.701115] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'. [2025-09-26T23:03:27.706236] [WARN ] [REMOTE ] Historical data not found for symbol 'BCS' (404). [2025-09-26T23:03:27.706442] [FATAL] [sig ] BCS: No historical data fetched. [2025-09-26T23:03:27.706531] [WARN ] [sig ] [172/2043] Failed BCS after 0.0s | 4.20 sym/s | Total: 41.0s | ETA: 7.4m [2025-09-26T23:03:27.706604] [INFO ] [sig ] [173/2043] Forecasting BCSF... [2025-09-26T23:03:27.706667] [INFO ] [sig ] Generating forecast for: BCSF [2025-09-26T23:03:27.706723] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'. [2025-09-26T23:03:27.716358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BCSF'. [2025-09-26T23:03:27.716887] [INFO ] [FORECASTER] Starting predict_future for BCSF [2025-09-26T23:03:27.743280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:27.744066] [DEBUG] [LOCAL ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt [2025-09-26T23:03:27.744123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:27.744157] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:27.744186] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:27.744244] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:27.763594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:27.764258] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:27.764396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:27.764485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:27.802838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:27.802948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:27.802987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:27.803018] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:27.806595] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: UP (p=87.34%) [2025-09-26T23:03:27.806914] [INFO ] [FORECASTER] Completed predict_future for BCSF [2025-09-26T23:03:27.807063] [INFO ] [sig ] BCSF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:27.955215] [INFO ] [LOCAL ] Saved forecast: BCSF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BCSF.txt [2025-09-26T23:03:27.955443] [WARN ] [sig ] [173/2043] Failed BCSF after 0.2s | 4.20 sym/s | Total: 41.2s | ETA: 7.4m [2025-09-26T23:03:27.955520] [INFO ] [sig ] [174/2043] Forecasting BDX... [2025-09-26T23:03:27.955560] [INFO ] [sig ] Generating forecast for: BDX [2025-09-26T23:03:27.955595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'. [2025-09-26T23:03:27.966228] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BDX'. [2025-09-26T23:03:27.966561] [INFO ] [FORECASTER] Starting predict_future for BDX [2025-09-26T23:03:28.000268] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:28.001234] [DEBUG] [LOCAL ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt [2025-09-26T23:03:28.001296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:28.001333] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:28.001362] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:28.001421] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:28.021629] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:28.022444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:28.022547] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:28.022591] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:28.067026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:28.067161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:28.067211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:28.067246] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:28.071234] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: DOWN (p=21.09%) [2025-09-26T23:03:28.071596] [INFO ] [FORECASTER] Completed predict_future for BDX [2025-09-26T23:03:28.071804] [INFO ] [sig ] BDX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:28.234227] [INFO ] [LOCAL ] Saved forecast: BDX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BDX.txt [2025-09-26T23:03:28.234484] [WARN ] [sig ] [174/2043] Failed BDX after 0.3s | 4.19 sym/s | Total: 41.5s | ETA: 7.4m [2025-09-26T23:03:28.234568] [INFO ] [sig ] [175/2043] Forecasting BE... [2025-09-26T23:03:28.234609] [INFO ] [sig ] Generating forecast for: BE [2025-09-26T23:03:28.234688] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'. [2025-09-26T23:03:28.247053] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BE'. [2025-09-26T23:03:28.247488] [INFO ] [FORECASTER] Starting predict_future for BE [2025-09-26T23:03:28.276173] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:28.277159] [DEBUG] [LOCAL ] No optimal features file found for BE: ./output/feature-sets/BE.txt [2025-09-26T23:03:28.277241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:28.277280] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:28.277309] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:28.277369] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:28.296585] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:28.297759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:28.297862] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:28.297901] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:28.337866] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:28.338045] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:28.338090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:28.338123] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:28.341986] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=69.58%) [2025-09-26T23:03:28.342290] [INFO ] [FORECASTER] Completed predict_future for BE [2025-09-26T23:03:28.342438] [INFO ] [sig ] BE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:28.500259] [INFO ] [LOCAL ] Saved forecast: BE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BE.txt [2025-09-26T23:03:28.500508] [WARN ] [sig ] [175/2043] Failed BE after 0.3s | 4.19 sym/s | Total: 41.8s | ETA: 7.4m [2025-09-26T23:03:28.500587] [INFO ] [sig ] [176/2043] Forecasting BEKE... [2025-09-26T23:03:28.500628] [INFO ] [sig ] Generating forecast for: BEKE [2025-09-26T23:03:28.500698] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'. [2025-09-26T23:03:28.505231] [WARN ] [REMOTE ] Historical data not found for symbol 'BEKE' (404). [2025-09-26T23:03:28.505424] [FATAL] [sig ] BEKE: No historical data fetched. [2025-09-26T23:03:28.505516] [WARN ] [sig ] [176/2043] Failed BEKE after 0.0s | 4.21 sym/s | Total: 41.8s | ETA: 7.4m [2025-09-26T23:03:28.505583] [INFO ] [sig ] [177/2043] Forecasting BEN... [2025-09-26T23:03:28.505623] [INFO ] [sig ] Generating forecast for: BEN [2025-09-26T23:03:28.505684] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'. [2025-09-26T23:03:28.514915] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEN'. [2025-09-26T23:03:28.515280] [INFO ] [FORECASTER] Starting predict_future for BEN [2025-09-26T23:03:28.541956] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:28.542853] [DEBUG] [LOCAL ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt [2025-09-26T23:03:28.542913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:28.542950] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:28.542980] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:28.543045] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:28.561107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:28.561903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:28.562003] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:28.562039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:28.596712] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:28.596898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:28.596944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:28.596978] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:28.600903] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=9.92%) [2025-09-26T23:03:28.601254] [INFO ] [FORECASTER] Completed predict_future for BEN [2025-09-26T23:03:28.601501] [INFO ] [sig ] BEN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:28.762856] [INFO ] [LOCAL ] Saved forecast: BEN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BEN.txt [2025-09-26T23:03:28.763140] [WARN ] [sig ] [177/2043] Failed BEN after 0.3s | 4.21 sym/s | Total: 42.0s | ETA: 7.4m [2025-09-26T23:03:28.763230] [INFO ] [sig ] [178/2043] Forecasting BEPH... [2025-09-26T23:03:28.763272] [INFO ] [sig ] Generating forecast for: BEPH [2025-09-26T23:03:28.763318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'. [2025-09-26T23:03:28.773573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPH'. [2025-09-26T23:03:28.774066] [INFO ] [FORECASTER] Starting predict_future for BEPH [2025-09-26T23:03:28.801228] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:28.802078] [DEBUG] [LOCAL ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt [2025-09-26T23:03:28.802136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:28.802173] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:28.802204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:28.802263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:28.820516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:28.821228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:28.821321] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:28.821357] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:28.856785] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:28.856930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:28.856973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:28.857005] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:28.860621] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: UP (p=51.58%) [2025-09-26T23:03:28.860957] [INFO ] [FORECASTER] Completed predict_future for BEPH [2025-09-26T23:03:28.861108] [INFO ] [sig ] BEPH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:29.008569] [INFO ] [LOCAL ] Saved forecast: BEPH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BEPH.txt [2025-09-26T23:03:29.008880] [WARN ] [sig ] [178/2043] Failed BEPH after 0.2s | 4.21 sym/s | Total: 42.3s | ETA: 7.4m [2025-09-26T23:03:29.008969] [INFO ] [sig ] [179/2043] Forecasting BEPI... [2025-09-26T23:03:29.009010] [INFO ] [sig ] Generating forecast for: BEPI [2025-09-26T23:03:29.009044] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'. [2025-09-26T23:03:29.019081] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPI'. [2025-09-26T23:03:29.019441] [INFO ] [FORECASTER] Starting predict_future for BEPI [2025-09-26T23:03:29.045717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:29.046711] [DEBUG] [LOCAL ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt [2025-09-26T23:03:29.046771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:29.046806] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:29.046834] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:29.046892] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:29.064873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:29.065714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:29.065834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:29.065870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:29.095717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:29.095881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:29.095924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:29.095954] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:29.099606] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=98.57%) [2025-09-26T23:03:29.099932] [INFO ] [FORECASTER] Completed predict_future for BEPI [2025-09-26T23:03:29.100079] [INFO ] [sig ] BEPI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:29.245672] [INFO ] [LOCAL ] Saved forecast: BEPI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BEPI.txt [2025-09-26T23:03:29.245907] [WARN ] [sig ] [179/2043] Failed BEPI after 0.2s | 4.21 sym/s | Total: 42.5s | ETA: 7.4m [2025-09-26T23:03:29.245985] [INFO ] [sig ] [180/2043] Forecasting BEPJ... [2025-09-26T23:03:29.246030] [INFO ] [sig ] Generating forecast for: BEPJ [2025-09-26T23:03:29.246063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BEPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BEPJ.csv'. [2025-09-26T23:03:29.255533] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BEPJ'. [2025-09-26T23:03:29.255863] [INFO ] [FORECASTER] Starting predict_future for BEPJ [2025-09-26T23:03:29.282233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:29.283321] [DEBUG] [LOCAL ] No optimal features file found for BEPJ: ./output/feature-sets/BEPJ.txt [2025-09-26T23:03:29.283384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:29.283420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:29.283449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:29.283514] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:29.301978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:29.302632] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:29.302746] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:29.302783] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:29.334304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:29.334471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:29.334528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:29.334562] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:29.338511] [DEBUG] [FORECASTER] BEPJ: Forecast T+1@11:T+2@11: UP (p=67.26%) [2025-09-26T23:03:29.338849] [INFO ] [FORECASTER] Completed predict_future for BEPJ [2025-09-26T23:03:29.339024] [INFO ] [sig ] BEPJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:29.495170] [INFO ] [LOCAL ] Saved forecast: BEPJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BEPJ.txt [2025-09-26T23:03:29.495437] [WARN ] [sig ] [180/2043] Failed BEPJ after 0.2s | 4.21 sym/s | Total: 42.7s | ETA: 7.4m [2025-09-26T23:03:29.495523] [INFO ] [sig ] [181/2043] Forecasting BFH... [2025-09-26T23:03:29.495565] [INFO ] [sig ] Generating forecast for: BFH [2025-09-26T23:03:29.495601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'. [2025-09-26T23:03:29.507269] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFH'. [2025-09-26T23:03:29.507743] [INFO ] [FORECASTER] Starting predict_future for BFH [2025-09-26T23:03:29.535760] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:29.537065] [DEBUG] [LOCAL ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt [2025-09-26T23:03:29.537166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:29.537237] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:29.537288] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:29.537407] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:29.558017] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:29.558759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:29.558850] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:29.558885] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:29.591433] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:29.591601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:29.591670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:29.591732] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:29.595923] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=32.62%) [2025-09-26T23:03:29.596245] [INFO ] [FORECASTER] Completed predict_future for BFH [2025-09-26T23:03:29.596467] [INFO ] [sig ] BFH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:29.745592] [INFO ] [LOCAL ] Saved forecast: BFH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BFH.txt [2025-09-26T23:03:29.745853] [WARN ] [sig ] [181/2043] Failed BFH after 0.3s | 4.21 sym/s | Total: 43.0s | ETA: 7.4m [2025-09-26T23:03:29.745940] [INFO ] [sig ] [182/2043] Forecasting BFK... [2025-09-26T23:03:29.745988] [INFO ] [sig ] Generating forecast for: BFK [2025-09-26T23:03:29.746062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'. [2025-09-26T23:03:29.756173] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFK'. [2025-09-26T23:03:29.756546] [INFO ] [FORECASTER] Starting predict_future for BFK [2025-09-26T23:03:29.783416] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:29.784250] [DEBUG] [LOCAL ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt [2025-09-26T23:03:29.784311] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:29.784351] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:29.784390] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:29.784460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:29.803220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:29.803980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:29.804079] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:29.804119] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:29.835270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:29.835418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:29.835467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:29.835502] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:29.840213] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=85.82%) [2025-09-26T23:03:29.840570] [INFO ] [FORECASTER] Completed predict_future for BFK [2025-09-26T23:03:29.840832] [INFO ] [sig ] BFK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:30.019664] [INFO ] [LOCAL ] Saved forecast: BFK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BFK.txt [2025-09-26T23:03:30.019954] [WARN ] [sig ] [182/2043] Failed BFK after 0.3s | 4.21 sym/s | Total: 43.3s | ETA: 7.4m [2025-09-26T23:03:30.020037] [INFO ] [sig ] [183/2043] Forecasting BFLY... [2025-09-26T23:03:30.020086] [INFO ] [sig ] Generating forecast for: BFLY [2025-09-26T23:03:30.020123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'. [2025-09-26T23:03:30.031103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFLY'. [2025-09-26T23:03:30.031471] [INFO ] [FORECASTER] Starting predict_future for BFLY [2025-09-26T23:03:30.058352] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:30.059159] [DEBUG] [LOCAL ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt [2025-09-26T23:03:30.059217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:30.059252] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:30.059280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:30.059337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:30.078288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:30.079099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:30.079226] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:30.079273] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:30.110675] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:30.110878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:30.110925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:30.110955] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:30.115701] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: DOWN (p=7.85%) [2025-09-26T23:03:30.116182] [INFO ] [FORECASTER] Completed predict_future for BFLY [2025-09-26T23:03:30.116498] [INFO ] [sig ] BFLY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:30.273028] [INFO ] [LOCAL ] Saved forecast: BFLY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BFLY.txt [2025-09-26T23:03:30.273270] [WARN ] [sig ] [183/2043] Failed BFLY after 0.3s | 4.20 sym/s | Total: 43.5s | ETA: 7.4m [2025-09-26T23:03:30.273359] [INFO ] [sig ] [184/2043] Forecasting BFS... [2025-09-26T23:03:30.273403] [INFO ] [sig ] Generating forecast for: BFS [2025-09-26T23:03:30.273436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'. [2025-09-26T23:03:30.283398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFS'. [2025-09-26T23:03:30.283777] [INFO ] [FORECASTER] Starting predict_future for BFS [2025-09-26T23:03:30.311032] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:30.311864] [DEBUG] [LOCAL ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt [2025-09-26T23:03:30.311925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:30.311961] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:30.311989] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:30.312051] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:30.331467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:30.332135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:30.332224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:30.332258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:30.361973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:30.362470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:30.362520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:30.362552] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:30.366964] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=51.92%) [2025-09-26T23:03:30.367315] [INFO ] [FORECASTER] Completed predict_future for BFS [2025-09-26T23:03:30.367493] [INFO ] [sig ] BFS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:30.518734] [INFO ] [LOCAL ] Saved forecast: BFS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BFS.txt [2025-09-26T23:03:30.519193] [WARN ] [sig ] [184/2043] Failed BFS after 0.2s | 4.20 sym/s | Total: 43.8s | ETA: 7.4m [2025-09-26T23:03:30.519284] [INFO ] [sig ] [185/2043] Forecasting BFZ... [2025-09-26T23:03:30.519327] [INFO ] [sig ] Generating forecast for: BFZ [2025-09-26T23:03:30.519364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'. [2025-09-26T23:03:30.531058] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BFZ'. [2025-09-26T23:03:30.531396] [INFO ] [FORECASTER] Starting predict_future for BFZ [2025-09-26T23:03:30.558298] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:30.559102] [DEBUG] [LOCAL ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt [2025-09-26T23:03:30.559161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:30.559197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:30.559226] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:30.559289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:30.578086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:30.578731] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:30.578831] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:30.578867] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:30.624226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:30.624400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:30.624444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:30.624475] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:30.628449] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=28.91%) [2025-09-26T23:03:30.628812] [INFO ] [FORECASTER] Completed predict_future for BFZ [2025-09-26T23:03:30.628985] [INFO ] [sig ] BFZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:30.782572] [INFO ] [LOCAL ] Saved forecast: BFZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BFZ.txt [2025-09-26T23:03:30.782954] [WARN ] [sig ] [185/2043] Failed BFZ after 0.3s | 4.20 sym/s | Total: 44.0s | ETA: 7.4m [2025-09-26T23:03:30.783046] [INFO ] [sig ] [186/2043] Forecasting BG... [2025-09-26T23:03:30.783088] [INFO ] [sig ] Generating forecast for: BG [2025-09-26T23:03:30.783126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'. [2025-09-26T23:03:30.887269] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BG'. [2025-09-26T23:03:30.887700] [INFO ] [FORECASTER] Starting predict_future for BG [2025-09-26T23:03:30.917223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:30.918338] [DEBUG] [LOCAL ] No optimal features file found for BG: ./output/feature-sets/BG.txt [2025-09-26T23:03:30.918401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:30.918441] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:30.918471] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:30.918532] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:30.936355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:30.936999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:30.937127] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:30.937162] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:30.975186] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:30.975409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:30.975460] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:30.975492] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:30.979979] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: UP (p=85.96%) [2025-09-26T23:03:30.980357] [INFO ] [FORECASTER] Completed predict_future for BG [2025-09-26T23:03:30.980538] [INFO ] [sig ] BG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:31.143840] [INFO ] [LOCAL ] Saved forecast: BG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BG.txt [2025-09-26T23:03:31.144295] [WARN ] [sig ] [186/2043] Failed BG after 0.4s | 4.19 sym/s | Total: 44.4s | ETA: 7.4m [2025-09-26T23:03:31.144390] [INFO ] [sig ] [187/2043] Forecasting BGB... [2025-09-26T23:03:31.144433] [INFO ] [sig ] Generating forecast for: BGB [2025-09-26T23:03:31.144480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'. [2025-09-26T23:03:31.157019] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGB'. [2025-09-26T23:03:31.157436] [INFO ] [FORECASTER] Starting predict_future for BGB [2025-09-26T23:03:31.188192] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:31.189312] [DEBUG] [LOCAL ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt [2025-09-26T23:03:31.189620] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:31.189739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:31.189785] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:31.189899] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:31.209501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:31.210460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:31.210566] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:31.210603] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:31.257273] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:31.257416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:31.257457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:31.257488] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:31.261178] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: DOWN (p=45.04%) [2025-09-26T23:03:31.261497] [INFO ] [FORECASTER] Completed predict_future for BGB [2025-09-26T23:03:31.261708] [INFO ] [sig ] BGB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:31.410551] [INFO ] [LOCAL ] Saved forecast: BGB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BGB.txt [2025-09-26T23:03:31.410967] [WARN ] [sig ] [187/2043] Failed BGB after 0.3s | 4.19 sym/s | Total: 44.7s | ETA: 7.4m [2025-09-26T23:03:31.411061] [INFO ] [sig ] [188/2043] Forecasting BGH... [2025-09-26T23:03:31.411102] [INFO ] [sig ] Generating forecast for: BGH [2025-09-26T23:03:31.411138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'. [2025-09-26T23:03:31.423483] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGH'. [2025-09-26T23:03:31.423957] [INFO ] [FORECASTER] Starting predict_future for BGH [2025-09-26T23:03:31.450990] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:31.451879] [DEBUG] [LOCAL ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt [2025-09-26T23:03:31.451959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:31.451997] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:31.452027] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:31.452086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:31.469898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:31.470523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:31.470620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:31.470687] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:31.509814] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:31.509960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:31.510002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:31.510032] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:31.513758] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=47.36%) [2025-09-26T23:03:31.514048] [INFO ] [FORECASTER] Completed predict_future for BGH [2025-09-26T23:03:31.514205] [INFO ] [sig ] BGH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:31.667150] [INFO ] [LOCAL ] Saved forecast: BGH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BGH.txt [2025-09-26T23:03:31.667376] [WARN ] [sig ] [188/2043] Failed BGH after 0.3s | 4.19 sym/s | Total: 44.9s | ETA: 7.4m [2025-09-26T23:03:31.667455] [INFO ] [sig ] [189/2043] Forecasting BGR... [2025-09-26T23:03:31.667495] [INFO ] [sig ] Generating forecast for: BGR [2025-09-26T23:03:31.667528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGR' from 'https://tdm.silogroup.org/data/derivative_storage/BGR.csv'. [2025-09-26T23:03:31.677471] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGR'. [2025-09-26T23:03:31.677808] [INFO ] [FORECASTER] Starting predict_future for BGR [2025-09-26T23:03:31.711837] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:31.712785] [DEBUG] [LOCAL ] No optimal features file found for BGR: ./output/feature-sets/BGR.txt [2025-09-26T23:03:31.712850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:31.712888] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:31.712919] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:31.712979] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:31.733041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:31.733916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:31.734015] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:31.734050] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:31.776640] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:31.776895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:31.776971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:31.777028] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:31.783042] [DEBUG] [FORECASTER] BGR: Forecast T+1@11:T+2@11: UP (p=84.11%) [2025-09-26T23:03:31.783574] [INFO ] [FORECASTER] Completed predict_future for BGR [2025-09-26T23:03:31.783843] [INFO ] [sig ] BGR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:31.956881] [INFO ] [LOCAL ] Saved forecast: BGR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BGR.txt [2025-09-26T23:03:31.957151] [WARN ] [sig ] [189/2043] Failed BGR after 0.3s | 4.18 sym/s | Total: 45.2s | ETA: 7.4m [2025-09-26T23:03:31.957236] [INFO ] [sig ] [190/2043] Forecasting BGS... [2025-09-26T23:03:31.957276] [INFO ] [sig ] Generating forecast for: BGS [2025-09-26T23:03:31.957321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'. [2025-09-26T23:03:31.967538] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGS'. [2025-09-26T23:03:31.967866] [INFO ] [FORECASTER] Starting predict_future for BGS [2025-09-26T23:03:31.994261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:31.995068] [DEBUG] [LOCAL ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt [2025-09-26T23:03:31.995128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:31.995163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:31.995192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:31.995260] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:32.014105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:32.014713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:32.014801] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:32.014836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:32.053735] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:32.053887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:32.053930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:32.053960] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:32.057736] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=45.18%) [2025-09-26T23:03:32.058036] [INFO ] [FORECASTER] Completed predict_future for BGS [2025-09-26T23:03:32.058183] [INFO ] [sig ] BGS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:32.217697] [INFO ] [LOCAL ] Saved forecast: BGS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BGS.txt [2025-09-26T23:03:32.217988] [WARN ] [sig ] [190/2043] Failed BGS after 0.3s | 4.18 sym/s | Total: 45.5s | ETA: 7.4m [2025-09-26T23:03:32.218075] [INFO ] [sig ] [191/2043] Forecasting BGX... [2025-09-26T23:03:32.218118] [INFO ] [sig ] Generating forecast for: BGX [2025-09-26T23:03:32.218151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'. [2025-09-26T23:03:32.229781] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGX'. [2025-09-26T23:03:32.230272] [INFO ] [FORECASTER] Starting predict_future for BGX [2025-09-26T23:03:32.259736] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:32.260556] [DEBUG] [LOCAL ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt [2025-09-26T23:03:32.260614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:32.260678] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:32.260727] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:32.260788] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:32.279319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:32.280056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:32.280145] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:32.280180] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:32.320438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:32.320621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:32.320706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:32.320749] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:32.324506] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=92.70%) [2025-09-26T23:03:32.324839] [INFO ] [FORECASTER] Completed predict_future for BGX [2025-09-26T23:03:32.325025] [INFO ] [sig ] BGX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:32.474056] [INFO ] [LOCAL ] Saved forecast: BGX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BGX.txt [2025-09-26T23:03:32.474327] [WARN ] [sig ] [191/2043] Failed BGX after 0.3s | 4.18 sym/s | Total: 45.7s | ETA: 7.4m [2025-09-26T23:03:32.474405] [INFO ] [sig ] [192/2043] Forecasting BGY... [2025-09-26T23:03:32.474446] [INFO ] [sig ] Generating forecast for: BGY [2025-09-26T23:03:32.474481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'. [2025-09-26T23:03:32.484426] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BGY'. [2025-09-26T23:03:32.484792] [INFO ] [FORECASTER] Starting predict_future for BGY [2025-09-26T23:03:32.511424] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:32.512302] [DEBUG] [LOCAL ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt [2025-09-26T23:03:32.512365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:32.512402] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:32.512432] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:32.512490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:32.531556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:32.532441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:32.532546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:32.532590] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:32.576718] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:32.576910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:32.576957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:32.576989] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:32.581119] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=10.08%) [2025-09-26T23:03:32.581522] [INFO ] [FORECASTER] Completed predict_future for BGY [2025-09-26T23:03:32.581722] [INFO ] [sig ] BGY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:32.761011] [INFO ] [LOCAL ] Saved forecast: BGY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BGY.txt [2025-09-26T23:03:32.761279] [WARN ] [sig ] [192/2043] Failed BGY after 0.3s | 4.17 sym/s | Total: 46.0s | ETA: 7.4m [2025-09-26T23:03:32.761365] [INFO ] [sig ] [193/2043] Forecasting BH... [2025-09-26T23:03:32.761410] [INFO ] [sig ] Generating forecast for: BH [2025-09-26T23:03:32.761453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BH' from 'https://tdm.silogroup.org/data/derivative_storage/BH.csv'. [2025-09-26T23:03:32.766626] [WARN ] [REMOTE ] Historical data not found for symbol 'BH' (404). [2025-09-26T23:03:32.766848] [FATAL] [sig ] BH: No historical data fetched. [2025-09-26T23:03:32.766940] [WARN ] [sig ] [193/2043] Failed BH after 0.0s | 4.19 sym/s | Total: 46.0s | ETA: 7.4m [2025-09-26T23:03:32.767011] [INFO ] [sig ] [194/2043] Forecasting BHC... [2025-09-26T23:03:32.767052] [INFO ] [sig ] Generating forecast for: BHC [2025-09-26T23:03:32.767084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'. [2025-09-26T23:03:32.776075] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHC'. [2025-09-26T23:03:32.776433] [INFO ] [FORECASTER] Starting predict_future for BHC [2025-09-26T23:03:32.805216] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:32.806125] [DEBUG] [LOCAL ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt [2025-09-26T23:03:32.806209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:32.806249] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:32.806278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:32.806389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:32.825491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:32.826200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:32.826323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:32.826378] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:32.871240] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:32.871489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:32.871572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:32.871627] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:32.876506] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: UP (p=78.17%) [2025-09-26T23:03:32.876914] [INFO ] [FORECASTER] Completed predict_future for BHC [2025-09-26T23:03:32.877108] [INFO ] [sig ] BHC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:33.028359] [INFO ] [LOCAL ] Saved forecast: BHC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BHC.txt [2025-09-26T23:03:33.028669] [WARN ] [sig ] [194/2043] Failed BHC after 0.3s | 4.19 sym/s | Total: 46.3s | ETA: 7.4m [2025-09-26T23:03:33.028764] [INFO ] [sig ] [195/2043] Forecasting BHE... [2025-09-26T23:03:33.028805] [INFO ] [sig ] Generating forecast for: BHE [2025-09-26T23:03:33.028850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'. [2025-09-26T23:03:33.034543] [WARN ] [REMOTE ] Historical data not found for symbol 'BHE' (404). [2025-09-26T23:03:33.034820] [FATAL] [sig ] BHE: No historical data fetched. [2025-09-26T23:03:33.034916] [WARN ] [sig ] [195/2043] Failed BHE after 0.0s | 4.21 sym/s | Total: 46.3s | ETA: 7.3m [2025-09-26T23:03:33.034986] [INFO ] [sig ] [196/2043] Forecasting BHK... [2025-09-26T23:03:33.035027] [INFO ] [sig ] Generating forecast for: BHK [2025-09-26T23:03:33.035062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'. [2025-09-26T23:03:33.044842] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHK'. [2025-09-26T23:03:33.045257] [INFO ] [FORECASTER] Starting predict_future for BHK [2025-09-26T23:03:33.073226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:33.074268] [DEBUG] [LOCAL ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt [2025-09-26T23:03:33.074326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:33.074362] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:33.074392] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:33.074452] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:33.093097] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:33.093815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:33.093908] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:33.093944] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:33.137028] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:33.137273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:33.137324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:33.137356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:33.144623] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=21.52%) [2025-09-26T23:03:33.145004] [INFO ] [FORECASTER] Completed predict_future for BHK [2025-09-26T23:03:33.145172] [INFO ] [sig ] BHK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:33.295250] [INFO ] [LOCAL ] Saved forecast: BHK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BHK.txt [2025-09-26T23:03:33.295943] [WARN ] [sig ] [196/2043] Failed BHK after 0.3s | 4.21 sym/s | Total: 46.6s | ETA: 7.3m [2025-09-26T23:03:33.296038] [INFO ] [sig ] [197/2043] Forecasting BHP... [2025-09-26T23:03:33.296080] [INFO ] [sig ] Generating forecast for: BHP [2025-09-26T23:03:33.296116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'. [2025-09-26T23:03:33.307930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHP'. [2025-09-26T23:03:33.308319] [INFO ] [FORECASTER] Starting predict_future for BHP [2025-09-26T23:03:33.336855] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:33.337874] [DEBUG] [LOCAL ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt [2025-09-26T23:03:33.337938] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:33.337977] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:33.338010] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:33.338075] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:33.356852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:33.357479] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:33.357575] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:33.357610] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:33.400412] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:33.400556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:33.400596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:33.400626] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:33.404217] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=68.89%) [2025-09-26T23:03:33.404511] [INFO ] [FORECASTER] Completed predict_future for BHP [2025-09-26T23:03:33.404687] [INFO ] [sig ] BHP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:33.550822] [INFO ] [LOCAL ] Saved forecast: BHP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BHP.txt [2025-09-26T23:03:33.551149] [WARN ] [sig ] [197/2043] Failed BHP after 0.3s | 4.21 sym/s | Total: 46.8s | ETA: 7.3m [2025-09-26T23:03:33.551232] [INFO ] [sig ] [198/2043] Forecasting BHR... [2025-09-26T23:03:33.551273] [INFO ] [sig ] Generating forecast for: BHR [2025-09-26T23:03:33.551308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHR' from 'https://tdm.silogroup.org/data/derivative_storage/BHR.csv'. [2025-09-26T23:03:33.563007] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHR'. [2025-09-26T23:03:33.563350] [INFO ] [FORECASTER] Starting predict_future for BHR [2025-09-26T23:03:33.589728] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:33.590469] [DEBUG] [LOCAL ] No optimal features file found for BHR: ./output/feature-sets/BHR.txt [2025-09-26T23:03:33.590524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:33.590558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:33.590586] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:33.590665] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:33.608475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:33.609142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:33.609236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:33.609294] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:33.658549] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:33.658787] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:33.658842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:33.658872] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:33.662782] [DEBUG] [FORECASTER] BHR: Forecast T+1@11:T+2@11: DOWN (p=9.56%) [2025-09-26T23:03:33.663093] [INFO ] [FORECASTER] Completed predict_future for BHR [2025-09-26T23:03:33.663254] [INFO ] [sig ] BHR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:33.812380] [INFO ] [LOCAL ] Saved forecast: BHR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BHR.txt [2025-09-26T23:03:33.812754] [WARN ] [sig ] [198/2043] Failed BHR after 0.3s | 4.21 sym/s | Total: 47.1s | ETA: 7.3m [2025-09-26T23:03:33.812846] [INFO ] [sig ] [199/2043] Forecasting BHVN... [2025-09-26T23:03:33.812888] [INFO ] [sig ] Generating forecast for: BHVN [2025-09-26T23:03:33.812925] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'. [2025-09-26T23:03:33.825118] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BHVN'. [2025-09-26T23:03:33.825493] [INFO ] [FORECASTER] Starting predict_future for BHVN [2025-09-26T23:03:33.852407] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:33.853228] [DEBUG] [LOCAL ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt [2025-09-26T23:03:33.853290] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:33.853327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:33.853356] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:33.853416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:33.871280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:33.872037] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:33.872134] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:33.872169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:33.916125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:33.916326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:33.916397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:33.916437] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:33.920277] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=71.66%) [2025-09-26T23:03:33.920585] [INFO ] [FORECASTER] Completed predict_future for BHVN [2025-09-26T23:03:33.920791] [INFO ] [sig ] BHVN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:34.069134] [INFO ] [LOCAL ] Saved forecast: BHVN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BHVN.txt [2025-09-26T23:03:34.069490] [WARN ] [sig ] [199/2043] Failed BHVN after 0.3s | 4.21 sym/s | Total: 47.3s | ETA: 7.3m [2025-09-26T23:03:34.069582] [INFO ] [sig ] [200/2043] Forecasting BILL... [2025-09-26T23:03:34.069622] [INFO ] [sig ] Generating forecast for: BILL [2025-09-26T23:03:34.069739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'. [2025-09-26T23:03:34.081079] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BILL'. [2025-09-26T23:03:34.081496] [INFO ] [FORECASTER] Starting predict_future for BILL [2025-09-26T23:03:34.107977] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:34.108795] [DEBUG] [LOCAL ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt [2025-09-26T23:03:34.108879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:34.108917] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:34.108945] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:34.109004] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:34.126713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:34.127399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:34.127497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:34.127531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:34.174780] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:34.175040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:34.175090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:34.175121] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:34.179328] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=82.09%) [2025-09-26T23:03:34.179674] [INFO ] [FORECASTER] Completed predict_future for BILL [2025-09-26T23:03:34.179856] [INFO ] [sig ] BILL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:34.332224] [INFO ] [LOCAL ] Saved forecast: BILL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BILL.txt [2025-09-26T23:03:34.332637] [WARN ] [sig ] [200/2043] Failed BILL after 0.3s | 4.20 sym/s | Total: 47.6s | ETA: 7.3m [2025-09-26T23:03:34.332751] [INFO ] [sig ] [201/2043] Forecasting BIO... [2025-09-26T23:03:34.332791] [INFO ] [sig ] Generating forecast for: BIO [2025-09-26T23:03:34.332827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'. [2025-09-26T23:03:34.343721] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIO'. [2025-09-26T23:03:34.344065] [INFO ] [FORECASTER] Starting predict_future for BIO [2025-09-26T23:03:34.370207] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:34.371027] [DEBUG] [LOCAL ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt [2025-09-26T23:03:34.371084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:34.371120] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:34.371149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:34.371210] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:34.389012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:34.389611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:34.389731] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:34.389775] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:34.436901] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:34.437175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:34.437265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:34.437342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:34.442100] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: DOWN (p=29.54%) [2025-09-26T23:03:34.442412] [INFO ] [FORECASTER] Completed predict_future for BIO [2025-09-26T23:03:34.442571] [INFO ] [sig ] BIO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:34.592263] [INFO ] [LOCAL ] Saved forecast: BIO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BIO.txt [2025-09-26T23:03:34.592630] [WARN ] [sig ] [201/2043] Failed BIO after 0.3s | 4.20 sym/s | Total: 47.8s | ETA: 7.3m [2025-09-26T23:03:34.592783] [INFO ] [sig ] [202/2043] Forecasting BIP... [2025-09-26T23:03:34.592839] [INFO ] [sig ] Generating forecast for: BIP [2025-09-26T23:03:34.592891] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'. [2025-09-26T23:03:34.604797] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIP'. [2025-09-26T23:03:34.605201] [INFO ] [FORECASTER] Starting predict_future for BIP [2025-09-26T23:03:34.632082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:34.632915] [DEBUG] [LOCAL ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt [2025-09-26T23:03:34.632976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:34.633012] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:34.633040] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:34.633100] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:34.650969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:34.651608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:34.651724] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:34.651769] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:34.698838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:34.699004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:34.699045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:34.699076] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:34.702745] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=26.70%) [2025-09-26T23:03:34.703043] [INFO ] [FORECASTER] Completed predict_future for BIP [2025-09-26T23:03:34.703191] [INFO ] [sig ] BIP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:34.849336] [INFO ] [LOCAL ] Saved forecast: BIP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BIP.txt [2025-09-26T23:03:34.849670] [WARN ] [sig ] [202/2043] Failed BIP after 0.3s | 4.20 sym/s | Total: 48.1s | ETA: 7.3m [2025-09-26T23:03:34.849756] [INFO ] [sig ] [203/2043] Forecasting BIPC... [2025-09-26T23:03:34.849797] [INFO ] [sig ] Generating forecast for: BIPC [2025-09-26T23:03:34.849833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPC' from 'https://tdm.silogroup.org/data/derivative_storage/BIPC.csv'. [2025-09-26T23:03:34.862244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPC'. [2025-09-26T23:03:34.862789] [INFO ] [FORECASTER] Starting predict_future for BIPC [2025-09-26T23:03:34.889479] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:34.890316] [DEBUG] [LOCAL ] No optimal features file found for BIPC: ./output/feature-sets/BIPC.txt [2025-09-26T23:03:34.890374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:34.890409] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:34.890439] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:34.890581] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:34.908618] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:34.909280] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:34.909375] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:34.909410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:34.955999] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:34.956217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:34.956263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:34.956334] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:34.960567] [DEBUG] [FORECASTER] BIPC: Forecast T+1@11:T+2@11: DOWN (p=14.06%) [2025-09-26T23:03:34.960953] [INFO ] [FORECASTER] Completed predict_future for BIPC [2025-09-26T23:03:34.961154] [INFO ] [sig ] BIPC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:35.128985] [INFO ] [LOCAL ] Saved forecast: BIPC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BIPC.txt [2025-09-26T23:03:35.129436] [WARN ] [sig ] [203/2043] Failed BIPC after 0.3s | 4.20 sym/s | Total: 48.4s | ETA: 7.3m [2025-09-26T23:03:35.129549] [INFO ] [sig ] [204/2043] Forecasting BIPH... [2025-09-26T23:03:35.129610] [INFO ] [sig ] Generating forecast for: BIPH [2025-09-26T23:03:35.129679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'. [2025-09-26T23:03:35.141696] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPH'. [2025-09-26T23:03:35.142139] [INFO ] [FORECASTER] Starting predict_future for BIPH [2025-09-26T23:03:35.171502] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:35.172515] [DEBUG] [LOCAL ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt [2025-09-26T23:03:35.172593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:35.172663] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:35.172719] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:35.172787] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:35.193995] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:35.194707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:35.194811] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:35.194854] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:35.247237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:35.247522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:35.247588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:35.247624] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:35.252746] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: UP (p=90.99%) [2025-09-26T23:03:35.253126] [INFO ] [FORECASTER] Completed predict_future for BIPH [2025-09-26T23:03:35.253315] [INFO ] [sig ] BIPH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:35.413056] [INFO ] [LOCAL ] Saved forecast: BIPH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BIPH.txt [2025-09-26T23:03:35.413389] [WARN ] [sig ] [204/2043] Failed BIPH after 0.3s | 4.19 sym/s | Total: 48.7s | ETA: 7.3m [2025-09-26T23:03:35.413477] [INFO ] [sig ] [205/2043] Forecasting BIPI... [2025-09-26T23:03:35.413517] [INFO ] [sig ] Generating forecast for: BIPI [2025-09-26T23:03:35.413566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'. [2025-09-26T23:03:35.425710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPI'. [2025-09-26T23:03:35.426137] [INFO ] [FORECASTER] Starting predict_future for BIPI [2025-09-26T23:03:35.452829] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:35.453577] [DEBUG] [LOCAL ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt [2025-09-26T23:03:35.453633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:35.453707] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:35.453745] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:35.453807] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:35.471402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:35.472017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:35.472107] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:35.472162] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:35.517249] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:35.517401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:35.517440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:35.517473] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:35.521051] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=17.56%) [2025-09-26T23:03:35.521345] [INFO ] [FORECASTER] Completed predict_future for BIPI [2025-09-26T23:03:35.521493] [INFO ] [sig ] BIPI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:35.668082] [INFO ] [LOCAL ] Saved forecast: BIPI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BIPI.txt [2025-09-26T23:03:35.668477] [WARN ] [sig ] [205/2043] Failed BIPI after 0.3s | 4.19 sym/s | Total: 48.9s | ETA: 7.3m [2025-09-26T23:03:35.668569] [INFO ] [sig ] [206/2043] Forecasting BIPJ... [2025-09-26T23:03:35.668610] [INFO ] [sig ] Generating forecast for: BIPJ [2025-09-26T23:03:35.668683] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIPJ' from 'https://tdm.silogroup.org/data/derivative_storage/BIPJ.csv'. [2025-09-26T23:03:35.680865] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIPJ'. [2025-09-26T23:03:35.681603] [INFO ] [FORECASTER] Starting predict_future for BIPJ [2025-09-26T23:03:35.712156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:35.713148] [DEBUG] [LOCAL ] No optimal features file found for BIPJ: ./output/feature-sets/BIPJ.txt [2025-09-26T23:03:35.713211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:35.713249] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:35.713279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:35.713338] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:35.732625] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:35.733892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:35.734014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:35.734052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:35.779811] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:35.780087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:35.780138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:35.780172] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:35.784603] [DEBUG] [FORECASTER] BIPJ: Forecast T+1@11:T+2@11: UP (p=94.96%) [2025-09-26T23:03:35.785039] [INFO ] [FORECASTER] Completed predict_future for BIPJ [2025-09-26T23:03:35.785208] [INFO ] [sig ] BIPJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:35.954157] [INFO ] [LOCAL ] Saved forecast: BIPJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BIPJ.txt [2025-09-26T23:03:35.954554] [WARN ] [sig ] [206/2043] Failed BIPJ after 0.3s | 4.19 sym/s | Total: 49.2s | ETA: 7.3m [2025-09-26T23:03:35.954673] [INFO ] [sig ] [207/2043] Forecasting BIRK... [2025-09-26T23:03:35.954728] [INFO ] [sig ] Generating forecast for: BIRK [2025-09-26T23:03:35.954767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'. [2025-09-26T23:03:35.970801] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIRK'. [2025-09-26T23:03:35.971579] [INFO ] [FORECASTER] Starting predict_future for BIRK [2025-09-26T23:03:36.000105] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:36.001101] [DEBUG] [LOCAL ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt [2025-09-26T23:03:36.001190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:36.001228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:36.001258] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:36.001320] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:36.019332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:36.020405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:36.020517] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:36.020553] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:36.066171] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:36.066466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:36.066528] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:36.066561] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:36.070974] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=2.20%) [2025-09-26T23:03:36.071330] [INFO ] [FORECASTER] Completed predict_future for BIRK [2025-09-26T23:03:36.071505] [INFO ] [sig ] BIRK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:36.227289] [INFO ] [LOCAL ] Saved forecast: BIRK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BIRK.txt [2025-09-26T23:03:36.227702] [WARN ] [sig ] [207/2043] Failed BIRK after 0.3s | 4.18 sym/s | Total: 49.5s | ETA: 7.3m [2025-09-26T23:03:36.227801] [INFO ] [sig ] [208/2043] Forecasting BIT... [2025-09-26T23:03:36.227844] [INFO ] [sig ] Generating forecast for: BIT [2025-09-26T23:03:36.227884] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BIT' from 'https://tdm.silogroup.org/data/derivative_storage/BIT.csv'. [2025-09-26T23:03:36.240682] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BIT'. [2025-09-26T23:03:36.241098] [INFO ] [FORECASTER] Starting predict_future for BIT [2025-09-26T23:03:36.268040] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:36.268851] [DEBUG] [LOCAL ] No optimal features file found for BIT: ./output/feature-sets/BIT.txt [2025-09-26T23:03:36.268914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:36.268952] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:36.268981] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:36.269042] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:36.287417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:36.288053] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:36.288146] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:36.288183] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:36.329147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:36.329341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:36.329385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:36.329418] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:36.333288] [DEBUG] [FORECASTER] BIT: Forecast T+1@11:T+2@11: DOWN (p=37.72%) [2025-09-26T23:03:36.333590] [INFO ] [FORECASTER] Completed predict_future for BIT [2025-09-26T23:03:36.333782] [INFO ] [sig ] BIT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:36.489040] [INFO ] [LOCAL ] Saved forecast: BIT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BIT.txt [2025-09-26T23:03:36.489491] [WARN ] [sig ] [208/2043] Failed BIT after 0.3s | 4.18 sym/s | Total: 49.7s | ETA: 7.3m [2025-09-26T23:03:36.489605] [INFO ] [sig ] [209/2043] Forecasting BJ... [2025-09-26T23:03:36.489699] [INFO ] [sig ] Generating forecast for: BJ [2025-09-26T23:03:36.489779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'. [2025-09-26T23:03:36.502119] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BJ'. [2025-09-26T23:03:36.502514] [INFO ] [FORECASTER] Starting predict_future for BJ [2025-09-26T23:03:36.529856] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:36.530704] [DEBUG] [LOCAL ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt [2025-09-26T23:03:36.530771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:36.530810] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:36.530841] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:36.530903] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:36.549990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:36.550620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:36.550741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:36.550784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:36.597725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:36.597842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:36.597883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:36.597915] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:36.601925] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-09-26T23:03:36.602284] [INFO ] [FORECASTER] Completed predict_future for BJ [2025-09-26T23:03:36.602478] [INFO ] [sig ] BJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:36.761333] [INFO ] [LOCAL ] Saved forecast: BJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BJ.txt [2025-09-26T23:03:36.761720] [WARN ] [sig ] [209/2043] Failed BJ after 0.3s | 4.18 sym/s | Total: 50.0s | ETA: 7.3m [2025-09-26T23:03:36.761810] [INFO ] [sig ] [210/2043] Forecasting BK... [2025-09-26T23:03:36.761850] [INFO ] [sig ] Generating forecast for: BK [2025-09-26T23:03:36.761887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'. [2025-09-26T23:03:36.774731] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BK'. [2025-09-26T23:03:36.775096] [INFO ] [FORECASTER] Starting predict_future for BK [2025-09-26T23:03:36.805147] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:36.806305] [DEBUG] [LOCAL ] No optimal features file found for BK: ./output/feature-sets/BK.txt [2025-09-26T23:03:36.806372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:36.806411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:36.806442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:36.806587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:36.824994] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:36.825875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:36.825975] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:36.826011] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:36.866272] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:36.866501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:36.866553] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:36.866585] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:36.870737] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: UP (p=92.17%) [2025-09-26T23:03:36.871064] [INFO ] [FORECASTER] Completed predict_future for BK [2025-09-26T23:03:36.871259] [INFO ] [sig ] BK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:37.022268] [INFO ] [LOCAL ] Saved forecast: BK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BK.txt [2025-09-26T23:03:37.022594] [WARN ] [sig ] [210/2043] Failed BK after 0.3s | 4.18 sym/s | Total: 50.3s | ETA: 7.3m [2025-09-26T23:03:37.022704] [INFO ] [sig ] [211/2043] Forecasting BKD... [2025-09-26T23:03:37.022748] [INFO ] [sig ] Generating forecast for: BKD [2025-09-26T23:03:37.022785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'. [2025-09-26T23:03:37.034461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKD'. [2025-09-26T23:03:37.034902] [INFO ] [FORECASTER] Starting predict_future for BKD [2025-09-26T23:03:37.063173] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:37.064054] [DEBUG] [LOCAL ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt [2025-09-26T23:03:37.064113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:37.064149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:37.064179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:37.064239] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:37.083992] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:37.084956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:37.085052] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:37.085087] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:37.123861] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:37.124044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:37.124090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:37.124121] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:37.128238] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=79.65%) [2025-09-26T23:03:37.128607] [INFO ] [FORECASTER] Completed predict_future for BKD [2025-09-26T23:03:37.128804] [INFO ] [sig ] BKD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:37.283027] [INFO ] [LOCAL ] Saved forecast: BKD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKD.txt [2025-09-26T23:03:37.283273] [WARN ] [sig ] [211/2043] Failed BKD after 0.3s | 4.18 sym/s | Total: 50.5s | ETA: 7.3m [2025-09-26T23:03:37.283352] [INFO ] [sig ] [212/2043] Forecasting BKE... [2025-09-26T23:03:37.283392] [INFO ] [sig ] Generating forecast for: BKE [2025-09-26T23:03:37.283425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'. [2025-09-26T23:03:37.293921] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKE'. [2025-09-26T23:03:37.294215] [INFO ] [FORECASTER] Starting predict_future for BKE [2025-09-26T23:03:37.321568] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:37.322436] [DEBUG] [LOCAL ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt [2025-09-26T23:03:37.322497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:37.322534] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:37.322562] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:37.322620] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:37.342455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:37.343199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:37.343296] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:37.343332] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:37.384146] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:37.384334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:37.384378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:37.384409] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:37.388301] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: UP (p=89.43%) [2025-09-26T23:03:37.388691] [INFO ] [FORECASTER] Completed predict_future for BKE [2025-09-26T23:03:37.388865] [INFO ] [sig ] BKE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:37.548907] [INFO ] [LOCAL ] Saved forecast: BKE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKE.txt [2025-09-26T23:03:37.549243] [WARN ] [sig ] [212/2043] Failed BKE after 0.3s | 4.17 sym/s | Total: 50.8s | ETA: 7.3m [2025-09-26T23:03:37.549328] [INFO ] [sig ] [213/2043] Forecasting BKH... [2025-09-26T23:03:37.549371] [INFO ] [sig ] Generating forecast for: BKH [2025-09-26T23:03:37.549405] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'. [2025-09-26T23:03:37.561033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKH'. [2025-09-26T23:03:37.561438] [INFO ] [FORECASTER] Starting predict_future for BKH [2025-09-26T23:03:37.588931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:37.589804] [DEBUG] [LOCAL ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt [2025-09-26T23:03:37.589864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:37.589899] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:37.589930] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:37.589989] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:37.608823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:37.609552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:37.609664] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:37.609721] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:37.649496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:37.649733] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:37.649835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:37.649898] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:37.657945] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: UP (p=54.43%) [2025-09-26T23:03:37.658293] [INFO ] [FORECASTER] Completed predict_future for BKH [2025-09-26T23:03:37.658449] [INFO ] [sig ] BKH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:37.810142] [INFO ] [LOCAL ] Saved forecast: BKH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKH.txt [2025-09-26T23:03:37.810409] [WARN ] [sig ] [213/2043] Failed BKH after 0.3s | 4.17 sym/s | Total: 51.1s | ETA: 7.3m [2025-09-26T23:03:37.810497] [INFO ] [sig ] [214/2043] Forecasting BKKT... [2025-09-26T23:03:37.810537] [INFO ] [sig ] Generating forecast for: BKKT [2025-09-26T23:03:37.810571] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKKT.csv'. [2025-09-26T23:03:37.821941] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKKT'. [2025-09-26T23:03:37.822282] [INFO ] [FORECASTER] Starting predict_future for BKKT [2025-09-26T23:03:37.848489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:37.849291] [DEBUG] [LOCAL ] No optimal features file found for BKKT: ./output/feature-sets/BKKT.txt [2025-09-26T23:03:37.849350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:37.849490] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:37.849544] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:37.849606] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:37.868793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:37.869624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:37.869741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:37.869783] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:37.911099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:37.911284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:37.911329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:37.911360] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:37.915434] [DEBUG] [FORECASTER] BKKT: Forecast T+1@11:T+2@11: UP (p=75.13%) [2025-09-26T23:03:37.915787] [INFO ] [FORECASTER] Completed predict_future for BKKT [2025-09-26T23:03:37.915942] [INFO ] [sig ] BKKT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:38.082366] [INFO ] [LOCAL ] Saved forecast: BKKT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKKT.txt [2025-09-26T23:03:38.082724] [WARN ] [sig ] [214/2043] Failed BKKT after 0.3s | 4.17 sym/s | Total: 51.3s | ETA: 7.3m [2025-09-26T23:03:38.082828] [INFO ] [sig ] [215/2043] Forecasting BKN... [2025-09-26T23:03:38.082881] [INFO ] [sig ] Generating forecast for: BKN [2025-09-26T23:03:38.082927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'. [2025-09-26T23:03:38.095039] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKN'. [2025-09-26T23:03:38.095798] [INFO ] [FORECASTER] Starting predict_future for BKN [2025-09-26T23:03:38.127139] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:38.128055] [DEBUG] [LOCAL ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt [2025-09-26T23:03:38.128116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:38.128153] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:38.128184] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:38.128243] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:38.147413] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:38.148392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:38.148492] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:38.148530] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:38.187734] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:38.187896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:38.187942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:38.187973] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:38.191981] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: DOWN (p=23.77%) [2025-09-26T23:03:38.192303] [INFO ] [FORECASTER] Completed predict_future for BKN [2025-09-26T23:03:38.192454] [INFO ] [sig ] BKN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:38.351724] [INFO ] [LOCAL ] Saved forecast: BKN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BKN.txt [2025-09-26T23:03:38.351974] [WARN ] [sig ] [215/2043] Failed BKN after 0.3s | 4.17 sym/s | Total: 51.6s | ETA: 7.3m [2025-09-26T23:03:38.352056] [INFO ] [sig ] [216/2043] Forecasting BKSY... [2025-09-26T23:03:38.352097] [INFO ] [sig ] Generating forecast for: BKSY [2025-09-26T23:03:38.352132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'. [2025-09-26T23:03:38.363413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKSY'. [2025-09-26T23:03:38.363794] [INFO ] [FORECASTER] Starting predict_future for BKSY [2025-09-26T23:03:38.391669] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:38.392624] [DEBUG] [LOCAL ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt [2025-09-26T23:03:38.392716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:38.392766] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:38.392803] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:38.392878] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:38.413041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:38.414039] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:38.414133] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:38.414169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:38.455520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:38.455730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:38.455788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:38.455822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:38.459964] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: UP (p=58.84%) [2025-09-26T23:03:38.460324] [INFO ] [FORECASTER] Completed predict_future for BKSY [2025-09-26T23:03:38.460483] [INFO ] [sig ] BKSY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:38.631105] [INFO ] [LOCAL ] Saved forecast: BKSY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKSY.txt [2025-09-26T23:03:38.631391] [WARN ] [sig ] [216/2043] Failed BKSY after 0.3s | 4.16 sym/s | Total: 51.9s | ETA: 7.3m [2025-09-26T23:03:38.631478] [INFO ] [sig ] [217/2043] Forecasting BKT... [2025-09-26T23:03:38.631523] [INFO ] [sig ] Generating forecast for: BKT [2025-09-26T23:03:38.631559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKT' from 'https://tdm.silogroup.org/data/derivative_storage/BKT.csv'. [2025-09-26T23:03:38.642055] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKT'. [2025-09-26T23:03:38.642441] [INFO ] [FORECASTER] Starting predict_future for BKT [2025-09-26T23:03:38.670194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:38.671078] [DEBUG] [LOCAL ] No optimal features file found for BKT: ./output/feature-sets/BKT.txt [2025-09-26T23:03:38.671136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:38.671172] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:38.671202] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:38.671261] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:38.691035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:38.692022] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:38.692121] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:38.692157] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:38.728812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:38.728999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:38.729043] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:38.729073] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:38.733261] [DEBUG] [FORECASTER] BKT: Forecast T+1@11:T+2@11: UP (p=52.75%) [2025-09-26T23:03:38.733821] [INFO ] [FORECASTER] Completed predict_future for BKT [2025-09-26T23:03:38.734001] [INFO ] [sig ] BKT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:38.897191] [INFO ] [LOCAL ] Saved forecast: BKT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKT.txt [2025-09-26T23:03:38.897465] [WARN ] [sig ] [217/2043] Failed BKT after 0.3s | 4.16 sym/s | Total: 52.2s | ETA: 7.3m [2025-09-26T23:03:38.897556] [INFO ] [sig ] [218/2043] Forecasting BKU... [2025-09-26T23:03:38.897608] [INFO ] [sig ] Generating forecast for: BKU [2025-09-26T23:03:38.897672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKU' from 'https://tdm.silogroup.org/data/derivative_storage/BKU.csv'. [2025-09-26T23:03:38.908459] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKU'. [2025-09-26T23:03:38.908892] [INFO ] [FORECASTER] Starting predict_future for BKU [2025-09-26T23:03:38.936246] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:38.937111] [DEBUG] [LOCAL ] No optimal features file found for BKU: ./output/feature-sets/BKU.txt [2025-09-26T23:03:38.937170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:38.937205] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:38.937235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:38.937293] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:38.961310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:38.962766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:38.962905] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:38.962962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:39.007455] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:39.007620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:39.007706] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:39.007749] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:39.011700] [DEBUG] [FORECASTER] BKU: Forecast T+1@11:T+2@11: UP (p=90.98%) [2025-09-26T23:03:39.012089] [INFO ] [FORECASTER] Completed predict_future for BKU [2025-09-26T23:03:39.012252] [INFO ] [sig ] BKU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:39.177673] [INFO ] [LOCAL ] Saved forecast: BKU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKU.txt [2025-09-26T23:03:39.177952] [WARN ] [sig ] [218/2043] Failed BKU after 0.3s | 4.16 sym/s | Total: 52.4s | ETA: 7.3m [2025-09-26T23:03:39.178057] [INFO ] [sig ] [219/2043] Forecasting BKV... [2025-09-26T23:03:39.178107] [INFO ] [sig ] Generating forecast for: BKV [2025-09-26T23:03:39.178154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BKV' from 'https://tdm.silogroup.org/data/derivative_storage/BKV.csv'. [2025-09-26T23:03:39.190714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BKV'. [2025-09-26T23:03:39.191079] [INFO ] [FORECASTER] Starting predict_future for BKV [2025-09-26T23:03:39.219707] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:39.220537] [DEBUG] [LOCAL ] No optimal features file found for BKV: ./output/feature-sets/BKV.txt [2025-09-26T23:03:39.220595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:39.220630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:39.220698] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:39.220770] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:39.239935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:39.240560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:39.240807] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:39.240866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:39.284282] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:39.284404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:39.284478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:39.284534] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:39.288034] [DEBUG] [FORECASTER] BKV: Forecast T+1@11:T+2@11: UP (p=74.00%) [2025-09-26T23:03:39.288315] [INFO ] [FORECASTER] Completed predict_future for BKV [2025-09-26T23:03:39.288461] [INFO ] [sig ] BKV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:39.443346] [INFO ] [LOCAL ] Saved forecast: BKV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BKV.txt [2025-09-26T23:03:39.443584] [WARN ] [sig ] [219/2043] Failed BKV after 0.3s | 4.16 sym/s | Total: 52.7s | ETA: 7.3m [2025-09-26T23:03:39.443684] [INFO ] [sig ] [220/2043] Forecasting BLCO... [2025-09-26T23:03:39.443733] [INFO ] [sig ] Generating forecast for: BLCO [2025-09-26T23:03:39.443768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'. [2025-09-26T23:03:39.454361] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLCO'. [2025-09-26T23:03:39.454757] [INFO ] [FORECASTER] Starting predict_future for BLCO [2025-09-26T23:03:39.482041] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:39.482933] [DEBUG] [LOCAL ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt [2025-09-26T23:03:39.482992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:39.483030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:39.483061] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:39.483121] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:39.505027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:39.505884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:39.505977] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:39.506014] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:39.546759] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:39.546898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:39.546938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:39.546968] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:39.550630] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=91.92%) [2025-09-26T23:03:39.551008] [INFO ] [FORECASTER] Completed predict_future for BLCO [2025-09-26T23:03:39.551164] [INFO ] [sig ] BLCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:39.711265] [INFO ] [LOCAL ] Saved forecast: BLCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BLCO.txt [2025-09-26T23:03:39.711564] [WARN ] [sig ] [220/2043] Failed BLCO after 0.3s | 4.15 sym/s | Total: 53.0s | ETA: 7.3m [2025-09-26T23:03:39.711700] [INFO ] [sig ] [221/2043] Forecasting BLD... [2025-09-26T23:03:39.711747] [INFO ] [sig ] Generating forecast for: BLD [2025-09-26T23:03:39.711782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'. [2025-09-26T23:03:39.723037] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLD'. [2025-09-26T23:03:39.723401] [INFO ] [FORECASTER] Starting predict_future for BLD [2025-09-26T23:03:39.751833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:39.752765] [DEBUG] [LOCAL ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt [2025-09-26T23:03:39.752828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:39.752885] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:39.752917] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:39.752975] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:39.771256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:39.772185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:39.772282] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:39.772317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:39.812099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:39.812278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:39.812321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:39.812352] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:39.816268] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=77.91%) [2025-09-26T23:03:39.816594] [INFO ] [FORECASTER] Completed predict_future for BLD [2025-09-26T23:03:39.816780] [INFO ] [sig ] BLD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:39.973848] [INFO ] [LOCAL ] Saved forecast: BLD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BLD.txt [2025-09-26T23:03:39.974120] [WARN ] [sig ] [221/2043] Failed BLD after 0.3s | 4.15 sym/s | Total: 53.2s | ETA: 7.3m [2025-09-26T23:03:39.974203] [INFO ] [sig ] [222/2043] Forecasting BLDR... [2025-09-26T23:03:39.974243] [INFO ] [sig ] Generating forecast for: BLDR [2025-09-26T23:03:39.974277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLDR' from 'https://tdm.silogroup.org/data/derivative_storage/BLDR.csv'. [2025-09-26T23:03:39.985426] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLDR'. [2025-09-26T23:03:39.985901] [INFO ] [FORECASTER] Starting predict_future for BLDR [2025-09-26T23:03:40.013890] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:40.014775] [DEBUG] [LOCAL ] No optimal features file found for BLDR: ./output/feature-sets/BLDR.txt [2025-09-26T23:03:40.014839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:40.014877] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:40.014907] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:40.014968] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:40.035957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:40.036703] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:40.036798] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:40.036834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:40.076353] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:40.076505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:40.076548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:40.076578] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:40.080508] [DEBUG] [FORECASTER] BLDR: Forecast T+1@11:T+2@11: UP (p=88.80%) [2025-09-26T23:03:40.080845] [INFO ] [FORECASTER] Completed predict_future for BLDR [2025-09-26T23:03:40.080998] [INFO ] [sig ] BLDR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:40.242519] [INFO ] [LOCAL ] Saved forecast: BLDR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BLDR.txt [2025-09-26T23:03:40.242806] [WARN ] [sig ] [222/2043] Failed BLDR after 0.3s | 4.15 sym/s | Total: 53.5s | ETA: 7.3m [2025-09-26T23:03:40.242891] [INFO ] [sig ] [223/2043] Forecasting BLE... [2025-09-26T23:03:40.242932] [INFO ] [sig ] Generating forecast for: BLE [2025-09-26T23:03:40.242965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'. [2025-09-26T23:03:40.253173] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLE'. [2025-09-26T23:03:40.253500] [INFO ] [FORECASTER] Starting predict_future for BLE [2025-09-26T23:03:40.281053] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:40.282000] [DEBUG] [LOCAL ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt [2025-09-26T23:03:40.282061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:40.282098] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:40.282129] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:40.282190] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:40.300305] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:40.300928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:40.301016] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:40.301051] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:40.338739] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:40.338912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:40.338962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:40.338995] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:40.342933] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=81.80%) [2025-09-26T23:03:40.343271] [INFO ] [FORECASTER] Completed predict_future for BLE [2025-09-26T23:03:40.343433] [INFO ] [sig ] BLE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:40.501450] [INFO ] [LOCAL ] Saved forecast: BLE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BLE.txt [2025-09-26T23:03:40.501758] [WARN ] [sig ] [223/2043] Failed BLE after 0.3s | 4.15 sym/s | Total: 53.8s | ETA: 7.3m [2025-09-26T23:03:40.501848] [INFO ] [sig ] [224/2043] Forecasting BLK... [2025-09-26T23:03:40.501900] [INFO ] [sig ] Generating forecast for: BLK [2025-09-26T23:03:40.501969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'. [2025-09-26T23:03:40.513732] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLK'. [2025-09-26T23:03:40.514174] [INFO ] [FORECASTER] Starting predict_future for BLK [2025-09-26T23:03:40.541523] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:40.542331] [DEBUG] [LOCAL ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt [2025-09-26T23:03:40.542390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:40.542426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:40.542456] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:40.542515] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:40.561209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:40.561827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:40.561913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:40.561951] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:40.598355] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:40.598476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:40.598515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:40.598575] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:40.602490] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: UP (p=60.62%) [2025-09-26T23:03:40.602892] [INFO ] [FORECASTER] Completed predict_future for BLK [2025-09-26T23:03:40.603049] [INFO ] [sig ] BLK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:40.753680] [INFO ] [LOCAL ] Saved forecast: BLK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BLK.txt [2025-09-26T23:03:40.753939] [WARN ] [sig ] [224/2043] Failed BLK after 0.3s | 4.15 sym/s | Total: 54.0s | ETA: 7.3m [2025-09-26T23:03:40.754021] [INFO ] [sig ] [225/2043] Forecasting BLND... [2025-09-26T23:03:40.754070] [INFO ] [sig ] Generating forecast for: BLND [2025-09-26T23:03:40.754113] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'. [2025-09-26T23:03:40.767303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLND'. [2025-09-26T23:03:40.767782] [INFO ] [FORECASTER] Starting predict_future for BLND [2025-09-26T23:03:40.794988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:40.795883] [DEBUG] [LOCAL ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt [2025-09-26T23:03:40.795942] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:40.795978] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:40.796007] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:40.796066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:40.814567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:40.815594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:40.815717] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:40.815767] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:40.848000] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:40.848192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:40.848247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:40.848279] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:40.852105] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=25.02%) [2025-09-26T23:03:40.852417] [INFO ] [FORECASTER] Completed predict_future for BLND [2025-09-26T23:03:40.852562] [INFO ] [sig ] BLND: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:41.009746] [INFO ] [LOCAL ] Saved forecast: BLND 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BLND.txt [2025-09-26T23:03:41.010003] [WARN ] [sig ] [225/2043] Failed BLND after 0.3s | 4.15 sym/s | Total: 54.3s | ETA: 7.3m [2025-09-26T23:03:41.010086] [INFO ] [sig ] [226/2043] Forecasting BLW... [2025-09-26T23:03:41.010126] [INFO ] [sig ] Generating forecast for: BLW [2025-09-26T23:03:41.010161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BLW' from 'https://tdm.silogroup.org/data/derivative_storage/BLW.csv'. [2025-09-26T23:03:41.020904] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BLW'. [2025-09-26T23:03:41.021281] [INFO ] [FORECASTER] Starting predict_future for BLW [2025-09-26T23:03:41.048907] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:41.049680] [DEBUG] [LOCAL ] No optimal features file found for BLW: ./output/feature-sets/BLW.txt [2025-09-26T23:03:41.049742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:41.049778] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:41.049806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:41.049863] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:41.070911] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:41.071710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:41.071802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:41.071838] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:41.111333] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:41.111595] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:41.111687] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:41.111743] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:41.116088] [DEBUG] [FORECASTER] BLW: Forecast T+1@11:T+2@11: UP (p=70.63%) [2025-09-26T23:03:41.116476] [INFO ] [FORECASTER] Completed predict_future for BLW [2025-09-26T23:03:41.116674] [INFO ] [sig ] BLW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:41.284798] [INFO ] [LOCAL ] Saved forecast: BLW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BLW.txt [2025-09-26T23:03:41.285078] [WARN ] [sig ] [226/2043] Failed BLW after 0.3s | 4.14 sym/s | Total: 54.5s | ETA: 7.3m [2025-09-26T23:03:41.285164] [INFO ] [sig ] [227/2043] Forecasting BMA... [2025-09-26T23:03:41.285205] [INFO ] [sig ] Generating forecast for: BMA [2025-09-26T23:03:41.285238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'. [2025-09-26T23:03:41.296681] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMA'. [2025-09-26T23:03:41.297143] [INFO ] [FORECASTER] Starting predict_future for BMA [2025-09-26T23:03:41.323426] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:41.324225] [DEBUG] [LOCAL ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt [2025-09-26T23:03:41.324320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:41.324363] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:41.324394] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:41.324453] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:41.343129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:41.343749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:41.343838] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:41.343873] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:41.382375] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:41.382492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:41.382531] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:41.382560] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:41.386132] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=66.52%) [2025-09-26T23:03:41.386472] [INFO ] [FORECASTER] Completed predict_future for BMA [2025-09-26T23:03:41.386631] [INFO ] [sig ] BMA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:41.538146] [INFO ] [LOCAL ] Saved forecast: BMA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BMA.txt [2025-09-26T23:03:41.538406] [WARN ] [sig ] [227/2043] Failed BMA after 0.3s | 4.14 sym/s | Total: 54.8s | ETA: 7.3m [2025-09-26T23:03:41.538487] [INFO ] [sig ] [228/2043] Forecasting BME... [2025-09-26T23:03:41.538528] [INFO ] [sig ] Generating forecast for: BME [2025-09-26T23:03:41.538561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'. [2025-09-26T23:03:41.549687] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BME'. [2025-09-26T23:03:41.550133] [INFO ] [FORECASTER] Starting predict_future for BME [2025-09-26T23:03:41.578834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:41.579720] [DEBUG] [LOCAL ] No optimal features file found for BME: ./output/feature-sets/BME.txt [2025-09-26T23:03:41.579780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:41.579833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:41.579870] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:41.579936] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:41.599465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:41.600451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:41.600548] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:41.600585] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:41.631947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:41.632139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:41.632188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:41.632220] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:41.635990] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=94.85%) [2025-09-26T23:03:41.636312] [INFO ] [FORECASTER] Completed predict_future for BME [2025-09-26T23:03:41.636483] [INFO ] [sig ] BME: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:41.793922] [INFO ] [LOCAL ] Saved forecast: BME 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BME.txt [2025-09-26T23:03:41.794181] [WARN ] [sig ] [228/2043] Failed BME after 0.3s | 4.14 sym/s | Total: 55.0s | ETA: 7.3m [2025-09-26T23:03:41.794265] [INFO ] [sig ] [229/2043] Forecasting BMEZ... [2025-09-26T23:03:41.794307] [INFO ] [sig ] Generating forecast for: BMEZ [2025-09-26T23:03:41.794342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'. [2025-09-26T23:03:41.805589] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMEZ'. [2025-09-26T23:03:41.805958] [INFO ] [FORECASTER] Starting predict_future for BMEZ [2025-09-26T23:03:41.833668] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:41.834598] [DEBUG] [LOCAL ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt [2025-09-26T23:03:41.834681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:41.834735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:41.834767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:41.834826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:41.853347] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:41.854021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:41.854113] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:41.854148] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:41.891252] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:41.891409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:41.891480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:41.891525] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:41.895426] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=76.69%) [2025-09-26T23:03:41.895770] [INFO ] [FORECASTER] Completed predict_future for BMEZ [2025-09-26T23:03:41.895942] [INFO ] [sig ] BMEZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:42.044703] [INFO ] [LOCAL ] Saved forecast: BMEZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BMEZ.txt [2025-09-26T23:03:42.044941] [WARN ] [sig ] [229/2043] Failed BMEZ after 0.3s | 4.14 sym/s | Total: 55.3s | ETA: 7.3m [2025-09-26T23:03:42.045022] [INFO ] [sig ] [230/2043] Forecasting BMN... [2025-09-26T23:03:42.045063] [INFO ] [sig ] Generating forecast for: BMN [2025-09-26T23:03:42.045098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMN' from 'https://tdm.silogroup.org/data/derivative_storage/BMN.csv'. [2025-09-26T23:03:42.056121] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMN'. [2025-09-26T23:03:42.056575] [INFO ] [FORECASTER] Starting predict_future for BMN [2025-09-26T23:03:42.085660] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:42.086661] [DEBUG] [LOCAL ] No optimal features file found for BMN: ./output/feature-sets/BMN.txt [2025-09-26T23:03:42.086726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:42.086762] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:42.086792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:42.086850] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:42.106966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:42.107833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:42.107928] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:42.107964] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:42.145206] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:42.145375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:42.145420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:42.145494] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:42.154321] [DEBUG] [FORECASTER] BMN: Forecast T+1@11:T+2@11: UP (p=63.59%) [2025-09-26T23:03:42.154670] [INFO ] [FORECASTER] Completed predict_future for BMN [2025-09-26T23:03:42.154835] [INFO ] [sig ] BMN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:42.304378] [INFO ] [LOCAL ] Saved forecast: BMN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BMN.txt [2025-09-26T23:03:42.304731] [WARN ] [sig ] [230/2043] Failed BMN after 0.3s | 4.14 sym/s | Total: 55.6s | ETA: 7.3m [2025-09-26T23:03:42.304819] [INFO ] [sig ] [231/2043] Forecasting BMO... [2025-09-26T23:03:42.304862] [INFO ] [sig ] Generating forecast for: BMO [2025-09-26T23:03:42.304898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'. [2025-09-26T23:03:42.315225] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BMO'. [2025-09-26T23:03:42.315597] [INFO ] [FORECASTER] Starting predict_future for BMO [2025-09-26T23:03:42.343072] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:42.343932] [DEBUG] [LOCAL ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt [2025-09-26T23:03:42.343989] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:42.344025] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:42.344054] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:42.344114] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:42.365781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:42.366872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:42.366972] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:42.367008] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:42.407479] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:42.407684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:42.407748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:42.407781] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:42.411569] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=79.16%) [2025-09-26T23:03:42.411907] [INFO ] [FORECASTER] Completed predict_future for BMO [2025-09-26T23:03:42.412067] [INFO ] [sig ] BMO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:42.564705] [INFO ] [LOCAL ] Saved forecast: BMO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BMO.txt [2025-09-26T23:03:42.565057] [WARN ] [sig ] [231/2043] Failed BMO after 0.3s | 4.14 sym/s | Total: 55.8s | ETA: 7.3m [2025-09-26T23:03:42.565146] [INFO ] [sig ] [232/2043] Forecasting BN... [2025-09-26T23:03:42.565187] [INFO ] [sig ] Generating forecast for: BN [2025-09-26T23:03:42.565226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'. [2025-09-26T23:03:42.576390] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BN'. [2025-09-26T23:03:42.576827] [INFO ] [FORECASTER] Starting predict_future for BN [2025-09-26T23:03:42.605513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:42.606530] [DEBUG] [LOCAL ] No optimal features file found for BN: ./output/feature-sets/BN.txt [2025-09-26T23:03:42.606594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:42.606632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:42.606706] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:42.606783] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:42.626391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:42.627177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:42.627270] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:42.627307] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:42.662126] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:42.662300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:42.662344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:42.662377] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:42.666229] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=96.81%) [2025-09-26T23:03:42.666573] [INFO ] [FORECASTER] Completed predict_future for BN [2025-09-26T23:03:42.666764] [INFO ] [sig ] BN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:42.823279] [INFO ] [LOCAL ] Saved forecast: BN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BN.txt [2025-09-26T23:03:42.823518] [WARN ] [sig ] [232/2043] Failed BN after 0.3s | 4.14 sym/s | Total: 56.1s | ETA: 7.3m [2025-09-26T23:03:42.823607] [INFO ] [sig ] [233/2043] Forecasting BNH... [2025-09-26T23:03:42.823677] [INFO ] [sig ] Generating forecast for: BNH [2025-09-26T23:03:42.823733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'. [2025-09-26T23:03:42.833492] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNH'. [2025-09-26T23:03:42.833847] [INFO ] [FORECASTER] Starting predict_future for BNH [2025-09-26T23:03:42.861482] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:42.862345] [DEBUG] [LOCAL ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt [2025-09-26T23:03:42.862409] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:42.862446] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:42.862476] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:42.862535] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:42.881352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:42.882009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:42.882098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:42.882136] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:42.914524] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:42.914666] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:42.914744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:42.914784] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:42.919588] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=89.85%) [2025-09-26T23:03:42.919916] [INFO ] [FORECASTER] Completed predict_future for BNH [2025-09-26T23:03:42.920062] [INFO ] [sig ] BNH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:43.068754] [INFO ] [LOCAL ] Saved forecast: BNH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BNH.txt [2025-09-26T23:03:43.068986] [WARN ] [sig ] [233/2043] Failed BNH after 0.2s | 4.14 sym/s | Total: 56.3s | ETA: 7.3m [2025-09-26T23:03:43.069067] [INFO ] [sig ] [234/2043] Forecasting BNJ... [2025-09-26T23:03:43.069106] [INFO ] [sig ] Generating forecast for: BNJ [2025-09-26T23:03:43.069141] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'. [2025-09-26T23:03:43.078798] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNJ'. [2025-09-26T23:03:43.079141] [INFO ] [FORECASTER] Starting predict_future for BNJ [2025-09-26T23:03:43.105597] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:43.106504] [DEBUG] [LOCAL ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt [2025-09-26T23:03:43.106563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:43.106600] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:43.106628] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:43.106725] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:43.125103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:43.125740] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:43.125830] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:43.125866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:43.159598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:43.159760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:43.159811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:43.159844] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:43.163979] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=67.85%) [2025-09-26T23:03:43.164298] [INFO ] [FORECASTER] Completed predict_future for BNJ [2025-09-26T23:03:43.164442] [INFO ] [sig ] BNJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:43.317701] [INFO ] [LOCAL ] Saved forecast: BNJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BNJ.txt [2025-09-26T23:03:43.317994] [WARN ] [sig ] [234/2043] Failed BNJ after 0.2s | 4.14 sym/s | Total: 56.6s | ETA: 7.3m [2025-09-26T23:03:43.318097] [INFO ] [sig ] [235/2043] Forecasting BNL... [2025-09-26T23:03:43.318153] [INFO ] [sig ] Generating forecast for: BNL [2025-09-26T23:03:43.318191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'. [2025-09-26T23:03:43.328720] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNL'. [2025-09-26T23:03:43.329059] [INFO ] [FORECASTER] Starting predict_future for BNL [2025-09-26T23:03:43.356142] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:43.357015] [DEBUG] [LOCAL ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt [2025-09-26T23:03:43.357075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:43.357113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:43.357191] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:43.357274] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:43.375847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:43.376704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:43.376823] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:43.376861] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:43.411478] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:43.411688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:43.411752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:43.411786] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:43.415731] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=82.58%) [2025-09-26T23:03:43.416063] [INFO ] [FORECASTER] Completed predict_future for BNL [2025-09-26T23:03:43.416207] [INFO ] [sig ] BNL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:43.571977] [INFO ] [LOCAL ] Saved forecast: BNL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BNL.txt [2025-09-26T23:03:43.572217] [WARN ] [sig ] [235/2043] Failed BNL after 0.3s | 4.14 sym/s | Total: 56.8s | ETA: 7.3m [2025-09-26T23:03:43.572300] [INFO ] [sig ] [236/2043] Forecasting BNS... [2025-09-26T23:03:43.572340] [INFO ] [sig ] Generating forecast for: BNS [2025-09-26T23:03:43.572374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'. [2025-09-26T23:03:43.582044] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNS'. [2025-09-26T23:03:43.582419] [INFO ] [FORECASTER] Starting predict_future for BNS [2025-09-26T23:03:43.611884] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:43.612843] [DEBUG] [LOCAL ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt [2025-09-26T23:03:43.612903] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:43.612939] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:43.612969] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:43.613029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:43.632245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:43.633169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:43.633264] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:43.633300] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:43.667204] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:43.667352] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:43.667395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:43.667425] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:43.670960] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: UP (p=88.13%) [2025-09-26T23:03:43.671245] [INFO ] [FORECASTER] Completed predict_future for BNS [2025-09-26T23:03:43.671379] [INFO ] [sig ] BNS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:43.818450] [INFO ] [LOCAL ] Saved forecast: BNS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BNS.txt [2025-09-26T23:03:43.818730] [WARN ] [sig ] [236/2043] Failed BNS after 0.2s | 4.14 sym/s | Total: 57.1s | ETA: 7.3m [2025-09-26T23:03:43.818829] [INFO ] [sig ] [237/2043] Forecasting BNT... [2025-09-26T23:03:43.818901] [INFO ] [sig ] Generating forecast for: BNT [2025-09-26T23:03:43.818956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNT' from 'https://tdm.silogroup.org/data/derivative_storage/BNT.csv'. [2025-09-26T23:03:43.828507] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNT'. [2025-09-26T23:03:43.828881] [INFO ] [FORECASTER] Starting predict_future for BNT [2025-09-26T23:03:43.857269] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:43.858245] [DEBUG] [LOCAL ] No optimal features file found for BNT: ./output/feature-sets/BNT.txt [2025-09-26T23:03:43.858303] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:43.858341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:43.858376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:43.858436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:43.877701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:43.878371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:43.878460] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:43.878558] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:43.913138] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:43.913265] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:43.913304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:43.913334] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:43.916879] [DEBUG] [FORECASTER] BNT: Forecast T+1@11:T+2@11: DOWN (p=22.58%) [2025-09-26T23:03:43.917167] [INFO ] [FORECASTER] Completed predict_future for BNT [2025-09-26T23:03:43.917304] [INFO ] [sig ] BNT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:44.077040] [INFO ] [LOCAL ] Saved forecast: BNT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BNT.txt [2025-09-26T23:03:44.077269] [WARN ] [sig ] [237/2043] Failed BNT after 0.3s | 4.13 sym/s | Total: 57.3s | ETA: 7.3m [2025-09-26T23:03:44.077354] [INFO ] [sig ] [238/2043] Forecasting BNY... [2025-09-26T23:03:44.077395] [INFO ] [sig ] Generating forecast for: BNY [2025-09-26T23:03:44.077432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'. [2025-09-26T23:03:44.086712] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BNY'. [2025-09-26T23:03:44.087043] [INFO ] [FORECASTER] Starting predict_future for BNY [2025-09-26T23:03:44.114011] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:44.114905] [DEBUG] [LOCAL ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt [2025-09-26T23:03:44.114970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:44.115009] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:44.115040] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:44.115099] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:44.133827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:44.134444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:44.134533] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:44.134569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:44.169782] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:44.169991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:44.170057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:44.170091] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:44.174759] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: DOWN (p=4.94%) [2025-09-26T23:03:44.175137] [INFO ] [FORECASTER] Completed predict_future for BNY [2025-09-26T23:03:44.175337] [INFO ] [sig ] BNY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:44.325025] [INFO ] [LOCAL ] Saved forecast: BNY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BNY.txt [2025-09-26T23:03:44.325297] [WARN ] [sig ] [238/2043] Failed BNY after 0.2s | 4.13 sym/s | Total: 57.6s | ETA: 7.3m [2025-09-26T23:03:44.325387] [INFO ] [sig ] [239/2043] Forecasting BOC... [2025-09-26T23:03:44.325429] [INFO ] [sig ] Generating forecast for: BOC [2025-09-26T23:03:44.325466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'. [2025-09-26T23:03:44.330998] [WARN ] [REMOTE ] Historical data not found for symbol 'BOC' (404). [2025-09-26T23:03:44.331206] [FATAL] [sig ] BOC: No historical data fetched. [2025-09-26T23:03:44.331300] [WARN ] [sig ] [239/2043] Failed BOC after 0.0s | 4.15 sym/s | Total: 57.6s | ETA: 7.2m [2025-09-26T23:03:44.331372] [INFO ] [sig ] [240/2043] Forecasting BOH... [2025-09-26T23:03:44.331414] [INFO ] [sig ] Generating forecast for: BOH [2025-09-26T23:03:44.331447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'. [2025-09-26T23:03:44.342210] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOH'. [2025-09-26T23:03:44.342556] [INFO ] [FORECASTER] Starting predict_future for BOH [2025-09-26T23:03:44.370213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:44.371063] [DEBUG] [LOCAL ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt [2025-09-26T23:03:44.371126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:44.371163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:44.371194] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:44.371254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:44.390377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:44.391163] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:44.391257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:44.391294] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:44.424945] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:44.425112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:44.425158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:44.425189] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:44.429033] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=70.69%) [2025-09-26T23:03:44.429331] [INFO ] [FORECASTER] Completed predict_future for BOH [2025-09-26T23:03:44.429479] [INFO ] [sig ] BOH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:44.583986] [INFO ] [LOCAL ] Saved forecast: BOH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BOH.txt [2025-09-26T23:03:44.584250] [WARN ] [sig ] [240/2043] Failed BOH after 0.3s | 4.15 sym/s | Total: 57.8s | ETA: 7.2m [2025-09-26T23:03:44.584333] [INFO ] [sig ] [241/2043] Forecasting BOND... [2025-09-26T23:03:44.584374] [INFO ] [sig ] Generating forecast for: BOND [2025-09-26T23:03:44.584408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'. [2025-09-26T23:03:44.595023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOND'. [2025-09-26T23:03:44.595447] [INFO ] [FORECASTER] Starting predict_future for BOND [2025-09-26T23:03:44.622959] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:44.623883] [DEBUG] [LOCAL ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt [2025-09-26T23:03:44.623949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:44.623987] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:44.624016] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:44.624101] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:44.642701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:44.643573] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:44.643697] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:44.643756] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:44.677951] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:44.678127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:44.678171] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:44.678201] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:44.682215] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=86.95%) [2025-09-26T23:03:44.682617] [INFO ] [FORECASTER] Completed predict_future for BOND [2025-09-26T23:03:44.683147] [INFO ] [sig ] BOND: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:44.836969] [INFO ] [LOCAL ] Saved forecast: BOND 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BOND.txt [2025-09-26T23:03:44.837232] [WARN ] [sig ] [241/2043] Failed BOND after 0.3s | 4.15 sym/s | Total: 58.1s | ETA: 7.2m [2025-09-26T23:03:44.837313] [INFO ] [sig ] [242/2043] Forecasting BOOT... [2025-09-26T23:03:44.837356] [INFO ] [sig ] Generating forecast for: BOOT [2025-09-26T23:03:44.837398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOOT' from 'https://tdm.silogroup.org/data/derivative_storage/BOOT.csv'. [2025-09-26T23:03:44.847415] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOOT'. [2025-09-26T23:03:44.847799] [INFO ] [FORECASTER] Starting predict_future for BOOT [2025-09-26T23:03:44.875066] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:44.875940] [DEBUG] [LOCAL ] No optimal features file found for BOOT: ./output/feature-sets/BOOT.txt [2025-09-26T23:03:44.875999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:44.876036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:44.876067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:44.876128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:44.894326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:44.895239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:44.895338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:44.895384] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:44.939872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:44.940137] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:44.940213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:44.940267] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:44.944799] [DEBUG] [FORECASTER] BOOT: Forecast T+1@11:T+2@11: DOWN (p=2.86%) [2025-09-26T23:03:44.945212] [INFO ] [FORECASTER] Completed predict_future for BOOT [2025-09-26T23:03:44.945400] [INFO ] [sig ] BOOT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:45.097806] [INFO ] [LOCAL ] Saved forecast: BOOT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BOOT.txt [2025-09-26T23:03:45.098178] [WARN ] [sig ] [242/2043] Failed BOOT after 0.3s | 4.15 sym/s | Total: 58.4s | ETA: 7.2m [2025-09-26T23:03:45.098268] [INFO ] [sig ] [243/2043] Forecasting BORR... [2025-09-26T23:03:45.098310] [INFO ] [sig ] Generating forecast for: BORR [2025-09-26T23:03:45.098345] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BORR' from 'https://tdm.silogroup.org/data/derivative_storage/BORR.csv'. [2025-09-26T23:03:45.113639] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BORR'. [2025-09-26T23:03:45.114250] [INFO ] [FORECASTER] Starting predict_future for BORR [2025-09-26T23:03:45.144248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:45.145207] [DEBUG] [LOCAL ] No optimal features file found for BORR: ./output/feature-sets/BORR.txt [2025-09-26T23:03:45.145272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:45.145309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:45.145338] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:45.145400] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:45.164870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:45.165548] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:45.165637] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:45.165713] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:45.203382] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:45.203567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:45.203617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:45.203680] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:45.207203] [DEBUG] [FORECASTER] BORR: Forecast T+1@11:T+2@11: UP (p=99.16%) [2025-09-26T23:03:45.207488] [INFO ] [FORECASTER] Completed predict_future for BORR [2025-09-26T23:03:45.207629] [INFO ] [sig ] BORR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:45.362050] [INFO ] [LOCAL ] Saved forecast: BORR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BORR.txt [2025-09-26T23:03:45.362260] [WARN ] [sig ] [243/2043] Failed BORR after 0.3s | 4.15 sym/s | Total: 58.6s | ETA: 7.2m [2025-09-26T23:03:45.362335] [INFO ] [sig ] [244/2043] Forecasting BOW... [2025-09-26T23:03:45.362375] [INFO ] [sig ] Generating forecast for: BOW [2025-09-26T23:03:45.362408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOW' from 'https://tdm.silogroup.org/data/derivative_storage/BOW.csv'. [2025-09-26T23:03:45.372766] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOW'. [2025-09-26T23:03:45.373066] [INFO ] [FORECASTER] Starting predict_future for BOW [2025-09-26T23:03:45.401396] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:45.402249] [DEBUG] [LOCAL ] No optimal features file found for BOW: ./output/feature-sets/BOW.txt [2025-09-26T23:03:45.402310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:45.402347] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:45.402376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:45.402436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:45.422049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:45.422667] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:45.422764] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:45.422800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:45.460380] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:45.460465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:45.460501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:45.460529] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:45.463829] [DEBUG] [FORECASTER] BOW: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-09-26T23:03:45.464109] [INFO ] [FORECASTER] Completed predict_future for BOW [2025-09-26T23:03:45.464252] [INFO ] [sig ] BOW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:45.615412] [INFO ] [LOCAL ] Saved forecast: BOW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BOW.txt [2025-09-26T23:03:45.615626] [WARN ] [sig ] [244/2043] Failed BOW after 0.3s | 4.14 sym/s | Total: 58.9s | ETA: 7.2m [2025-09-26T23:03:45.615724] [INFO ] [sig ] [245/2043] Forecasting BOX... [2025-09-26T23:03:45.615765] [INFO ] [sig ] Generating forecast for: BOX [2025-09-26T23:03:45.615799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'. [2025-09-26T23:03:45.625381] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BOX'. [2025-09-26T23:03:45.625701] [INFO ] [FORECASTER] Starting predict_future for BOX [2025-09-26T23:03:45.652454] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:45.653269] [DEBUG] [LOCAL ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt [2025-09-26T23:03:45.653332] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:45.653368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:45.653463] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:45.653541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:45.672351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:45.672983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:45.673073] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:45.673113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:45.711892] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:45.711993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:45.712032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:45.712064] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:45.715560] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=57.33%) [2025-09-26T23:03:45.715885] [INFO ] [FORECASTER] Completed predict_future for BOX [2025-09-26T23:03:45.716035] [INFO ] [sig ] BOX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:45.861935] [INFO ] [LOCAL ] Saved forecast: BOX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BOX.txt [2025-09-26T23:03:45.862133] [WARN ] [sig ] [245/2043] Failed BOX after 0.2s | 4.14 sym/s | Total: 59.1s | ETA: 7.2m [2025-09-26T23:03:45.862208] [INFO ] [sig ] [246/2043] Forecasting BP... [2025-09-26T23:03:45.862247] [INFO ] [sig ] Generating forecast for: BP [2025-09-26T23:03:45.862280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'. [2025-09-26T23:03:45.872734] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BP'. [2025-09-26T23:03:45.873032] [INFO ] [FORECASTER] Starting predict_future for BP [2025-09-26T23:03:45.898967] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:45.899727] [DEBUG] [LOCAL ] No optimal features file found for BP: ./output/feature-sets/BP.txt [2025-09-26T23:03:45.899787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:45.899822] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:45.899850] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:45.899908] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:45.917661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:45.918222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:45.918310] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:45.918343] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:45.955186] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:45.955270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:45.955325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:45.955356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:45.958885] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=86.28%) [2025-09-26T23:03:45.959167] [INFO ] [FORECASTER] Completed predict_future for BP [2025-09-26T23:03:45.959309] [INFO ] [sig ] BP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:46.120244] [INFO ] [LOCAL ] Saved forecast: BP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BP.txt [2025-09-26T23:03:46.120635] [WARN ] [sig ] [246/2043] Failed BP after 0.3s | 4.14 sym/s | Total: 59.4s | ETA: 7.2m [2025-09-26T23:03:46.120755] [INFO ] [sig ] [247/2043] Forecasting BRBR... [2025-09-26T23:03:46.120831] [INFO ] [sig ] Generating forecast for: BRBR [2025-09-26T23:03:46.120909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRBR' from 'https://tdm.silogroup.org/data/derivative_storage/BRBR.csv'. [2025-09-26T23:03:46.134286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRBR'. [2025-09-26T23:03:46.134760] [INFO ] [FORECASTER] Starting predict_future for BRBR [2025-09-26T23:03:46.163629] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:46.164478] [DEBUG] [LOCAL ] No optimal features file found for BRBR: ./output/feature-sets/BRBR.txt [2025-09-26T23:03:46.164541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:46.164578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:46.164608] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:46.164688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:46.182767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:46.183465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:46.183557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:46.183593] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:46.212810] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:46.212983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:46.213030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:46.213062] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:46.217319] [DEBUG] [FORECASTER] BRBR: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-09-26T23:03:46.217702] [INFO ] [FORECASTER] Completed predict_future for BRBR [2025-09-26T23:03:46.217863] [INFO ] [sig ] BRBR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:46.366012] [INFO ] [LOCAL ] Saved forecast: BRBR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BRBR.txt [2025-09-26T23:03:46.366236] [WARN ] [sig ] [247/2043] Failed BRBR after 0.2s | 4.14 sym/s | Total: 59.6s | ETA: 7.2m [2025-09-26T23:03:46.366340] [INFO ] [sig ] [248/2043] Forecasting BRC... [2025-09-26T23:03:46.366386] [INFO ] [sig ] Generating forecast for: BRC [2025-09-26T23:03:46.366421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'. [2025-09-26T23:03:46.375902] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRC'. [2025-09-26T23:03:46.376197] [INFO ] [FORECASTER] Starting predict_future for BRC [2025-09-26T23:03:46.405574] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:46.406496] [DEBUG] [LOCAL ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt [2025-09-26T23:03:46.406557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:46.406594] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:46.406623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:46.406737] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:46.425211] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:46.425828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:46.425919] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:46.425955] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:46.457755] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:46.458345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:46.458400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:46.458434] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:46.462965] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: UP (p=84.25%) [2025-09-26T23:03:46.463325] [INFO ] [FORECASTER] Completed predict_future for BRC [2025-09-26T23:03:46.463495] [INFO ] [sig ] BRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:46.620546] [INFO ] [LOCAL ] Saved forecast: BRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BRC.txt [2025-09-26T23:03:46.620844] [WARN ] [sig ] [248/2043] Failed BRC after 0.3s | 4.14 sym/s | Total: 59.9s | ETA: 7.2m [2025-09-26T23:03:46.620931] [INFO ] [sig ] [249/2043] Forecasting BRCC... [2025-09-26T23:03:46.620972] [INFO ] [sig ] Generating forecast for: BRCC [2025-09-26T23:03:46.621006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'. [2025-09-26T23:03:46.631039] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRCC'. [2025-09-26T23:03:46.631457] [INFO ] [FORECASTER] Starting predict_future for BRCC [2025-09-26T23:03:46.659723] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:46.660658] [DEBUG] [LOCAL ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt [2025-09-26T23:03:46.660725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:46.660763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:46.660793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:46.660854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:46.679617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:46.680545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:46.680639] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:46.680716] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:46.717805] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:46.717987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:46.718039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:46.718094] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:46.722329] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: DOWN (p=38.51%) [2025-09-26T23:03:46.722693] [INFO ] [FORECASTER] Completed predict_future for BRCC [2025-09-26T23:03:46.722866] [INFO ] [sig ] BRCC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:46.888063] [INFO ] [LOCAL ] Saved forecast: BRCC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BRCC.txt [2025-09-26T23:03:46.888568] [WARN ] [sig ] [249/2043] Failed BRCC after 0.3s | 4.14 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:46.888693] [INFO ] [sig ] [250/2043] Forecasting BRO... [2025-09-26T23:03:46.888747] [INFO ] [sig ] Generating forecast for: BRO [2025-09-26T23:03:46.888786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'. [2025-09-26T23:03:46.907349] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRO'. [2025-09-26T23:03:46.907755] [INFO ] [FORECASTER] Starting predict_future for BRO [2025-09-26T23:03:46.935491] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:46.936340] [DEBUG] [LOCAL ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt [2025-09-26T23:03:46.936399] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:46.936435] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:46.936465] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:46.936522] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:46.955350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:46.956242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:46.956375] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:46.956420] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:46.999619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:46.999817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:46.999867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:46.999899] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:47.004014] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: DOWN (p=9.52%) [2025-09-26T23:03:47.004377] [INFO ] [FORECASTER] Completed predict_future for BRO [2025-09-26T23:03:47.004542] [INFO ] [sig ] BRO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:47.161485] [INFO ] [LOCAL ] Saved forecast: BRO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BRO.txt [2025-09-26T23:03:47.161855] [WARN ] [sig ] [250/2043] Failed BRO after 0.3s | 4.14 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:47.161947] [INFO ] [sig ] [251/2043] Forecasting BROS... [2025-09-26T23:03:47.161990] [INFO ] [sig ] Generating forecast for: BROS [2025-09-26T23:03:47.162025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'. [2025-09-26T23:03:47.172718] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BROS'. [2025-09-26T23:03:47.173074] [INFO ] [FORECASTER] Starting predict_future for BROS [2025-09-26T23:03:47.200280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:47.201242] [DEBUG] [LOCAL ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt [2025-09-26T23:03:47.201306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:47.201344] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:47.201376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:47.201471] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:47.221583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:47.222522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:47.222620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:47.222689] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:47.263581] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:47.263784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:47.263836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:47.263868] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:47.267624] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=74.26%) [2025-09-26T23:03:47.268004] [INFO ] [FORECASTER] Completed predict_future for BROS [2025-09-26T23:03:47.268153] [INFO ] [sig ] BROS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:47.418968] [INFO ] [LOCAL ] Saved forecast: BROS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BROS.txt [2025-09-26T23:03:47.419301] [WARN ] [sig ] [251/2043] Failed BROS after 0.3s | 4.14 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:47.419388] [INFO ] [sig ] [252/2043] Forecasting BRSP... [2025-09-26T23:03:47.419429] [INFO ] [sig ] Generating forecast for: BRSP [2025-09-26T23:03:47.419509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'. [2025-09-26T23:03:47.430005] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRSP'. [2025-09-26T23:03:47.430442] [INFO ] [FORECASTER] Starting predict_future for BRSP [2025-09-26T23:03:47.456698] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:47.457534] [DEBUG] [LOCAL ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt [2025-09-26T23:03:47.457595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:47.457631] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:47.457698] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:47.457769] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:47.475326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:47.475937] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:47.476024] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:47.476059] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:47.505495] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:47.505637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:47.505722] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:47.505759] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:47.509280] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=0.94%) [2025-09-26T23:03:47.509574] [INFO ] [FORECASTER] Completed predict_future for BRSP [2025-09-26T23:03:47.509745] [INFO ] [sig ] BRSP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:47.663019] [INFO ] [LOCAL ] Saved forecast: BRSP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BRSP.txt [2025-09-26T23:03:47.663337] [WARN ] [sig ] [252/2043] Failed BRSP after 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:47.663425] [INFO ] [sig ] [253/2043] Forecasting BRT... [2025-09-26T23:03:47.663466] [INFO ] [sig ] Generating forecast for: BRT [2025-09-26T23:03:47.663501] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRT' from 'https://tdm.silogroup.org/data/derivative_storage/BRT.csv'. [2025-09-26T23:03:47.676202] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRT'. [2025-09-26T23:03:47.676693] [INFO ] [FORECASTER] Starting predict_future for BRT [2025-09-26T23:03:47.703277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:47.704111] [DEBUG] [LOCAL ] No optimal features file found for BRT: ./output/feature-sets/BRT.txt [2025-09-26T23:03:47.704169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:47.704204] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:47.704233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:47.704292] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:47.722934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:47.723940] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:47.724038] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:47.724074] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:47.751796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:47.751965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:47.752010] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:47.752055] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:47.755694] [DEBUG] [FORECASTER] BRT: Forecast T+1@11:T+2@11: DOWN (p=12.39%) [2025-09-26T23:03:47.755990] [INFO ] [FORECASTER] Completed predict_future for BRT [2025-09-26T23:03:47.756123] [INFO ] [sig ] BRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:47.903685] [INFO ] [LOCAL ] Saved forecast: BRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BRT.txt [2025-09-26T23:03:47.904116] [WARN ] [sig ] [253/2043] Failed BRT after 0.2s | 4.14 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:47.904224] [INFO ] [sig ] [254/2043] Forecasting BRW... [2025-09-26T23:03:47.904303] [INFO ] [sig ] Generating forecast for: BRW [2025-09-26T23:03:47.904391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRW' from 'https://tdm.silogroup.org/data/derivative_storage/BRW.csv'. [2025-09-26T23:03:47.916004] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRW'. [2025-09-26T23:03:47.916353] [INFO ] [FORECASTER] Starting predict_future for BRW [2025-09-26T23:03:47.943543] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:47.944318] [DEBUG] [LOCAL ] No optimal features file found for BRW: ./output/feature-sets/BRW.txt [2025-09-26T23:03:47.944381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:47.944418] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:47.944446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:47.944505] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:47.968860] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:47.969626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:47.969770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:47.969845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:48.009429] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:48.009539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:48.009579] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:48.009608] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:48.012986] [DEBUG] [FORECASTER] BRW: Forecast T+1@11:T+2@11: DOWN (p=8.98%) [2025-09-26T23:03:48.013273] [INFO ] [FORECASTER] Completed predict_future for BRW [2025-09-26T23:03:48.013419] [INFO ] [sig ] BRW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:48.164705] [INFO ] [LOCAL ] Saved forecast: BRW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BRW.txt [2025-09-26T23:03:48.164968] [WARN ] [sig ] [254/2043] Failed BRW after 0.3s | 4.14 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:48.165048] [INFO ] [sig ] [255/2043] Forecasting BRX... [2025-09-26T23:03:48.165092] [INFO ] [sig ] Generating forecast for: BRX [2025-09-26T23:03:48.165126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'. [2025-09-26T23:03:48.175561] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BRX'. [2025-09-26T23:03:48.175911] [INFO ] [FORECASTER] Starting predict_future for BRX [2025-09-26T23:03:48.202216] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:48.202979] [DEBUG] [LOCAL ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt [2025-09-26T23:03:48.203037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:48.203072] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:48.203101] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:48.203226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:48.221838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:48.222394] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:48.222480] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:48.222514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:48.261968] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:48.262156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:48.262201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:48.262231] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:48.266405] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=82.78%) [2025-09-26T23:03:48.266841] [INFO ] [FORECASTER] Completed predict_future for BRX [2025-09-26T23:03:48.267004] [INFO ] [sig ] BRX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:48.415379] [INFO ] [LOCAL ] Saved forecast: BRX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BRX.txt [2025-09-26T23:03:48.415587] [WARN ] [sig ] [255/2043] Failed BRX after 0.3s | 4.13 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:48.415715] [INFO ] [sig ] [256/2043] Forecasting BSAC... [2025-09-26T23:03:48.415756] [INFO ] [sig ] Generating forecast for: BSAC [2025-09-26T23:03:48.415789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'. [2025-09-26T23:03:48.426208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSAC'. [2025-09-26T23:03:48.426515] [INFO ] [FORECASTER] Starting predict_future for BSAC [2025-09-26T23:03:48.452437] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:48.453208] [DEBUG] [LOCAL ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt [2025-09-26T23:03:48.453267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:48.453301] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:48.453329] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:48.453386] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:48.471518] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:48.472154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:48.472241] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:48.472274] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:48.510816] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:48.510913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:48.510950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:48.510978] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:48.514233] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=24.48%) [2025-09-26T23:03:48.514508] [INFO ] [FORECASTER] Completed predict_future for BSAC [2025-09-26T23:03:48.514664] [INFO ] [sig ] BSAC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:48.663133] [INFO ] [LOCAL ] Saved forecast: BSAC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BSAC.txt [2025-09-26T23:03:48.663391] [WARN ] [sig ] [256/2043] Failed BSAC after 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:48.663501] [INFO ] [sig ] [257/2043] Forecasting BSBR... [2025-09-26T23:03:48.663543] [INFO ] [sig ] Generating forecast for: BSBR [2025-09-26T23:03:48.663577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSBR' from 'https://tdm.silogroup.org/data/derivative_storage/BSBR.csv'. [2025-09-26T23:03:48.674306] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSBR'. [2025-09-26T23:03:48.674601] [INFO ] [FORECASTER] Starting predict_future for BSBR [2025-09-26T23:03:48.701624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:48.702478] [DEBUG] [LOCAL ] No optimal features file found for BSBR: ./output/feature-sets/BSBR.txt [2025-09-26T23:03:48.702539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:48.702576] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:48.702604] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:48.702684] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:48.721343] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:48.721950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:48.722042] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:48.722076] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:48.760206] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:48.760295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:48.760331] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:48.760361] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:48.763809] [DEBUG] [FORECASTER] BSBR: Forecast T+1@11:T+2@11: DOWN (p=9.76%) [2025-09-26T23:03:48.764102] [INFO ] [FORECASTER] Completed predict_future for BSBR [2025-09-26T23:03:48.764247] [INFO ] [sig ] BSBR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:48.911992] [INFO ] [LOCAL ] Saved forecast: BSBR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BSBR.txt [2025-09-26T23:03:48.912211] [WARN ] [sig ] [257/2043] Failed BSBR after 0.2s | 4.13 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:48.912286] [INFO ] [sig ] [258/2043] Forecasting BSL... [2025-09-26T23:03:48.912326] [INFO ] [sig ] Generating forecast for: BSL [2025-09-26T23:03:48.912358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'. [2025-09-26T23:03:48.917285] [WARN ] [REMOTE ] Historical data not found for symbol 'BSL' (404). [2025-09-26T23:03:48.917485] [FATAL] [sig ] BSL: No historical data fetched. [2025-09-26T23:03:48.917573] [WARN ] [sig ] [258/2043] Failed BSL after 0.0s | 4.15 sym/s | Total: 1.0m | ETA: 7.2m [2025-09-26T23:03:48.917663] [INFO ] [sig ] [259/2043] Forecasting BSM... [2025-09-26T23:03:48.917719] [INFO ] [sig ] Generating forecast for: BSM [2025-09-26T23:03:48.917756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'. [2025-09-26T23:03:48.921896] [WARN ] [REMOTE ] Historical data not found for symbol 'BSM' (404). [2025-09-26T23:03:48.922064] [FATAL] [sig ] BSM: No historical data fetched. [2025-09-26T23:03:48.922145] [WARN ] [sig ] [259/2043] Failed BSM after 0.0s | 4.17 sym/s | Total: 1.0m | ETA: 7.1m [2025-09-26T23:03:48.922211] [INFO ] [sig ] [260/2043] Forecasting BSTZ... [2025-09-26T23:03:48.922249] [INFO ] [sig ] Generating forecast for: BSTZ [2025-09-26T23:03:48.922279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'. [2025-09-26T23:03:48.925832] [WARN ] [REMOTE ] Historical data not found for symbol 'BSTZ' (404). [2025-09-26T23:03:48.926003] [FATAL] [sig ] BSTZ: No historical data fetched. [2025-09-26T23:03:48.926086] [WARN ] [sig ] [260/2043] Failed BSTZ after 0.0s | 4.18 sym/s | Total: 1.0m | ETA: 7.1m [2025-09-26T23:03:48.926154] [INFO ] [sig ] [261/2043] Forecasting BSX... [2025-09-26T23:03:48.926192] [INFO ] [sig ] Generating forecast for: BSX [2025-09-26T23:03:48.926223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'. [2025-09-26T23:03:48.935538] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BSX'. [2025-09-26T23:03:48.935842] [INFO ] [FORECASTER] Starting predict_future for BSX [2025-09-26T23:03:48.962523] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:48.963277] [DEBUG] [LOCAL ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt [2025-09-26T23:03:48.963333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:48.963366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:48.963444] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:48.963512] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:48.983135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:48.983790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:48.983877] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:48.983911] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:49.026579] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:49.026705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:49.026755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:49.026786] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:49.030266] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: DOWN (p=46.95%) [2025-09-26T23:03:49.030578] [INFO ] [FORECASTER] Completed predict_future for BSX [2025-09-26T23:03:49.030758] [INFO ] [sig ] BSX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:49.179867] [INFO ] [LOCAL ] Saved forecast: BSX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BSX.txt [2025-09-26T23:03:49.180125] [WARN ] [sig ] [261/2043] Failed BSX after 0.3s | 4.18 sym/s | Total: 1.0m | ETA: 7.1m [2025-09-26T23:03:49.180206] [INFO ] [sig ] [262/2043] Forecasting BTE... [2025-09-26T23:03:49.180246] [INFO ] [sig ] Generating forecast for: BTE [2025-09-26T23:03:49.180281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'. [2025-09-26T23:03:49.191268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTE'. [2025-09-26T23:03:49.191565] [INFO ] [FORECASTER] Starting predict_future for BTE [2025-09-26T23:03:49.219543] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:49.220368] [DEBUG] [LOCAL ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt [2025-09-26T23:03:49.220425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:49.220459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:49.220488] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:49.220547] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:49.241220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:49.241963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:49.242054] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:49.242095] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:49.279949] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:49.280118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:49.280161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:49.280192] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:49.284007] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: DOWN (p=32.92%) [2025-09-26T23:03:49.284395] [INFO ] [FORECASTER] Completed predict_future for BTE [2025-09-26T23:03:49.284552] [INFO ] [sig ] BTE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:49.434897] [INFO ] [LOCAL ] Saved forecast: BTE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BTE.txt [2025-09-26T23:03:49.435138] [WARN ] [sig ] [262/2043] Failed BTE after 0.3s | 4.18 sym/s | Total: 1.0m | ETA: 7.1m [2025-09-26T23:03:49.435215] [INFO ] [sig ] [263/2043] Forecasting BTI... [2025-09-26T23:03:49.435256] [INFO ] [sig ] Generating forecast for: BTI [2025-09-26T23:03:49.435290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'. [2025-09-26T23:03:49.440420] [WARN ] [REMOTE ] Historical data not found for symbol 'BTI' (404). [2025-09-26T23:03:49.440611] [FATAL] [sig ] BTI: No historical data fetched. [2025-09-26T23:03:49.440728] [WARN ] [sig ] [263/2043] Failed BTI after 0.0s | 4.19 sym/s | Total: 1.0m | ETA: 7.1m [2025-09-26T23:03:49.440796] [INFO ] [sig ] [264/2043] Forecasting BTO... [2025-09-26T23:03:49.440835] [INFO ] [sig ] Generating forecast for: BTO [2025-09-26T23:03:49.440865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTO' from 'https://tdm.silogroup.org/data/derivative_storage/BTO.csv'. [2025-09-26T23:03:49.451000] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTO'. [2025-09-26T23:03:49.451278] [INFO ] [FORECASTER] Starting predict_future for BTO [2025-09-26T23:03:49.477189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:49.477959] [DEBUG] [LOCAL ] No optimal features file found for BTO: ./output/feature-sets/BTO.txt [2025-09-26T23:03:49.478015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:49.478049] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:49.478077] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:49.478134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:49.496342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:49.496936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:49.497025] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:49.497059] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:49.534780] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:49.534866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:49.534902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:49.534930] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:49.538155] [DEBUG] [FORECASTER] BTO: Forecast T+1@11:T+2@11: DOWN (p=11.13%) [2025-09-26T23:03:49.538425] [INFO ] [FORECASTER] Completed predict_future for BTO [2025-09-26T23:03:49.538561] [INFO ] [sig ] BTO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:49.684761] [INFO ] [LOCAL ] Saved forecast: BTO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BTO.txt [2025-09-26T23:03:49.684961] [WARN ] [sig ] [264/2043] Failed BTO after 0.2s | 4.19 sym/s | Total: 1.0m | ETA: 7.1m [2025-09-26T23:03:49.685037] [INFO ] [sig ] [265/2043] Forecasting BTT... [2025-09-26T23:03:49.685078] [INFO ] [sig ] Generating forecast for: BTT [2025-09-26T23:03:49.685111] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTT' from 'https://tdm.silogroup.org/data/derivative_storage/BTT.csv'. [2025-09-26T23:03:49.695149] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTT'. [2025-09-26T23:03:49.695429] [INFO ] [FORECASTER] Starting predict_future for BTT [2025-09-26T23:03:49.721638] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:49.722519] [DEBUG] [LOCAL ] No optimal features file found for BTT: ./output/feature-sets/BTT.txt [2025-09-26T23:03:49.722580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:49.722618] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:49.722697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:49.722782] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:49.741184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:49.741822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:49.741915] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:49.741951] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:49.779768] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:49.779873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:49.780385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:49.780425] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:49.784986] [DEBUG] [FORECASTER] BTT: Forecast T+1@11:T+2@11: DOWN (p=30.80%) [2025-09-26T23:03:49.785281] [INFO ] [FORECASTER] Completed predict_future for BTT [2025-09-26T23:03:49.785428] [INFO ] [sig ] BTT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:49.934903] [INFO ] [LOCAL ] Saved forecast: BTT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BTT.txt [2025-09-26T23:03:49.935131] [WARN ] [sig ] [265/2043] Failed BTT after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.1m [2025-09-26T23:03:49.935209] [INFO ] [sig ] [266/2043] Forecasting BTU... [2025-09-26T23:03:49.935248] [INFO ] [sig ] Generating forecast for: BTU [2025-09-26T23:03:49.935281] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTU' from 'https://tdm.silogroup.org/data/derivative_storage/BTU.csv'. [2025-09-26T23:03:49.945673] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BTU'. [2025-09-26T23:03:49.945956] [INFO ] [FORECASTER] Starting predict_future for BTU [2025-09-26T23:03:49.971859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:49.972617] [DEBUG] [LOCAL ] No optimal features file found for BTU: ./output/feature-sets/BTU.txt [2025-09-26T23:03:49.972707] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:49.972750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:49.972780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:49.972840] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:49.991765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:49.992403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:49.992491] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:49.992526] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:50.032161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:50.032251] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:50.032289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:50.032319] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:50.035716] [DEBUG] [FORECASTER] BTU: Forecast T+1@11:T+2@11: UP (p=98.50%) [2025-09-26T23:03:50.035996] [INFO ] [FORECASTER] Completed predict_future for BTU [2025-09-26T23:03:50.036139] [INFO ] [sig ] BTU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:50.185079] [INFO ] [LOCAL ] Saved forecast: BTU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BTU.txt [2025-09-26T23:03:50.185414] [WARN ] [sig ] [266/2043] Failed BTU after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.1m [2025-09-26T23:03:50.185506] [INFO ] [sig ] [267/2043] Forecasting BTZ... [2025-09-26T23:03:50.185545] [INFO ] [sig ] Generating forecast for: BTZ [2025-09-26T23:03:50.185579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'. [2025-09-26T23:03:50.190958] [WARN ] [REMOTE ] Historical data not found for symbol 'BTZ' (404). [2025-09-26T23:03:50.191238] [FATAL] [sig ] BTZ: No historical data fetched. [2025-09-26T23:03:50.191333] [WARN ] [sig ] [267/2043] Failed BTZ after 0.0s | 4.21 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:50.191405] [INFO ] [sig ] [268/2043] Forecasting BUD... [2025-09-26T23:03:50.191446] [INFO ] [sig ] Generating forecast for: BUD [2025-09-26T23:03:50.191479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'. [2025-09-26T23:03:50.201531] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BUD'. [2025-09-26T23:03:50.201887] [INFO ] [FORECASTER] Starting predict_future for BUD [2025-09-26T23:03:50.229205] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:50.229993] [DEBUG] [LOCAL ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt [2025-09-26T23:03:50.230061] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:50.230112] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:50.230198] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:50.230304] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:50.249565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:50.250272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:50.250367] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:50.250411] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:50.286458] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:50.286551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:50.286588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:50.286618] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:50.290049] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=27.35%) [2025-09-26T23:03:50.290332] [INFO ] [FORECASTER] Completed predict_future for BUD [2025-09-26T23:03:50.290476] [INFO ] [sig ] BUD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:50.440568] [INFO ] [LOCAL ] Saved forecast: BUD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BUD.txt [2025-09-26T23:03:50.440808] [WARN ] [sig ] [268/2043] Failed BUD after 0.2s | 4.21 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:50.440889] [INFO ] [sig ] [269/2043] Forecasting BUR... [2025-09-26T23:03:50.440929] [INFO ] [sig ] Generating forecast for: BUR [2025-09-26T23:03:50.440962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BUR' from 'https://tdm.silogroup.org/data/derivative_storage/BUR.csv'. [2025-09-26T23:03:50.445871] [WARN ] [REMOTE ] Historical data not found for symbol 'BUR' (404). [2025-09-26T23:03:50.446055] [FATAL] [sig ] BUR: No historical data fetched. [2025-09-26T23:03:50.446141] [WARN ] [sig ] [269/2043] Failed BUR after 0.0s | 4.22 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:50.446208] [INFO ] [sig ] [270/2043] Forecasting BURL... [2025-09-26T23:03:50.446247] [INFO ] [sig ] Generating forecast for: BURL [2025-09-26T23:03:50.446278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'. [2025-09-26T23:03:50.455402] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BURL'. [2025-09-26T23:03:50.455707] [INFO ] [FORECASTER] Starting predict_future for BURL [2025-09-26T23:03:50.482878] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:50.483620] [DEBUG] [LOCAL ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt [2025-09-26T23:03:50.483705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:50.483782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:50.483815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:50.483878] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:50.502801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:50.503385] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:50.503471] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:50.503505] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:50.546104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:50.546249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:50.546330] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:50.546379] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:50.550020] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=93.99%) [2025-09-26T23:03:50.550758] [INFO ] [FORECASTER] Completed predict_future for BURL [2025-09-26T23:03:50.550911] [INFO ] [sig ] BURL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:50.704040] [INFO ] [LOCAL ] Saved forecast: BURL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BURL.txt [2025-09-26T23:03:50.704278] [WARN ] [sig ] [270/2043] Failed BURL after 0.3s | 4.22 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:50.704360] [INFO ] [sig ] [271/2043] Forecasting BV... [2025-09-26T23:03:50.704403] [INFO ] [sig ] Generating forecast for: BV [2025-09-26T23:03:50.704441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BV' from 'https://tdm.silogroup.org/data/derivative_storage/BV.csv'. [2025-09-26T23:03:50.715576] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BV'. [2025-09-26T23:03:50.715887] [INFO ] [FORECASTER] Starting predict_future for BV [2025-09-26T23:03:50.744499] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:50.745403] [DEBUG] [LOCAL ] No optimal features file found for BV: ./output/feature-sets/BV.txt [2025-09-26T23:03:50.745468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:50.745504] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:50.745531] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:50.745590] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:50.767095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:50.767807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:50.767899] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:50.767963] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:50.807071] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:50.807164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:50.807202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:50.807231] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:50.810633] [DEBUG] [FORECASTER] BV: Forecast T+1@11:T+2@11: DOWN (p=42.04%) [2025-09-26T23:03:50.810954] [INFO ] [FORECASTER] Completed predict_future for BV [2025-09-26T23:03:50.811097] [INFO ] [sig ] BV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:50.966228] [INFO ] [LOCAL ] Saved forecast: BV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BV.txt [2025-09-26T23:03:50.966473] [WARN ] [sig ] [271/2043] Failed BV after 0.3s | 4.22 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:50.966558] [INFO ] [sig ] [272/2043] Forecasting BW... [2025-09-26T23:03:50.966598] [INFO ] [sig ] Generating forecast for: BW [2025-09-26T23:03:50.966632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BW' from 'https://tdm.silogroup.org/data/derivative_storage/BW.csv'. [2025-09-26T23:03:50.976956] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BW'. [2025-09-26T23:03:50.977247] [INFO ] [FORECASTER] Starting predict_future for BW [2025-09-26T23:03:51.004097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:51.004884] [DEBUG] [LOCAL ] No optimal features file found for BW: ./output/feature-sets/BW.txt [2025-09-26T23:03:51.004941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:51.004975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:51.005003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:51.005061] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:51.023298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:51.023912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:51.023997] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:51.024030] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:51.063599] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:51.063709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:51.063757] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:51.063788] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:51.067098] [DEBUG] [FORECASTER] BW: Forecast T+1@11:T+2@11: UP (p=87.83%) [2025-09-26T23:03:51.067384] [INFO ] [FORECASTER] Completed predict_future for BW [2025-09-26T23:03:51.067526] [INFO ] [sig ] BW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:51.217060] [INFO ] [LOCAL ] Saved forecast: BW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BW.txt [2025-09-26T23:03:51.217312] [WARN ] [sig ] [272/2043] Failed BW after 0.3s | 4.22 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:51.217391] [INFO ] [sig ] [273/2043] Forecasting BWA... [2025-09-26T23:03:51.217431] [INFO ] [sig ] Generating forecast for: BWA [2025-09-26T23:03:51.217465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'. [2025-09-26T23:03:51.222229] [WARN ] [REMOTE ] Historical data not found for symbol 'BWA' (404). [2025-09-26T23:03:51.222423] [FATAL] [sig ] BWA: No historical data fetched. [2025-09-26T23:03:51.222513] [WARN ] [sig ] [273/2043] Failed BWA after 0.0s | 4.23 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:51.222582] [INFO ] [sig ] [274/2043] Forecasting BWG... [2025-09-26T23:03:51.222621] [INFO ] [sig ] Generating forecast for: BWG [2025-09-26T23:03:51.222685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'. [2025-09-26T23:03:51.231490] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWG'. [2025-09-26T23:03:51.231826] [INFO ] [FORECASTER] Starting predict_future for BWG [2025-09-26T23:03:51.259027] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:51.259795] [DEBUG] [LOCAL ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt [2025-09-26T23:03:51.259855] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:51.259889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:51.259916] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:51.259973] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:51.277932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:51.278478] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:51.278566] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:51.278601] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:51.315936] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:51.316054] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:51.316092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:51.316121] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:51.319573] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=93.98%) [2025-09-26T23:03:51.319886] [INFO ] [FORECASTER] Completed predict_future for BWG [2025-09-26T23:03:51.320037] [INFO ] [sig ] BWG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:51.468591] [INFO ] [LOCAL ] Saved forecast: BWG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BWG.txt [2025-09-26T23:03:51.468838] [WARN ] [sig ] [274/2043] Failed BWG after 0.2s | 4.23 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:51.468919] [INFO ] [sig ] [275/2043] Forecasting BWLP... [2025-09-26T23:03:51.468959] [INFO ] [sig ] Generating forecast for: BWLP [2025-09-26T23:03:51.468993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWLP' from 'https://tdm.silogroup.org/data/derivative_storage/BWLP.csv'. [2025-09-26T23:03:51.479509] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWLP'. [2025-09-26T23:03:51.479826] [INFO ] [FORECASTER] Starting predict_future for BWLP [2025-09-26T23:03:51.507128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:51.508008] [DEBUG] [LOCAL ] No optimal features file found for BWLP: ./output/feature-sets/BWLP.txt [2025-09-26T23:03:51.508064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:51.508099] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:51.508128] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:51.508186] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:51.528717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:51.529466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:51.529580] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:51.529637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:51.572050] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:51.572158] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:51.572198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:51.572229] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:51.575703] [DEBUG] [FORECASTER] BWLP: Forecast T+1@11:T+2@11: UP (p=92.91%) [2025-09-26T23:03:51.575997] [INFO ] [FORECASTER] Completed predict_future for BWLP [2025-09-26T23:03:51.576139] [INFO ] [sig ] BWLP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:51.731778] [INFO ] [LOCAL ] Saved forecast: BWLP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BWLP.txt [2025-09-26T23:03:51.731989] [WARN ] [sig ] [275/2043] Failed BWLP after 0.3s | 4.23 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:51.732065] [INFO ] [sig ] [276/2043] Forecasting BWNB... [2025-09-26T23:03:51.732105] [INFO ] [sig ] Generating forecast for: BWNB [2025-09-26T23:03:51.732139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWNB' from 'https://tdm.silogroup.org/data/derivative_storage/BWNB.csv'. [2025-09-26T23:03:51.742017] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'BWNB'. [2025-09-26T23:03:51.742293] [INFO ] [FORECASTER] Starting predict_future for BWNB [2025-09-26T23:03:51.769100] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:51.769875] [DEBUG] [LOCAL ] No optimal features file found for BWNB: ./output/feature-sets/BWNB.txt [2025-09-26T23:03:51.769936] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:51.769984] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:51.770014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:51.770073] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:51.788236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:51.788828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:51.788913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:51.788947] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:51.827493] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:51.827579] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:51.827616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:51.827672] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:51.830983] [DEBUG] [FORECASTER] BWNB: Forecast T+1@11:T+2@11: UP (p=96.02%) [2025-09-26T23:03:51.831258] [INFO ] [FORECASTER] Completed predict_future for BWNB [2025-09-26T23:03:51.831399] [INFO ] [sig ] BWNB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:51.984050] [INFO ] [LOCAL ] Saved forecast: BWNB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BWNB.txt [2025-09-26T23:03:51.984264] [WARN ] [sig ] [276/2043] Failed BWNB after 0.3s | 4.23 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:51.984342] [INFO ] [sig ] [277/2043] Forecasting BWXT... [2025-09-26T23:03:51.984383] [INFO ] [sig ] Generating forecast for: BWXT [2025-09-26T23:03:51.984419] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BWXT' from 'https://tdm.silogroup.org/data/derivative_storage/BWXT.csv'. [2025-09-26T23:03:52.001151] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BWXT'. [2025-09-26T23:03:52.001676] [INFO ] [FORECASTER] Starting predict_future for BWXT [2025-09-26T23:03:52.039776] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:52.040995] [DEBUG] [LOCAL ] No optimal features file found for BWXT: ./output/feature-sets/BWXT.txt [2025-09-26T23:03:52.041074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:52.041132] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:52.041178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:52.041270] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:52.070734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:52.071850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:52.071975] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:52.072030] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:52.130637] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:52.131061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:52.131118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:52.131158] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:52.137272] [DEBUG] [FORECASTER] BWXT: Forecast T+1@11:T+2@11: DOWN (p=6.69%) [2025-09-26T23:03:52.137786] [INFO ] [FORECASTER] Completed predict_future for BWXT [2025-09-26T23:03:52.138186] [INFO ] [sig ] BWXT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:52.351623] [INFO ] [LOCAL ] Saved forecast: BWXT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BWXT.txt [2025-09-26T23:03:52.351982] [WARN ] [sig ] [277/2043] Failed BWXT after 0.4s | 4.22 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:52.352098] [INFO ] [sig ] [278/2043] Forecasting BX... [2025-09-26T23:03:52.352162] [INFO ] [sig ] Generating forecast for: BX [2025-09-26T23:03:52.352225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BX' from 'https://tdm.silogroup.org/data/derivative_storage/BX.csv'. [2025-09-26T23:03:52.366113] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BX'. [2025-09-26T23:03:52.366632] [INFO ] [FORECASTER] Starting predict_future for BX [2025-09-26T23:03:52.402433] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:52.403581] [DEBUG] [LOCAL ] No optimal features file found for BX: ./output/feature-sets/BX.txt [2025-09-26T23:03:52.403684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:52.403755] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:52.403807] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:52.403903] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:52.433771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:52.435305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:52.435449] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:52.435510] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:52.491766] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:52.491972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:52.492045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:52.492101] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:52.497711] [DEBUG] [FORECASTER] BX: Forecast T+1@11:T+2@11: DOWN (p=38.43%) [2025-09-26T23:03:52.498169] [INFO ] [FORECASTER] Completed predict_future for BX [2025-09-26T23:03:52.498385] [INFO ] [sig ] BX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:52.732634] [INFO ] [LOCAL ] Saved forecast: BX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BX.txt [2025-09-26T23:03:52.733004] [WARN ] [sig ] [278/2043] Failed BX after 0.4s | 4.21 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:52.733117] [INFO ] [sig ] [279/2043] Forecasting BXC... [2025-09-26T23:03:52.733185] [INFO ] [sig ] Generating forecast for: BXC [2025-09-26T23:03:52.733234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'. [2025-09-26T23:03:52.747827] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXC'. [2025-09-26T23:03:52.748296] [INFO ] [FORECASTER] Starting predict_future for BXC [2025-09-26T23:03:52.783193] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:52.784290] [DEBUG] [LOCAL ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt [2025-09-26T23:03:52.784360] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:52.784407] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:52.784446] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:52.784530] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:52.812200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:52.813065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:52.813188] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:52.813242] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:52.868335] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:52.868542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:52.868613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:52.868704] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:52.874447] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: UP (p=98.06%) [2025-09-26T23:03:52.874919] [INFO ] [FORECASTER] Completed predict_future for BXC [2025-09-26T23:03:52.875129] [INFO ] [sig ] BXC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:53.094696] [INFO ] [LOCAL ] Saved forecast: BXC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BXC.txt [2025-09-26T23:03:53.095283] [WARN ] [sig ] [279/2043] Failed BXC after 0.4s | 4.20 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:53.095391] [INFO ] [sig ] [280/2043] Forecasting BXMT... [2025-09-26T23:03:53.095441] [INFO ] [sig ] Generating forecast for: BXMT [2025-09-26T23:03:53.095488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXMT' from 'https://tdm.silogroup.org/data/derivative_storage/BXMT.csv'. [2025-09-26T23:03:53.106751] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXMT'. [2025-09-26T23:03:53.107166] [INFO ] [FORECASTER] Starting predict_future for BXMT [2025-09-26T23:03:53.137984] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:53.139005] [DEBUG] [LOCAL ] No optimal features file found for BXMT: ./output/feature-sets/BXMT.txt [2025-09-26T23:03:53.139075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:53.139117] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:53.139151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:53.139229] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:53.159508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:53.160398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:53.160508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:53.160554] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:53.215707] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:53.215887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:53.215934] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:53.215965] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:53.221393] [DEBUG] [FORECASTER] BXMT: Forecast T+1@11:T+2@11: UP (p=85.51%) [2025-09-26T23:03:53.221959] [INFO ] [FORECASTER] Completed predict_future for BXMT [2025-09-26T23:03:53.222152] [INFO ] [sig ] BXMT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:53.452902] [INFO ] [LOCAL ] Saved forecast: BXMT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BXMT.txt [2025-09-26T23:03:53.453240] [WARN ] [sig ] [280/2043] Failed BXMT after 0.4s | 4.20 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:53.453356] [INFO ] [sig ] [281/2043] Forecasting BXP... [2025-09-26T23:03:53.453419] [INFO ] [sig ] Generating forecast for: BXP [2025-09-26T23:03:53.453481] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'. [2025-09-26T23:03:53.467003] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BXP'. [2025-09-26T23:03:53.468365] [INFO ] [FORECASTER] Starting predict_future for BXP [2025-09-26T23:03:53.508053] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:53.509023] [DEBUG] [LOCAL ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt [2025-09-26T23:03:53.509083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:53.509120] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:53.509149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:53.509209] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:53.529829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:53.531100] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:53.531201] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:53.531237] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:53.572891] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:53.573072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:53.573131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:53.573165] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:53.577188] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=5.41%) [2025-09-26T23:03:53.577526] [INFO ] [FORECASTER] Completed predict_future for BXP [2025-09-26T23:03:53.577738] [INFO ] [sig ] BXP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:53.755844] [INFO ] [LOCAL ] Saved forecast: BXP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BXP.txt [2025-09-26T23:03:53.756164] [WARN ] [sig ] [281/2043] Failed BXP after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:53.756268] [INFO ] [sig ] [282/2043] Forecasting BY... [2025-09-26T23:03:53.756364] [INFO ] [sig ] Generating forecast for: BY [2025-09-26T23:03:53.756421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BY' from 'https://tdm.silogroup.org/data/derivative_storage/BY.csv'. [2025-09-26T23:03:53.769006] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BY'. [2025-09-26T23:03:53.769528] [INFO ] [FORECASTER] Starting predict_future for BY [2025-09-26T23:03:53.803128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:53.804068] [DEBUG] [LOCAL ] No optimal features file found for BY: ./output/feature-sets/BY.txt [2025-09-26T23:03:53.804129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:53.804167] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:53.804198] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:53.804259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:53.823971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:53.824975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:53.825076] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:53.825113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:53.865726] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:53.865911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:53.865959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:53.865990] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:53.870281] [DEBUG] [FORECASTER] BY: Forecast T+1@11:T+2@11: DOWN (p=42.46%) [2025-09-26T23:03:53.870612] [INFO ] [FORECASTER] Completed predict_future for BY [2025-09-26T23:03:53.870841] [INFO ] [sig ] BY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:54.027806] [INFO ] [LOCAL ] Saved forecast: BY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BY.txt [2025-09-26T23:03:54.028096] [WARN ] [sig ] [282/2043] Failed BY after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:54.028184] [INFO ] [sig ] [283/2043] Forecasting BYD... [2025-09-26T23:03:54.028225] [INFO ] [sig ] Generating forecast for: BYD [2025-09-26T23:03:54.028293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'. [2025-09-26T23:03:54.038922] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BYD'. [2025-09-26T23:03:54.039315] [INFO ] [FORECASTER] Starting predict_future for BYD [2025-09-26T23:03:54.068997] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:54.069845] [DEBUG] [LOCAL ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt [2025-09-26T23:03:54.069902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:54.069939] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:54.069986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:54.070047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:54.089514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:54.090414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:54.090512] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:54.090550] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:54.128377] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:54.128563] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:54.128609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:54.128665] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:54.132855] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=84.76%) [2025-09-26T23:03:54.133191] [INFO ] [FORECASTER] Completed predict_future for BYD [2025-09-26T23:03:54.133361] [INFO ] [sig ] BYD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:54.280469] [INFO ] [LOCAL ] Saved forecast: BYD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/BYD.txt [2025-09-26T23:03:54.280745] [WARN ] [sig ] [283/2043] Failed BYD after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:54.280830] [INFO ] [sig ] [284/2043] Forecasting BZH... [2025-09-26T23:03:54.280870] [INFO ] [sig ] Generating forecast for: BZH [2025-09-26T23:03:54.280904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'. [2025-09-26T23:03:54.291268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'BZH'. [2025-09-26T23:03:54.291610] [INFO ] [FORECASTER] Starting predict_future for BZH [2025-09-26T23:03:54.318033] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:54.318893] [DEBUG] [LOCAL ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt [2025-09-26T23:03:54.318952] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:54.318988] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:54.319017] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:54.319075] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:54.336827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:54.337540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:54.337629] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:54.337702] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:54.374676] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:54.374845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:54.374890] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:54.374920] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:54.378794] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=21.00%) [2025-09-26T23:03:54.379111] [INFO ] [FORECASTER] Completed predict_future for BZH [2025-09-26T23:03:54.379269] [INFO ] [sig ] BZH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:54.533388] [INFO ] [LOCAL ] Saved forecast: BZH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/BZH.txt [2025-09-26T23:03:54.533712] [WARN ] [sig ] [284/2043] Failed BZH after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:54.533809] [INFO ] [sig ] [285/2043] Forecasting CABO... [2025-09-26T23:03:54.533851] [INFO ] [sig ] Generating forecast for: CABO [2025-09-26T23:03:54.533887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'. [2025-09-26T23:03:54.544939] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CABO'. [2025-09-26T23:03:54.545471] [INFO ] [FORECASTER] Starting predict_future for CABO [2025-09-26T23:03:54.574536] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:54.575433] [DEBUG] [LOCAL ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt [2025-09-26T23:03:54.575534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:54.575578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:54.575611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:54.575693] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:54.595388] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:54.596191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:54.596339] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:54.596396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:54.638820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:54.638958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:54.639001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:54.639031] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:54.642759] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: DOWN (p=2.91%) [2025-09-26T23:03:54.643062] [INFO ] [FORECASTER] Completed predict_future for CABO [2025-09-26T23:03:54.643208] [INFO ] [sig ] CABO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:54.790798] [INFO ] [LOCAL ] Saved forecast: CABO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CABO.txt [2025-09-26T23:03:54.791043] [WARN ] [sig ] [285/2043] Failed CABO after 0.3s | 4.19 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:54.791126] [INFO ] [sig ] [286/2043] Forecasting CACI... [2025-09-26T23:03:54.791167] [INFO ] [sig ] Generating forecast for: CACI [2025-09-26T23:03:54.791201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'. [2025-09-26T23:03:54.801581] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CACI'. [2025-09-26T23:03:54.801896] [INFO ] [FORECASTER] Starting predict_future for CACI [2025-09-26T23:03:54.828298] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:54.829088] [DEBUG] [LOCAL ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt [2025-09-26T23:03:54.829149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:54.829213] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:54.829275] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:54.829343] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:54.847895] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:54.848465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:54.848552] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:54.848587] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:54.887761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:54.887849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:54.887886] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:54.887915] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:54.891144] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=90.40%) [2025-09-26T23:03:54.891427] [INFO ] [FORECASTER] Completed predict_future for CACI [2025-09-26T23:03:54.891569] [INFO ] [sig ] CACI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:55.039130] [INFO ] [LOCAL ] Saved forecast: CACI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CACI.txt [2025-09-26T23:03:55.039380] [WARN ] [sig ] [286/2043] Failed CACI after 0.2s | 4.19 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:55.039474] [INFO ] [sig ] [287/2043] Forecasting CADE... [2025-09-26T23:03:55.039545] [INFO ] [sig ] Generating forecast for: CADE [2025-09-26T23:03:55.039598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'. [2025-09-26T23:03:55.044517] [WARN ] [REMOTE ] Historical data not found for symbol 'CADE' (404). [2025-09-26T23:03:55.044759] [FATAL] [sig ] CADE: No historical data fetched. [2025-09-26T23:03:55.044870] [WARN ] [sig ] [287/2043] Failed CADE after 0.0s | 4.20 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:55.044964] [INFO ] [sig ] [288/2043] Forecasting CAE... [2025-09-26T23:03:55.045010] [INFO ] [sig ] Generating forecast for: CAE [2025-09-26T23:03:55.045043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'. [2025-09-26T23:03:55.054389] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAE'. [2025-09-26T23:03:55.054753] [INFO ] [FORECASTER] Starting predict_future for CAE [2025-09-26T23:03:55.081451] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:55.082215] [DEBUG] [LOCAL ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt [2025-09-26T23:03:55.082277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:55.082312] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:55.082340] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:55.082397] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:55.100448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:55.101050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:55.101141] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:55.101175] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:55.146267] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:55.146389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:55.146435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:55.146468] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:55.150432] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=2.39%) [2025-09-26T23:03:55.150785] [INFO ] [FORECASTER] Completed predict_future for CAE [2025-09-26T23:03:55.150950] [INFO ] [sig ] CAE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:55.301199] [INFO ] [LOCAL ] Saved forecast: CAE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CAE.txt [2025-09-26T23:03:55.301407] [WARN ] [sig ] [288/2043] Failed CAE after 0.3s | 4.20 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:55.301482] [INFO ] [sig ] [289/2043] Forecasting CAF... [2025-09-26T23:03:55.301521] [INFO ] [sig ] Generating forecast for: CAF [2025-09-26T23:03:55.301555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'. [2025-09-26T23:03:55.311481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAF'. [2025-09-26T23:03:55.311818] [INFO ] [FORECASTER] Starting predict_future for CAF [2025-09-26T23:03:55.340140] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:55.340967] [DEBUG] [LOCAL ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt [2025-09-26T23:03:55.341024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:55.341060] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:55.341125] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:55.341185] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:55.359692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:55.360293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:55.360417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:55.360463] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:55.408445] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:55.408555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:55.408598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:55.408636] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:55.412600] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=43.52%) [2025-09-26T23:03:55.412952] [INFO ] [FORECASTER] Completed predict_future for CAF [2025-09-26T23:03:55.413105] [INFO ] [sig ] CAF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:55.562556] [INFO ] [LOCAL ] Saved forecast: CAF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CAF.txt [2025-09-26T23:03:55.562811] [WARN ] [sig ] [289/2043] Failed CAF after 0.3s | 4.20 sym/s | Total: 1.1m | ETA: 7.0m [2025-09-26T23:03:55.562892] [INFO ] [sig ] [290/2043] Forecasting CAG... [2025-09-26T23:03:55.562932] [INFO ] [sig ] Generating forecast for: CAG [2025-09-26T23:03:55.562972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'. [2025-09-26T23:03:55.573743] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAG'. [2025-09-26T23:03:55.574207] [INFO ] [FORECASTER] Starting predict_future for CAG [2025-09-26T23:03:55.601695] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:55.602573] [DEBUG] [LOCAL ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt [2025-09-26T23:03:55.602639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:55.602719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:55.602752] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:55.602812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:55.622001] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:55.622953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:55.623049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:55.623084] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:55.671127] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:55.671228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:55.671270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:55.671302] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:55.675266] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=45.57%) [2025-09-26T23:03:55.675577] [INFO ] [FORECASTER] Completed predict_future for CAG [2025-09-26T23:03:55.675765] [INFO ] [sig ] CAG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:55.824114] [INFO ] [LOCAL ] Saved forecast: CAG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CAG.txt [2025-09-26T23:03:55.824308] [WARN ] [sig ] [290/2043] Failed CAG after 0.3s | 4.20 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:55.824384] [INFO ] [sig ] [291/2043] Forecasting CAH... [2025-09-26T23:03:55.824426] [INFO ] [sig ] Generating forecast for: CAH [2025-09-26T23:03:55.824465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'. [2025-09-26T23:03:55.835369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAH'. [2025-09-26T23:03:55.835720] [INFO ] [FORECASTER] Starting predict_future for CAH [2025-09-26T23:03:55.861720] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:55.862441] [DEBUG] [LOCAL ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt [2025-09-26T23:03:55.862496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:55.862529] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:55.862556] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:55.862613] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:55.880517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:55.881277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:55.881363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:55.881398] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:55.927797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:55.927891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:55.927930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:55.927963] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:55.931764] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=88.18%) [2025-09-26T23:03:55.932072] [INFO ] [FORECASTER] Completed predict_future for CAH [2025-09-26T23:03:55.932225] [INFO ] [sig ] CAH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:56.081601] [INFO ] [LOCAL ] Saved forecast: CAH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CAH.txt [2025-09-26T23:03:56.081830] [WARN ] [sig ] [291/2043] Failed CAH after 0.3s | 4.20 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:56.081908] [INFO ] [sig ] [292/2043] Forecasting CAL... [2025-09-26T23:03:56.081950] [INFO ] [sig ] Generating forecast for: CAL [2025-09-26T23:03:56.081983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'. [2025-09-26T23:03:56.092830] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAL'. [2025-09-26T23:03:56.093160] [INFO ] [FORECASTER] Starting predict_future for CAL [2025-09-26T23:03:56.120484] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:56.121311] [DEBUG] [LOCAL ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt [2025-09-26T23:03:56.121368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:56.121404] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:56.121432] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:56.121490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:56.139624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:56.140228] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:56.140314] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:56.140348] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:56.187736] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:56.187846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:56.187909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:56.187946] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:56.191773] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=56.91%) [2025-09-26T23:03:56.192081] [INFO ] [FORECASTER] Completed predict_future for CAL [2025-09-26T23:03:56.192231] [INFO ] [sig ] CAL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:56.342496] [INFO ] [LOCAL ] Saved forecast: CAL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CAL.txt [2025-09-26T23:03:56.342815] [WARN ] [sig ] [292/2043] Failed CAL after 0.3s | 4.20 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:56.342895] [INFO ] [sig ] [293/2043] Forecasting CALX... [2025-09-26T23:03:56.342941] [INFO ] [sig ] Generating forecast for: CALX [2025-09-26T23:03:56.342985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'. [2025-09-26T23:03:56.354437] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CALX'. [2025-09-26T23:03:56.354763] [INFO ] [FORECASTER] Starting predict_future for CALX [2025-09-26T23:03:56.381518] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:56.382277] [DEBUG] [LOCAL ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt [2025-09-26T23:03:56.382333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:56.382368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:56.382396] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:56.382453] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:56.401375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:56.402092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:56.402177] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:56.402212] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:56.449858] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:56.449962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:56.450002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:56.450034] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:56.454164] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=29.04%) [2025-09-26T23:03:56.454490] [INFO ] [FORECASTER] Completed predict_future for CALX [2025-09-26T23:03:56.454711] [INFO ] [sig ] CALX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:56.610439] [INFO ] [LOCAL ] Saved forecast: CALX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CALX.txt [2025-09-26T23:03:56.610683] [WARN ] [sig ] [293/2043] Failed CALX after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:56.610769] [INFO ] [sig ] [294/2043] Forecasting CANG... [2025-09-26T23:03:56.610811] [INFO ] [sig ] Generating forecast for: CANG [2025-09-26T23:03:56.610849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CANG' from 'https://tdm.silogroup.org/data/derivative_storage/CANG.csv'. [2025-09-26T23:03:56.626228] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CANG'. [2025-09-26T23:03:56.626871] [INFO ] [FORECASTER] Starting predict_future for CANG [2025-09-26T23:03:56.657795] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:56.658757] [DEBUG] [LOCAL ] No optimal features file found for CANG: ./output/feature-sets/CANG.txt [2025-09-26T23:03:56.658817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:56.658855] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:56.658886] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:56.658946] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:56.685601] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:56.686706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:56.686850] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:56.686905] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:56.728770] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:56.728952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:56.729018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:56.729052] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:56.733183] [DEBUG] [FORECASTER] CANG: Forecast T+1@11:T+2@11: DOWN (p=46.66%) [2025-09-26T23:03:56.733563] [INFO ] [FORECASTER] Completed predict_future for CANG [2025-09-26T23:03:56.733920] [INFO ] [sig ] CANG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:56.894383] [INFO ] [LOCAL ] Saved forecast: CANG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CANG.txt [2025-09-26T23:03:56.894684] [WARN ] [sig ] [294/2043] Failed CANG after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:56.894784] [INFO ] [sig ] [295/2043] Forecasting CAPL... [2025-09-26T23:03:56.894826] [INFO ] [sig ] Generating forecast for: CAPL [2025-09-26T23:03:56.894861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'. [2025-09-26T23:03:56.905438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAPL'. [2025-09-26T23:03:56.905930] [INFO ] [FORECASTER] Starting predict_future for CAPL [2025-09-26T23:03:56.934544] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:56.935445] [DEBUG] [LOCAL ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt [2025-09-26T23:03:56.935506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:56.935545] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:56.935575] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:56.935633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:56.954847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:56.955608] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:56.955727] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:56.955773] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:56.992876] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:56.993057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:56.993101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:56.993133] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:56.997079] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=11.17%) [2025-09-26T23:03:56.997371] [INFO ] [FORECASTER] Completed predict_future for CAPL [2025-09-26T23:03:56.997522] [INFO ] [sig ] CAPL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:57.151921] [INFO ] [LOCAL ] Saved forecast: CAPL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CAPL.txt [2025-09-26T23:03:57.152167] [WARN ] [sig ] [295/2043] Failed CAPL after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:57.152247] [INFO ] [sig ] [296/2043] Forecasting CARR... [2025-09-26T23:03:57.152287] [INFO ] [sig ] Generating forecast for: CARR [2025-09-26T23:03:57.152321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARR' from 'https://tdm.silogroup.org/data/derivative_storage/CARR.csv'. [2025-09-26T23:03:57.163388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CARR'. [2025-09-26T23:03:57.163852] [INFO ] [FORECASTER] Starting predict_future for CARR [2025-09-26T23:03:57.191463] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:57.192278] [DEBUG] [LOCAL ] No optimal features file found for CARR: ./output/feature-sets/CARR.txt [2025-09-26T23:03:57.192335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:57.192434] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:57.192497] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:57.192562] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:57.211249] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:57.211860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:57.211955] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:57.211989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:57.250078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:57.250249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:57.250295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:57.250325] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:57.254087] [DEBUG] [FORECASTER] CARR: Forecast T+1@11:T+2@11: DOWN (p=46.22%) [2025-09-26T23:03:57.254437] [INFO ] [FORECASTER] Completed predict_future for CARR [2025-09-26T23:03:57.254590] [INFO ] [sig ] CARR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:57.402576] [INFO ] [LOCAL ] Saved forecast: CARR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CARR.txt [2025-09-26T23:03:57.402799] [WARN ] [sig ] [296/2043] Failed CARR after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 7.0m [2025-09-26T23:03:57.402882] [INFO ] [sig ] [297/2043] Forecasting CARS... [2025-09-26T23:03:57.402922] [INFO ] [sig ] Generating forecast for: CARS [2025-09-26T23:03:57.402955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'. [2025-09-26T23:03:57.412919] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CARS'. [2025-09-26T23:03:57.413222] [INFO ] [FORECASTER] Starting predict_future for CARS [2025-09-26T23:03:57.438970] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:57.439778] [DEBUG] [LOCAL ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt [2025-09-26T23:03:57.439834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:57.439878] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:57.439913] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:57.439971] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:57.459673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:57.460321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:57.460423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:57.460467] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:57.503510] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:57.503628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:57.503710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:57.503749] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:57.507173] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=73.59%) [2025-09-26T23:03:57.507443] [INFO ] [FORECASTER] Completed predict_future for CARS [2025-09-26T23:03:57.507584] [INFO ] [sig ] CARS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:57.659919] [INFO ] [LOCAL ] Saved forecast: CARS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CARS.txt [2025-09-26T23:03:57.660391] [WARN ] [sig ] [297/2043] Failed CARS after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:57.660475] [INFO ] [sig ] [298/2043] Forecasting CAT... [2025-09-26T23:03:57.660515] [INFO ] [sig ] Generating forecast for: CAT [2025-09-26T23:03:57.660549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAT' from 'https://tdm.silogroup.org/data/derivative_storage/CAT.csv'. [2025-09-26T23:03:57.673521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAT'. [2025-09-26T23:03:57.673960] [INFO ] [FORECASTER] Starting predict_future for CAT [2025-09-26T23:03:57.701980] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:57.702892] [DEBUG] [LOCAL ] No optimal features file found for CAT: ./output/feature-sets/CAT.txt [2025-09-26T23:03:57.702957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:57.702997] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:57.703028] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:57.703088] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:57.722703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:57.723568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:57.723690] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:57.723747] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:57.765032] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:57.765207] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:57.765250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:57.765281] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:57.769106] [DEBUG] [FORECASTER] CAT: Forecast T+1@11:T+2@11: UP (p=59.34%) [2025-09-26T23:03:57.769435] [INFO ] [FORECASTER] Completed predict_future for CAT [2025-09-26T23:03:57.769593] [INFO ] [sig ] CAT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:57.922609] [INFO ] [LOCAL ] Saved forecast: CAT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CAT.txt [2025-09-26T23:03:57.922897] [WARN ] [sig ] [298/2043] Failed CAT after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:57.922983] [INFO ] [sig ] [299/2043] Forecasting CATO... [2025-09-26T23:03:57.923026] [INFO ] [sig ] Generating forecast for: CATO [2025-09-26T23:03:57.923063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'. [2025-09-26T23:03:57.933064] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CATO'. [2025-09-26T23:03:57.933366] [INFO ] [FORECASTER] Starting predict_future for CATO [2025-09-26T23:03:57.960118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:57.960949] [DEBUG] [LOCAL ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt [2025-09-26T23:03:57.961010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:57.961048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:57.961080] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:57.961140] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:57.979940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:57.980543] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:57.980633] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:57.980711] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:58.016738] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:58.016923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:58.016970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:58.017001] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:58.023819] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: DOWN (p=4.31%) [2025-09-26T23:03:58.024118] [INFO ] [FORECASTER] Completed predict_future for CATO [2025-09-26T23:03:58.024264] [INFO ] [sig ] CATO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:58.175146] [INFO ] [LOCAL ] Saved forecast: CATO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CATO.txt [2025-09-26T23:03:58.175385] [WARN ] [sig ] [299/2043] Failed CATO after 0.3s | 4.19 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:58.175466] [INFO ] [sig ] [300/2043] Forecasting CAVA... [2025-09-26T23:03:58.175506] [INFO ] [sig ] Generating forecast for: CAVA [2025-09-26T23:03:58.175539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'. [2025-09-26T23:03:58.185301] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CAVA'. [2025-09-26T23:03:58.185598] [INFO ] [FORECASTER] Starting predict_future for CAVA [2025-09-26T23:03:58.212069] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:58.212875] [DEBUG] [LOCAL ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt [2025-09-26T23:03:58.212937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:58.212974] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:58.213002] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:58.213060] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:58.230944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:58.231537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:58.231623] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:58.231694] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:58.271871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:58.271991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:58.272028] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:58.272058] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:58.275483] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=20.69%) [2025-09-26T23:03:58.275813] [INFO ] [FORECASTER] Completed predict_future for CAVA [2025-09-26T23:03:58.275959] [INFO ] [sig ] CAVA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:58.420490] [INFO ] [LOCAL ] Saved forecast: CAVA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CAVA.txt [2025-09-26T23:03:58.420743] [WARN ] [sig ] [300/2043] Failed CAVA after 0.2s | 4.19 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:58.420827] [INFO ] [sig ] [301/2043] Forecasting CB... [2025-09-26T23:03:58.420867] [INFO ] [sig ] Generating forecast for: CB [2025-09-26T23:03:58.420902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'. [2025-09-26T23:03:58.431699] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CB'. [2025-09-26T23:03:58.432086] [INFO ] [FORECASTER] Starting predict_future for CB [2025-09-26T23:03:58.458277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:58.459058] [DEBUG] [LOCAL ] No optimal features file found for CB: ./output/feature-sets/CB.txt [2025-09-26T23:03:58.459115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:58.459149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:58.459179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:58.459237] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:58.477268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:58.477888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:58.477979] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:58.478013] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:58.521561] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:58.521688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:58.521765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:58.521802] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:58.525864] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=12.17%) [2025-09-26T23:03:58.526206] [INFO ] [FORECASTER] Completed predict_future for CB [2025-09-26T23:03:58.526535] [INFO ] [sig ] CB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:58.681619] [INFO ] [LOCAL ] Saved forecast: CB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CB.txt [2025-09-26T23:03:58.681877] [WARN ] [sig ] [301/2043] Failed CB after 0.3s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:58.681956] [INFO ] [sig ] [302/2043] Forecasting CBAN... [2025-09-26T23:03:58.681996] [INFO ] [sig ] Generating forecast for: CBAN [2025-09-26T23:03:58.682030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'. [2025-09-26T23:03:58.692506] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBAN'. [2025-09-26T23:03:58.692875] [INFO ] [FORECASTER] Starting predict_future for CBAN [2025-09-26T23:03:58.720195] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:58.721135] [DEBUG] [LOCAL ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt [2025-09-26T23:03:58.721196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:58.721233] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:58.721270] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:58.721329] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:58.740255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:58.741165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:58.741304] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:58.741363] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:58.787225] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:58.787430] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:58.787534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:58.787584] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:58.791942] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: DOWN (p=32.61%) [2025-09-26T23:03:58.792267] [INFO ] [FORECASTER] Completed predict_future for CBAN [2025-09-26T23:03:58.792443] [INFO ] [sig ] CBAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:58.943059] [INFO ] [LOCAL ] Saved forecast: CBAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CBAN.txt [2025-09-26T23:03:58.943517] [WARN ] [sig ] [302/2043] Failed CBAN after 0.3s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:58.943618] [INFO ] [sig ] [303/2043] Forecasting CBL... [2025-09-26T23:03:58.943715] [INFO ] [sig ] Generating forecast for: CBL [2025-09-26T23:03:58.943765] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'. [2025-09-26T23:03:58.954291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBL'. [2025-09-26T23:03:58.954591] [INFO ] [FORECASTER] Starting predict_future for CBL [2025-09-26T23:03:58.982398] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:58.983231] [DEBUG] [LOCAL ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt [2025-09-26T23:03:58.983289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:58.983330] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:58.983360] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:58.983474] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:59.003330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:59.003936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:59.004028] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:59.004062] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:59.042461] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:59.042575] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:59.042618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:59.042692] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:59.046180] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=63.28%) [2025-09-26T23:03:59.046502] [INFO ] [FORECASTER] Completed predict_future for CBL [2025-09-26T23:03:59.046676] [INFO ] [sig ] CBL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:59.202210] [INFO ] [LOCAL ] Saved forecast: CBL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CBL.txt [2025-09-26T23:03:59.202466] [WARN ] [sig ] [303/2043] Failed CBL after 0.3s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:59.202545] [INFO ] [sig ] [304/2043] Forecasting CBNA... [2025-09-26T23:03:59.202585] [INFO ] [sig ] Generating forecast for: CBNA [2025-09-26T23:03:59.202620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBNA' from 'https://tdm.silogroup.org/data/derivative_storage/CBNA.csv'. [2025-09-26T23:03:59.213247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBNA'. [2025-09-26T23:03:59.213661] [INFO ] [FORECASTER] Starting predict_future for CBNA [2025-09-26T23:03:59.241223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:59.242074] [DEBUG] [LOCAL ] No optimal features file found for CBNA: ./output/feature-sets/CBNA.txt [2025-09-26T23:03:59.242132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:59.242169] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:59.242201] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:59.242262] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:59.261407] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:59.262032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:59.262119] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:59.262154] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:59.294822] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:59.294981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:59.295024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:59.295054] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:59.298831] [DEBUG] [FORECASTER] CBNA: Forecast T+1@11:T+2@11: UP (p=99.36%) [2025-09-26T23:03:59.299126] [INFO ] [FORECASTER] Completed predict_future for CBNA [2025-09-26T23:03:59.299264] [INFO ] [sig ] CBNA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:59.449881] [INFO ] [LOCAL ] Saved forecast: CBNA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CBNA.txt [2025-09-26T23:03:59.450116] [WARN ] [sig ] [304/2043] Failed CBNA after 0.2s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:59.450194] [INFO ] [sig ] [305/2043] Forecasting CBRE... [2025-09-26T23:03:59.450234] [INFO ] [sig ] Generating forecast for: CBRE [2025-09-26T23:03:59.450268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'. [2025-09-26T23:03:59.462553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBRE'. [2025-09-26T23:03:59.462976] [INFO ] [FORECASTER] Starting predict_future for CBRE [2025-09-26T23:03:59.489199] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:59.490009] [DEBUG] [LOCAL ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt [2025-09-26T23:03:59.490066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:59.490100] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:59.490128] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:59.490186] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:59.508734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:59.509421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:59.509508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:59.509543] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:59.536920] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:59.537079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:59.537123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:59.537155] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:59.541022] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: UP (p=88.74%) [2025-09-26T23:03:59.541361] [INFO ] [FORECASTER] Completed predict_future for CBRE [2025-09-26T23:03:59.541515] [INFO ] [sig ] CBRE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:03:59.696627] [INFO ] [LOCAL ] Saved forecast: CBRE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CBRE.txt [2025-09-26T23:03:59.696902] [WARN ] [sig ] [305/2043] Failed CBRE after 0.2s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:59.696999] [INFO ] [sig ] [306/2043] Forecasting CBT... [2025-09-26T23:03:59.697061] [INFO ] [sig ] Generating forecast for: CBT [2025-09-26T23:03:59.697100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBT' from 'https://tdm.silogroup.org/data/derivative_storage/CBT.csv'. [2025-09-26T23:03:59.707159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBT'. [2025-09-26T23:03:59.707514] [INFO ] [FORECASTER] Starting predict_future for CBT [2025-09-26T23:03:59.734446] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:59.735296] [DEBUG] [LOCAL ] No optimal features file found for CBT: ./output/feature-sets/CBT.txt [2025-09-26T23:03:59.735355] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:59.735392] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:59.735422] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:59.735520] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:59.754469] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:59.755092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:59.755179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:59.755215] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:03:59.785212] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:03:59.785358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:03:59.785402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:03:59.785434] [INFO ] [FORECASTER] Training complete [2025-09-26T23:03:59.789180] [DEBUG] [FORECASTER] CBT: Forecast T+1@11:T+2@11: DOWN (p=10.48%) [2025-09-26T23:03:59.789477] [INFO ] [FORECASTER] Completed predict_future for CBT [2025-09-26T23:03:59.789617] [INFO ] [sig ] CBT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:03:59.941415] [INFO ] [LOCAL ] Saved forecast: CBT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CBT.txt [2025-09-26T23:03:59.941684] [WARN ] [sig ] [306/2043] Failed CBT after 0.2s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:03:59.941767] [INFO ] [sig ] [307/2043] Forecasting CBU... [2025-09-26T23:03:59.941842] [INFO ] [sig ] Generating forecast for: CBU [2025-09-26T23:03:59.941893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBU' from 'https://tdm.silogroup.org/data/derivative_storage/CBU.csv'. [2025-09-26T23:03:59.951804] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBU'. [2025-09-26T23:03:59.952177] [INFO ] [FORECASTER] Starting predict_future for CBU [2025-09-26T23:03:59.978400] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:03:59.979217] [DEBUG] [LOCAL ] No optimal features file found for CBU: ./output/feature-sets/CBU.txt [2025-09-26T23:03:59.979273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:03:59.979308] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:03:59.979337] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:03:59.979396] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:03:59.997684] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:03:59.998261] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:03:59.998345] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:03:59.998377] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:00.025977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:00.026109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:00.026153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:00.026188] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:00.029621] [DEBUG] [FORECASTER] CBU: Forecast T+1@11:T+2@11: DOWN (p=1.58%) [2025-09-26T23:04:00.029938] [INFO ] [FORECASTER] Completed predict_future for CBU [2025-09-26T23:04:00.030074] [INFO ] [sig ] CBU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:00.179242] [INFO ] [LOCAL ] Saved forecast: CBU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CBU.txt [2025-09-26T23:04:00.179467] [WARN ] [sig ] [307/2043] Failed CBU after 0.2s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:04:00.179545] [INFO ] [sig ] [308/2043] Forecasting CBZ... [2025-09-26T23:04:00.179586] [INFO ] [sig ] Generating forecast for: CBZ [2025-09-26T23:04:00.179619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'. [2025-09-26T23:04:00.189549] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CBZ'. [2025-09-26T23:04:00.189912] [INFO ] [FORECASTER] Starting predict_future for CBZ [2025-09-26T23:04:00.217200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:00.217985] [DEBUG] [LOCAL ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt [2025-09-26T23:04:00.218043] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:00.218079] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:00.218108] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:00.218168] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:00.236813] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:00.237412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:00.237497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:00.237532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:00.270147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:00.270257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:00.270314] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:00.270346] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:00.274179] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=39.13%) [2025-09-26T23:04:00.274466] [INFO ] [FORECASTER] Completed predict_future for CBZ [2025-09-26T23:04:00.274605] [INFO ] [sig ] CBZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:00.504212] [INFO ] [LOCAL ] Saved forecast: CBZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CBZ.txt [2025-09-26T23:04:00.504434] [WARN ] [sig ] [308/2043] Failed CBZ after 0.3s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:04:00.504512] [INFO ] [sig ] [309/2043] Forecasting CC... [2025-09-26T23:04:00.504553] [INFO ] [sig ] Generating forecast for: CC [2025-09-26T23:04:00.504586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'. [2025-09-26T23:04:00.514834] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CC'. [2025-09-26T23:04:00.515173] [INFO ] [FORECASTER] Starting predict_future for CC [2025-09-26T23:04:00.541818] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:00.542622] [DEBUG] [LOCAL ] No optimal features file found for CC: ./output/feature-sets/CC.txt [2025-09-26T23:04:00.542705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:00.542749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:00.542779] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:00.542839] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:00.561138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:00.561794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:00.561879] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:00.561913] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:00.598610] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:00.598751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:00.598797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:00.598828] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:00.602391] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=22.92%) [2025-09-26T23:04:00.602703] [INFO ] [FORECASTER] Completed predict_future for CC [2025-09-26T23:04:00.602852] [INFO ] [sig ] CC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:00.752126] [INFO ] [LOCAL ] Saved forecast: CC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CC.txt [2025-09-26T23:04:00.752334] [WARN ] [sig ] [309/2043] Failed CC after 0.2s | 4.18 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:04:00.752410] [INFO ] [sig ] [310/2043] Forecasting CCI... [2025-09-26T23:04:00.752450] [INFO ] [sig ] Generating forecast for: CCI [2025-09-26T23:04:00.752527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'. [2025-09-26T23:04:00.761948] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCI'. [2025-09-26T23:04:00.762279] [INFO ] [FORECASTER] Starting predict_future for CCI [2025-09-26T23:04:00.788307] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:00.789116] [DEBUG] [LOCAL ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt [2025-09-26T23:04:00.789178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:00.789215] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:00.789245] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:00.789319] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:00.807263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:00.807871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:00.807956] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:00.807990] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:00.842844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:00.843034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:00.843085] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:00.843117] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:00.847010] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: UP (p=79.19%) [2025-09-26T23:04:00.847344] [INFO ] [FORECASTER] Completed predict_future for CCI [2025-09-26T23:04:00.847498] [INFO ] [sig ] CCI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:01.006712] [INFO ] [LOCAL ] Saved forecast: CCI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CCI.txt [2025-09-26T23:04:01.006954] [WARN ] [sig ] [310/2043] Failed CCI after 0.3s | 4.17 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:04:01.007033] [INFO ] [sig ] [311/2043] Forecasting CCIF... [2025-09-26T23:04:01.007074] [INFO ] [sig ] Generating forecast for: CCIF [2025-09-26T23:04:01.007107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'. [2025-09-26T23:04:01.018007] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCIF'. [2025-09-26T23:04:01.018369] [INFO ] [FORECASTER] Starting predict_future for CCIF [2025-09-26T23:04:01.045745] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:01.046674] [DEBUG] [LOCAL ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt [2025-09-26T23:04:01.046739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:01.046780] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:01.046814] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:01.046879] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:01.066707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:01.067396] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:01.067489] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:01.067525] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:01.097519] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:01.097695] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:01.097760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:01.097796] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:01.101437] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: UP (p=87.19%) [2025-09-26T23:04:01.101805] [INFO ] [FORECASTER] Completed predict_future for CCIF [2025-09-26T23:04:01.101955] [INFO ] [sig ] CCIF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:01.266805] [INFO ] [LOCAL ] Saved forecast: CCIF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CCIF.txt [2025-09-26T23:04:01.267052] [WARN ] [sig ] [311/2043] Failed CCIF after 0.3s | 4.17 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:04:01.267132] [INFO ] [sig ] [312/2043] Forecasting CCJ... [2025-09-26T23:04:01.267173] [INFO ] [sig ] Generating forecast for: CCJ [2025-09-26T23:04:01.267208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'. [2025-09-26T23:04:01.277218] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCJ'. [2025-09-26T23:04:01.277620] [INFO ] [FORECASTER] Starting predict_future for CCJ [2025-09-26T23:04:01.305361] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:01.306207] [DEBUG] [LOCAL ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt [2025-09-26T23:04:01.306267] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:01.306348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:01.306393] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:01.306492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:01.326200] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:01.326974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:01.327066] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:01.327102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:01.361895] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:01.362066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:01.362112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:01.362143] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:01.366401] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: UP (p=84.53%) [2025-09-26T23:04:01.366851] [INFO ] [FORECASTER] Completed predict_future for CCJ [2025-09-26T23:04:01.367051] [INFO ] [sig ] CCJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:01.528596] [INFO ] [LOCAL ] Saved forecast: CCJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CCJ.txt [2025-09-26T23:04:01.528872] [WARN ] [sig ] [312/2043] Failed CCJ after 0.3s | 4.17 sym/s | Total: 1.2m | ETA: 6.9m [2025-09-26T23:04:01.528957] [INFO ] [sig ] [313/2043] Forecasting CCK... [2025-09-26T23:04:01.529014] [INFO ] [sig ] Generating forecast for: CCK [2025-09-26T23:04:01.529081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'. [2025-09-26T23:04:01.539140] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCK'. [2025-09-26T23:04:01.539461] [INFO ] [FORECASTER] Starting predict_future for CCK [2025-09-26T23:04:01.567163] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:01.567992] [DEBUG] [LOCAL ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt [2025-09-26T23:04:01.568066] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:01.568117] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:01.568149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:01.568271] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:01.590156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:01.590894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:01.590986] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:01.591023] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:01.626581] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:01.626782] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:01.626838] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:01.626875] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:01.631103] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: DOWN (p=34.66%) [2025-09-26T23:04:01.631473] [INFO ] [FORECASTER] Completed predict_future for CCK [2025-09-26T23:04:01.631676] [INFO ] [sig ] CCK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:01.785187] [INFO ] [LOCAL ] Saved forecast: CCK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CCK.txt [2025-09-26T23:04:01.785412] [WARN ] [sig ] [313/2043] Failed CCK after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:01.785498] [INFO ] [sig ] [314/2043] Forecasting CCL... [2025-09-26T23:04:01.785540] [INFO ] [sig ] Generating forecast for: CCL [2025-09-26T23:04:01.785575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'. [2025-09-26T23:04:01.795345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCL'. [2025-09-26T23:04:01.795765] [INFO ] [FORECASTER] Starting predict_future for CCL [2025-09-26T23:04:01.824118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:01.825001] [DEBUG] [LOCAL ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt [2025-09-26T23:04:01.825062] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:01.825097] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:01.825126] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:01.825184] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:01.844579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:01.845407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:01.845500] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:01.845536] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:01.876118] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:01.876256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:01.876375] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:01.876420] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:01.880097] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: DOWN (p=37.30%) [2025-09-26T23:04:01.880392] [INFO ] [FORECASTER] Completed predict_future for CCL [2025-09-26T23:04:01.880529] [INFO ] [sig ] CCL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:02.031867] [INFO ] [LOCAL ] Saved forecast: CCL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CCL.txt [2025-09-26T23:04:02.032136] [WARN ] [sig ] [314/2043] Failed CCL after 0.2s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:02.032225] [INFO ] [sig ] [315/2043] Forecasting CCO... [2025-09-26T23:04:02.032266] [INFO ] [sig ] Generating forecast for: CCO [2025-09-26T23:04:02.032301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'. [2025-09-26T23:04:02.041907] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCO'. [2025-09-26T23:04:02.042253] [INFO ] [FORECASTER] Starting predict_future for CCO [2025-09-26T23:04:02.070917] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:02.071854] [DEBUG] [LOCAL ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt [2025-09-26T23:04:02.071912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:02.071948] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:02.071981] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:02.072051] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:02.090833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:02.091407] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:02.091495] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:02.091529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:02.130567] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:02.130678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:02.130733] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:02.130785] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:02.134179] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-09-26T23:04:02.134485] [INFO ] [FORECASTER] Completed predict_future for CCO [2025-09-26T23:04:02.134634] [INFO ] [sig ] CCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:02.285330] [INFO ] [LOCAL ] Saved forecast: CCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CCO.txt [2025-09-26T23:04:02.285569] [WARN ] [sig ] [315/2043] Failed CCO after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:02.285668] [INFO ] [sig ] [316/2043] Forecasting CCRD... [2025-09-26T23:04:02.285725] [INFO ] [sig ] Generating forecast for: CCRD [2025-09-26T23:04:02.285763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCRD' from 'https://tdm.silogroup.org/data/derivative_storage/CCRD.csv'. [2025-09-26T23:04:02.290718] [WARN ] [REMOTE ] Historical data not found for symbol 'CCRD' (404). [2025-09-26T23:04:02.290917] [FATAL] [sig ] CCRD: No historical data fetched. [2025-09-26T23:04:02.291006] [WARN ] [sig ] [316/2043] Failed CCRD after 0.0s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:02.291073] [INFO ] [sig ] [317/2043] Forecasting CCS... [2025-09-26T23:04:02.291112] [INFO ] [sig ] Generating forecast for: CCS [2025-09-26T23:04:02.291145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'. [2025-09-26T23:04:02.300905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCS'. [2025-09-26T23:04:02.301384] [INFO ] [FORECASTER] Starting predict_future for CCS [2025-09-26T23:04:02.329071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:02.329871] [DEBUG] [LOCAL ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt [2025-09-26T23:04:02.329928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:02.329966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:02.329995] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:02.330054] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:02.349340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:02.349969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:02.350056] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:02.350090] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:02.385738] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:02.385839] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:02.385914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:02.385946] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:02.393156] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=7.92%) [2025-09-26T23:04:02.393443] [INFO ] [FORECASTER] Completed predict_future for CCS [2025-09-26T23:04:02.393583] [INFO ] [sig ] CCS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:02.547417] [INFO ] [LOCAL ] Saved forecast: CCS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CCS.txt [2025-09-26T23:04:02.547630] [WARN ] [sig ] [317/2043] Failed CCS after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:02.547725] [INFO ] [sig ] [318/2043] Forecasting CCU... [2025-09-26T23:04:02.547768] [INFO ] [sig ] Generating forecast for: CCU [2025-09-26T23:04:02.547801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CCU' from 'https://tdm.silogroup.org/data/derivative_storage/CCU.csv'. [2025-09-26T23:04:02.558210] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CCU'. [2025-09-26T23:04:02.558509] [INFO ] [FORECASTER] Starting predict_future for CCU [2025-09-26T23:04:02.585839] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:02.586676] [DEBUG] [LOCAL ] No optimal features file found for CCU: ./output/feature-sets/CCU.txt [2025-09-26T23:04:02.586740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:02.586776] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:02.586805] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:02.586865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:02.606922] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:02.607603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:02.607718] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:02.607801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:02.643499] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:02.643603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:02.643670] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:02.643726] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:02.647091] [DEBUG] [FORECASTER] CCU: Forecast T+1@11:T+2@11: UP (p=85.05%) [2025-09-26T23:04:02.647373] [INFO ] [FORECASTER] Completed predict_future for CCU [2025-09-26T23:04:02.647522] [INFO ] [sig ] CCU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:02.799637] [INFO ] [LOCAL ] Saved forecast: CCU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CCU.txt [2025-09-26T23:04:02.799889] [WARN ] [sig ] [318/2043] Failed CCU after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:02.799970] [INFO ] [sig ] [319/2043] Forecasting CDE... [2025-09-26T23:04:02.800010] [INFO ] [sig ] Generating forecast for: CDE [2025-09-26T23:04:02.800043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'. [2025-09-26T23:04:02.810388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDE'. [2025-09-26T23:04:02.810704] [INFO ] [FORECASTER] Starting predict_future for CDE [2025-09-26T23:04:02.837031] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:02.837819] [DEBUG] [LOCAL ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt [2025-09-26T23:04:02.837876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:02.837911] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:02.837941] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:02.837999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:02.856570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:02.857158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:02.857244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:02.857278] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:02.894213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:02.894298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:02.894337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:02.894365] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:02.898024] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=68.92%) [2025-09-26T23:04:02.898293] [INFO ] [FORECASTER] Completed predict_future for CDE [2025-09-26T23:04:02.898434] [INFO ] [sig ] CDE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:03.051845] [INFO ] [LOCAL ] Saved forecast: CDE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CDE.txt [2025-09-26T23:04:03.052061] [WARN ] [sig ] [319/2043] Failed CDE after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:03.052144] [INFO ] [sig ] [320/2043] Forecasting CDLR... [2025-09-26T23:04:03.052184] [INFO ] [sig ] Generating forecast for: CDLR [2025-09-26T23:04:03.052218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDLR' from 'https://tdm.silogroup.org/data/derivative_storage/CDLR.csv'. [2025-09-26T23:04:03.062521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDLR'. [2025-09-26T23:04:03.062829] [INFO ] [FORECASTER] Starting predict_future for CDLR [2025-09-26T23:04:03.089401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:03.090179] [DEBUG] [LOCAL ] No optimal features file found for CDLR: ./output/feature-sets/CDLR.txt [2025-09-26T23:04:03.090239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:03.090274] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:03.090302] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:03.090359] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:03.109705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:03.110457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:03.110546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:03.110579] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:03.144624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:03.144734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:03.144779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:03.144876] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:03.148220] [DEBUG] [FORECASTER] CDLR: Forecast T+1@11:T+2@11: UP (p=98.32%) [2025-09-26T23:04:03.148574] [INFO ] [FORECASTER] Completed predict_future for CDLR [2025-09-26T23:04:03.148768] [INFO ] [sig ] CDLR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:03.296122] [INFO ] [LOCAL ] Saved forecast: CDLR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CDLR.txt [2025-09-26T23:04:03.296357] [WARN ] [sig ] [320/2043] Failed CDLR after 0.2s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:03.296440] [INFO ] [sig ] [321/2043] Forecasting CDP... [2025-09-26T23:04:03.296481] [INFO ] [sig ] Generating forecast for: CDP [2025-09-26T23:04:03.296515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'. [2025-09-26T23:04:03.306823] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDP'. [2025-09-26T23:04:03.307222] [INFO ] [FORECASTER] Starting predict_future for CDP [2025-09-26T23:04:03.333572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:03.334351] [DEBUG] [LOCAL ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt [2025-09-26T23:04:03.334408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:03.334443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:03.334471] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:03.334529] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:03.352861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:03.353460] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:03.353545] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:03.353580] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:03.392188] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:03.392286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:03.392329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:03.392371] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:03.395700] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: UP (p=74.44%) [2025-09-26T23:04:03.395983] [INFO ] [FORECASTER] Completed predict_future for CDP [2025-09-26T23:04:03.396122] [INFO ] [sig ] CDP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:03.552260] [INFO ] [LOCAL ] Saved forecast: CDP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CDP.txt [2025-09-26T23:04:03.552485] [WARN ] [sig ] [321/2043] Failed CDP after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:03.552566] [INFO ] [sig ] [322/2043] Forecasting CDRE... [2025-09-26T23:04:03.552607] [INFO ] [sig ] Generating forecast for: CDRE [2025-09-26T23:04:03.552672] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'. [2025-09-26T23:04:03.562842] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CDRE'. [2025-09-26T23:04:03.563150] [INFO ] [FORECASTER] Starting predict_future for CDRE [2025-09-26T23:04:03.590414] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:03.591171] [DEBUG] [LOCAL ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt [2025-09-26T23:04:03.591227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:03.591262] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:03.591291] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:03.591350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:03.609829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:03.610412] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:03.610497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:03.610532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:03.648844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:03.648932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:03.648969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:03.648999] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:03.652254] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-09-26T23:04:03.652534] [INFO ] [FORECASTER] Completed predict_future for CDRE [2025-09-26T23:04:03.652711] [INFO ] [sig ] CDRE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:03.800508] [INFO ] [LOCAL ] Saved forecast: CDRE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CDRE.txt [2025-09-26T23:04:03.800736] [WARN ] [sig ] [322/2043] Failed CDRE after 0.2s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:03.800819] [INFO ] [sig ] [323/2043] Forecasting CE... [2025-09-26T23:04:03.800859] [INFO ] [sig ] Generating forecast for: CE [2025-09-26T23:04:03.800893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'. [2025-09-26T23:04:03.810946] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CE'. [2025-09-26T23:04:03.811235] [INFO ] [FORECASTER] Starting predict_future for CE [2025-09-26T23:04:03.838269] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:03.839052] [DEBUG] [LOCAL ] No optimal features file found for CE: ./output/feature-sets/CE.txt [2025-09-26T23:04:03.839110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:03.839144] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:03.839173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:03.839242] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:03.857784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:03.858353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:03.858438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:03.858477] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:03.898542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:03.898750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:03.898806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:03.898838] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:03.902774] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=73.77%) [2025-09-26T23:04:03.903085] [INFO ] [FORECASTER] Completed predict_future for CE [2025-09-26T23:04:03.903240] [INFO ] [sig ] CE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:04.057118] [INFO ] [LOCAL ] Saved forecast: CE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CE.txt [2025-09-26T23:04:04.057443] [WARN ] [sig ] [323/2043] Failed CE after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:04.057534] [INFO ] [sig ] [324/2043] Forecasting CEE... [2025-09-26T23:04:04.057575] [INFO ] [sig ] Generating forecast for: CEE [2025-09-26T23:04:04.057610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEE' from 'https://tdm.silogroup.org/data/derivative_storage/CEE.csv'. [2025-09-26T23:04:04.068143] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CEE'. [2025-09-26T23:04:04.068537] [INFO ] [FORECASTER] Starting predict_future for CEE [2025-09-26T23:04:04.096436] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:04.097289] [DEBUG] [LOCAL ] No optimal features file found for CEE: ./output/feature-sets/CEE.txt [2025-09-26T23:04:04.097347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:04.097383] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:04.097413] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:04.097471] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:04.116050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:04.116845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:04.116935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:04.116971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:04.154529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:04.154734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:04.154793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:04.154831] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:04.159049] [DEBUG] [FORECASTER] CEE: Forecast T+1@11:T+2@11: DOWN (p=22.53%) [2025-09-26T23:04:04.159411] [INFO ] [FORECASTER] Completed predict_future for CEE [2025-09-26T23:04:04.159578] [INFO ] [sig ] CEE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:04.311351] [INFO ] [LOCAL ] Saved forecast: CEE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CEE.txt [2025-09-26T23:04:04.311605] [WARN ] [sig ] [324/2043] Failed CEE after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:04.311706] [INFO ] [sig ] [325/2043] Forecasting CEPU... [2025-09-26T23:04:04.311750] [INFO ] [sig ] Generating forecast for: CEPU [2025-09-26T23:04:04.311785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CEPU' from 'https://tdm.silogroup.org/data/derivative_storage/CEPU.csv'. [2025-09-26T23:04:04.322141] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CEPU'. [2025-09-26T23:04:04.322459] [INFO ] [FORECASTER] Starting predict_future for CEPU [2025-09-26T23:04:04.348899] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:04.349727] [DEBUG] [LOCAL ] No optimal features file found for CEPU: ./output/feature-sets/CEPU.txt [2025-09-26T23:04:04.349790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:04.349833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:04.349864] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:04.349925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:04.368000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:04.368613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:04.368729] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:04.368774] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:04.411270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:04.411450] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:04.411494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:04.411524] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:04.415382] [DEBUG] [FORECASTER] CEPU: Forecast T+1@11:T+2@11: DOWN (p=4.73%) [2025-09-26T23:04:04.415785] [INFO ] [FORECASTER] Completed predict_future for CEPU [2025-09-26T23:04:04.415944] [INFO ] [sig ] CEPU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:04.575705] [INFO ] [LOCAL ] Saved forecast: CEPU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CEPU.txt [2025-09-26T23:04:04.575981] [WARN ] [sig ] [325/2043] Failed CEPU after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:04.576062] [INFO ] [sig ] [326/2043] Forecasting CF... [2025-09-26T23:04:04.576104] [INFO ] [sig ] Generating forecast for: CF [2025-09-26T23:04:04.576138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'. [2025-09-26T23:04:04.586351] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CF'. [2025-09-26T23:04:04.586727] [INFO ] [FORECASTER] Starting predict_future for CF [2025-09-26T23:04:04.613240] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:04.614070] [DEBUG] [LOCAL ] No optimal features file found for CF: ./output/feature-sets/CF.txt [2025-09-26T23:04:04.614127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:04.614162] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:04.614192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:04.614250] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:04.633903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:04.634560] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:04.634668] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:04.634725] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:04.674417] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:04.674592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:04.674666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:04.674723] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:04.678592] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=66.02%) [2025-09-26T23:04:04.678931] [INFO ] [FORECASTER] Completed predict_future for CF [2025-09-26T23:04:04.679103] [INFO ] [sig ] CF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:04.831968] [INFO ] [LOCAL ] Saved forecast: CF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CF.txt [2025-09-26T23:04:04.832253] [WARN ] [sig ] [326/2043] Failed CF after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:04.832363] [INFO ] [sig ] [327/2043] Forecasting CFG... [2025-09-26T23:04:04.832406] [INFO ] [sig ] Generating forecast for: CFG [2025-09-26T23:04:04.832439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'. [2025-09-26T23:04:04.843378] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CFG'. [2025-09-26T23:04:04.843739] [INFO ] [FORECASTER] Starting predict_future for CFG [2025-09-26T23:04:04.870703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:04.871684] [DEBUG] [LOCAL ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt [2025-09-26T23:04:04.871757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:04.871832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:04.871885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:04.871950] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:04.890983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:04.891887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:04.891985] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:04.892020] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:04.932918] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:04.933103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:04.933148] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:04.933179] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:04.937100] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=99.73%) [2025-09-26T23:04:04.937439] [INFO ] [FORECASTER] Completed predict_future for CFG [2025-09-26T23:04:04.937596] [INFO ] [sig ] CFG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:05.101403] [INFO ] [LOCAL ] Saved forecast: CFG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CFG.txt [2025-09-26T23:04:05.101688] [WARN ] [sig ] [327/2043] Failed CFG after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:05.101777] [INFO ] [sig ] [328/2043] Forecasting CFR... [2025-09-26T23:04:05.101818] [INFO ] [sig ] Generating forecast for: CFR [2025-09-26T23:04:05.101852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CFR' from 'https://tdm.silogroup.org/data/derivative_storage/CFR.csv'. [2025-09-26T23:04:05.112070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CFR'. [2025-09-26T23:04:05.112423] [INFO ] [FORECASTER] Starting predict_future for CFR [2025-09-26T23:04:05.139177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:05.140053] [DEBUG] [LOCAL ] No optimal features file found for CFR: ./output/feature-sets/CFR.txt [2025-09-26T23:04:05.140114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:05.140151] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:05.140179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:05.140237] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:05.159494] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:05.160384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:05.160480] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:05.160517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:05.200023] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:05.200198] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:05.200242] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:05.200274] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:05.204202] [DEBUG] [FORECASTER] CFR: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-09-26T23:04:05.204506] [INFO ] [FORECASTER] Completed predict_future for CFR [2025-09-26T23:04:05.204680] [INFO ] [sig ] CFR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:05.368954] [INFO ] [LOCAL ] Saved forecast: CFR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CFR.txt [2025-09-26T23:04:05.369281] [WARN ] [sig ] [328/2043] Failed CFR after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:05.369381] [INFO ] [sig ] [329/2043] Forecasting CGAU... [2025-09-26T23:04:05.369434] [INFO ] [sig ] Generating forecast for: CGAU [2025-09-26T23:04:05.369482] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGAU' from 'https://tdm.silogroup.org/data/derivative_storage/CGAU.csv'. [2025-09-26T23:04:05.380838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CGAU'. [2025-09-26T23:04:05.381329] [INFO ] [FORECASTER] Starting predict_future for CGAU [2025-09-26T23:04:05.418917] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:05.420362] [DEBUG] [LOCAL ] No optimal features file found for CGAU: ./output/feature-sets/CGAU.txt [2025-09-26T23:04:05.420480] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:05.420529] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:05.420570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:05.420693] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:05.445156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:05.446399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:05.446538] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:05.446606] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:05.485896] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:05.486134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:05.486198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:05.486234] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:05.490254] [DEBUG] [FORECASTER] CGAU: Forecast T+1@11:T+2@11: UP (p=99.64%) [2025-09-26T23:04:05.490709] [INFO ] [FORECASTER] Completed predict_future for CGAU [2025-09-26T23:04:05.490882] [INFO ] [sig ] CGAU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:05.655066] [INFO ] [LOCAL ] Saved forecast: CGAU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CGAU.txt [2025-09-26T23:04:05.655352] [WARN ] [sig ] [329/2043] Failed CGAU after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.9m [2025-09-26T23:04:05.655438] [INFO ] [sig ] [330/2043] Forecasting CGV... [2025-09-26T23:04:05.655480] [INFO ] [sig ] Generating forecast for: CGV [2025-09-26T23:04:05.655515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CGV' from 'https://tdm.silogroup.org/data/derivative_storage/CGV.csv'. [2025-09-26T23:04:05.660738] [WARN ] [REMOTE ] Historical data not found for symbol 'CGV' (404). [2025-09-26T23:04:05.660952] [FATAL] [sig ] CGV: No historical data fetched. [2025-09-26T23:04:05.661045] [WARN ] [sig ] [330/2043] Failed CGV after 0.0s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:05.661114] [INFO ] [sig ] [331/2043] Forecasting CHCT... [2025-09-26T23:04:05.661153] [INFO ] [sig ] Generating forecast for: CHCT [2025-09-26T23:04:05.661185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHCT' from 'https://tdm.silogroup.org/data/derivative_storage/CHCT.csv'. [2025-09-26T23:04:05.670249] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHCT'. [2025-09-26T23:04:05.670577] [INFO ] [FORECASTER] Starting predict_future for CHCT [2025-09-26T23:04:05.701019] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:05.701932] [DEBUG] [LOCAL ] No optimal features file found for CHCT: ./output/feature-sets/CHCT.txt [2025-09-26T23:04:05.701992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:05.702030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:05.702083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:05.702176] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:05.724038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:05.724831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:05.724925] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:05.725006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:05.763985] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:05.764154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:05.764198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:05.764230] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:05.768158] [DEBUG] [FORECASTER] CHCT: Forecast T+1@11:T+2@11: UP (p=53.68%) [2025-09-26T23:04:05.768450] [INFO ] [FORECASTER] Completed predict_future for CHCT [2025-09-26T23:04:05.768593] [INFO ] [sig ] CHCT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:05.919370] [INFO ] [LOCAL ] Saved forecast: CHCT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CHCT.txt [2025-09-26T23:04:05.919625] [WARN ] [sig ] [331/2043] Failed CHCT after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:05.919727] [INFO ] [sig ] [332/2043] Forecasting CHD... [2025-09-26T23:04:05.919769] [INFO ] [sig ] Generating forecast for: CHD [2025-09-26T23:04:05.919804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'. [2025-09-26T23:04:05.930593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHD'. [2025-09-26T23:04:05.931032] [INFO ] [FORECASTER] Starting predict_future for CHD [2025-09-26T23:04:05.958388] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:05.959311] [DEBUG] [LOCAL ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt [2025-09-26T23:04:05.959384] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:05.959431] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:05.959470] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:05.959551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:05.979349] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:05.980383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:05.980516] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:05.980585] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:06.017182] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:06.017354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:06.017404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:06.017475] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:06.022279] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=92.67%) [2025-09-26T23:04:06.022787] [INFO ] [FORECASTER] Completed predict_future for CHD [2025-09-26T23:04:06.022949] [INFO ] [sig ] CHD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:06.173854] [INFO ] [LOCAL ] Saved forecast: CHD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CHD.txt [2025-09-26T23:04:06.174142] [WARN ] [sig ] [332/2043] Failed CHD after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:06.174235] [INFO ] [sig ] [333/2043] Forecasting CHE... [2025-09-26T23:04:06.174278] [INFO ] [sig ] Generating forecast for: CHE [2025-09-26T23:04:06.174312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'. [2025-09-26T23:04:06.184056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHE'. [2025-09-26T23:04:06.184383] [INFO ] [FORECASTER] Starting predict_future for CHE [2025-09-26T23:04:06.211018] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:06.211887] [DEBUG] [LOCAL ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt [2025-09-26T23:04:06.211951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:06.211988] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:06.212018] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:06.212078] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:06.230102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:06.230996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:06.231094] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:06.231132] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:06.264853] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:06.265027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:06.265076] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:06.265109] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:06.268932] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=40.60%) [2025-09-26T23:04:06.269289] [INFO ] [FORECASTER] Completed predict_future for CHE [2025-09-26T23:04:06.269463] [INFO ] [sig ] CHE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:06.429400] [INFO ] [LOCAL ] Saved forecast: CHE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CHE.txt [2025-09-26T23:04:06.429703] [WARN ] [sig ] [333/2043] Failed CHE after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:06.429800] [INFO ] [sig ] [334/2043] Forecasting CHGG... [2025-09-26T23:04:06.429841] [INFO ] [sig ] Generating forecast for: CHGG [2025-09-26T23:04:06.429877] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHGG' from 'https://tdm.silogroup.org/data/derivative_storage/CHGG.csv'. [2025-09-26T23:04:06.440494] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHGG'. [2025-09-26T23:04:06.440987] [INFO ] [FORECASTER] Starting predict_future for CHGG [2025-09-26T23:04:06.468931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:06.469836] [DEBUG] [LOCAL ] No optimal features file found for CHGG: ./output/feature-sets/CHGG.txt [2025-09-26T23:04:06.469895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:06.469933] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:06.469964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:06.470025] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:06.489946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:06.490949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:06.491049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:06.491086] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:06.528026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:06.528215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:06.528268] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:06.528315] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:06.532236] [DEBUG] [FORECASTER] CHGG: Forecast T+1@11:T+2@11: DOWN (p=7.20%) [2025-09-26T23:04:06.532581] [INFO ] [FORECASTER] Completed predict_future for CHGG [2025-09-26T23:04:06.532780] [INFO ] [sig ] CHGG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:06.692156] [INFO ] [LOCAL ] Saved forecast: CHGG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CHGG.txt [2025-09-26T23:04:06.692463] [WARN ] [sig ] [334/2043] Failed CHGG after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:06.692552] [INFO ] [sig ] [335/2043] Forecasting CHH... [2025-09-26T23:04:06.692595] [INFO ] [sig ] Generating forecast for: CHH [2025-09-26T23:04:06.692631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'. [2025-09-26T23:04:06.702611] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHH'. [2025-09-26T23:04:06.702938] [INFO ] [FORECASTER] Starting predict_future for CHH [2025-09-26T23:04:06.729448] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:06.730292] [DEBUG] [LOCAL ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt [2025-09-26T23:04:06.730352] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:06.730389] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:06.730419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:06.730478] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:06.748707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:06.749345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:06.749434] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:06.749519] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:06.780889] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:06.781009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:06.781051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:06.781083] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:06.784602] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=88.02%) [2025-09-26T23:04:06.784925] [INFO ] [FORECASTER] Completed predict_future for CHH [2025-09-26T23:04:06.785073] [INFO ] [sig ] CHH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:06.937348] [INFO ] [LOCAL ] Saved forecast: CHH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CHH.txt [2025-09-26T23:04:06.937631] [WARN ] [sig ] [335/2043] Failed CHH after 0.2s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:06.937739] [INFO ] [sig ] [336/2043] Forecasting CHMI... [2025-09-26T23:04:06.937779] [INFO ] [sig ] Generating forecast for: CHMI [2025-09-26T23:04:06.937845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'. [2025-09-26T23:04:06.948030] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHMI'. [2025-09-26T23:04:06.948401] [INFO ] [FORECASTER] Starting predict_future for CHMI [2025-09-26T23:04:06.975479] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:06.976394] [DEBUG] [LOCAL ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt [2025-09-26T23:04:06.976458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:06.976496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:06.976526] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:06.976586] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:06.995078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:06.995815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:06.995903] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:06.995937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:07.033556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:07.033771] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:07.033832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:07.033868] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:07.037931] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=23.81%) [2025-09-26T23:04:07.038232] [INFO ] [FORECASTER] Completed predict_future for CHMI [2025-09-26T23:04:07.038377] [INFO ] [sig ] CHMI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:07.202853] [INFO ] [LOCAL ] Saved forecast: CHMI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CHMI.txt [2025-09-26T23:04:07.203115] [WARN ] [sig ] [336/2043] Failed CHMI after 0.3s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:07.203211] [INFO ] [sig ] [337/2043] Forecasting CHN... [2025-09-26T23:04:07.203286] [INFO ] [sig ] Generating forecast for: CHN [2025-09-26T23:04:07.203350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHN' from 'https://tdm.silogroup.org/data/derivative_storage/CHN.csv'. [2025-09-26T23:04:07.213239] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHN'. [2025-09-26T23:04:07.213618] [INFO ] [FORECASTER] Starting predict_future for CHN [2025-09-26T23:04:07.240368] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:07.241339] [DEBUG] [LOCAL ] No optimal features file found for CHN: ./output/feature-sets/CHN.txt [2025-09-26T23:04:07.241402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:07.241439] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:07.241470] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:07.241529] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:07.259369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:07.260128] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:07.260216] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:07.260251] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:07.291820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:07.292005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:07.292052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:07.292085] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:07.296385] [DEBUG] [FORECASTER] CHN: Forecast T+1@11:T+2@11: DOWN (p=4.04%) [2025-09-26T23:04:07.296763] [INFO ] [FORECASTER] Completed predict_future for CHN [2025-09-26T23:04:07.296928] [INFO ] [sig ] CHN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:07.447718] [INFO ] [LOCAL ] Saved forecast: CHN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CHN.txt [2025-09-26T23:04:07.447994] [WARN ] [sig ] [337/2043] Failed CHN after 0.2s | 4.18 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:07.448090] [INFO ] [sig ] [338/2043] Forecasting CHPT... [2025-09-26T23:04:07.448169] [INFO ] [sig ] Generating forecast for: CHPT [2025-09-26T23:04:07.448227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHPT' from 'https://tdm.silogroup.org/data/derivative_storage/CHPT.csv'. [2025-09-26T23:04:07.459201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHPT'. [2025-09-26T23:04:07.459595] [INFO ] [FORECASTER] Starting predict_future for CHPT [2025-09-26T23:04:07.485712] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:07.486531] [DEBUG] [LOCAL ] No optimal features file found for CHPT: ./output/feature-sets/CHPT.txt [2025-09-26T23:04:07.486593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:07.486628] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:07.486693] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:07.486766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:07.505527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:07.506544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:07.506675] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:07.506733] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:07.541819] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:07.541981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:07.542029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:07.542063] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:07.546336] [DEBUG] [FORECASTER] CHPT: Forecast T+1@11:T+2@11: UP (p=56.78%) [2025-09-26T23:04:07.546693] [INFO ] [FORECASTER] Completed predict_future for CHPT [2025-09-26T23:04:07.546860] [INFO ] [sig ] CHPT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:07.723189] [INFO ] [LOCAL ] Saved forecast: CHPT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CHPT.txt [2025-09-26T23:04:07.723512] [WARN ] [sig ] [338/2043] Failed CHPT after 0.3s | 4.17 sym/s | Total: 1.3m | ETA: 6.8m [2025-09-26T23:04:07.723571] [INFO ] [sig ] [339/2043] Forecasting CHT... [2025-09-26T23:04:07.723608] [INFO ] [sig ] Generating forecast for: CHT [2025-09-26T23:04:07.723668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHT' from 'https://tdm.silogroup.org/data/derivative_storage/CHT.csv'. [2025-09-26T23:04:07.739674] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHT'. [2025-09-26T23:04:07.740118] [INFO ] [FORECASTER] Starting predict_future for CHT [2025-09-26T23:04:07.766998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:07.767815] [DEBUG] [LOCAL ] No optimal features file found for CHT: ./output/feature-sets/CHT.txt [2025-09-26T23:04:07.767874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:07.767911] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:07.767939] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:07.767997] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:07.786176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:07.787029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:07.787125] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:07.787163] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:07.819108] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:07.819306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:07.819394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:07.819463] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:07.823814] [DEBUG] [FORECASTER] CHT: Forecast T+1@11:T+2@11: DOWN (p=7.27%) [2025-09-26T23:04:07.824141] [INFO ] [FORECASTER] Completed predict_future for CHT [2025-09-26T23:04:07.824294] [INFO ] [sig ] CHT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:07.977578] [INFO ] [LOCAL ] Saved forecast: CHT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CHT.txt [2025-09-26T23:04:07.977872] [WARN ] [sig ] [339/2043] Failed CHT after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:07.977958] [INFO ] [sig ] [340/2043] Forecasting CHWY... [2025-09-26T23:04:07.978007] [INFO ] [sig ] Generating forecast for: CHWY [2025-09-26T23:04:07.978043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'. [2025-09-26T23:04:07.988010] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CHWY'. [2025-09-26T23:04:07.988436] [INFO ] [FORECASTER] Starting predict_future for CHWY [2025-09-26T23:04:08.015604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:08.016503] [DEBUG] [LOCAL ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt [2025-09-26T23:04:08.016564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:08.016601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:08.016632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:08.016731] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:08.035717] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:08.036666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:08.036766] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:08.036803] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:08.070937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:08.071120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:08.071167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:08.071199] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:08.075417] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: UP (p=76.00%) [2025-09-26T23:04:08.075792] [INFO ] [FORECASTER] Completed predict_future for CHWY [2025-09-26T23:04:08.075953] [INFO ] [sig ] CHWY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:08.232231] [INFO ] [LOCAL ] Saved forecast: CHWY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CHWY.txt [2025-09-26T23:04:08.232469] [WARN ] [sig ] [340/2043] Failed CHWY after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:08.232552] [INFO ] [sig ] [341/2043] Forecasting CI... [2025-09-26T23:04:08.232593] [INFO ] [sig ] Generating forecast for: CI [2025-09-26T23:04:08.232627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'. [2025-09-26T23:04:08.242463] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CI'. [2025-09-26T23:04:08.242848] [INFO ] [FORECASTER] Starting predict_future for CI [2025-09-26T23:04:08.269508] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:08.270340] [DEBUG] [LOCAL ] No optimal features file found for CI: ./output/feature-sets/CI.txt [2025-09-26T23:04:08.270397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:08.270433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:08.270462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:08.270521] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:08.289521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:08.290298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:08.290394] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:08.290431] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:08.322180] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:08.322337] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:08.322382] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:08.322416] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:08.326710] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=74.35%) [2025-09-26T23:04:08.327035] [INFO ] [FORECASTER] Completed predict_future for CI [2025-09-26T23:04:08.327186] [INFO ] [sig ] CI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:08.479983] [INFO ] [LOCAL ] Saved forecast: CI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CI.txt [2025-09-26T23:04:08.480248] [WARN ] [sig ] [341/2043] Failed CI after 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:08.480334] [INFO ] [sig ] [342/2043] Forecasting CIA... [2025-09-26T23:04:08.480375] [INFO ] [sig ] Generating forecast for: CIA [2025-09-26T23:04:08.480409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'. [2025-09-26T23:04:08.490973] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIA'. [2025-09-26T23:04:08.491344] [INFO ] [FORECASTER] Starting predict_future for CIA [2025-09-26T23:04:08.521286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:08.522185] [DEBUG] [LOCAL ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt [2025-09-26T23:04:08.522249] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:08.522342] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:08.522382] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:08.522443] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:08.541352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:08.542341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:08.542438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:08.542474] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:08.574927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:08.575108] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:08.575155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:08.575189] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:08.579624] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=8.02%) [2025-09-26T23:04:08.579999] [INFO ] [FORECASTER] Completed predict_future for CIA [2025-09-26T23:04:08.580153] [INFO ] [sig ] CIA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:08.730830] [INFO ] [LOCAL ] Saved forecast: CIA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CIA.txt [2025-09-26T23:04:08.731108] [WARN ] [sig ] [342/2043] Failed CIA after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:08.731189] [INFO ] [sig ] [343/2043] Forecasting CIB... [2025-09-26T23:04:08.731230] [INFO ] [sig ] Generating forecast for: CIB [2025-09-26T23:04:08.731265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'. [2025-09-26T23:04:08.741394] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIB'. [2025-09-26T23:04:08.742076] [INFO ] [FORECASTER] Starting predict_future for CIB [2025-09-26T23:04:08.769210] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:08.770083] [DEBUG] [LOCAL ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt [2025-09-26T23:04:08.770142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:08.770179] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:08.770209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:08.770272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:08.789801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:08.790594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:08.790710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:08.790759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:08.824244] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:08.824425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:08.824473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:08.824506] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:08.828923] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: DOWN (p=8.71%) [2025-09-26T23:04:08.829276] [INFO ] [FORECASTER] Completed predict_future for CIB [2025-09-26T23:04:08.829431] [INFO ] [sig ] CIB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:08.979252] [INFO ] [LOCAL ] Saved forecast: CIB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CIB.txt [2025-09-26T23:04:08.979567] [WARN ] [sig ] [343/2043] Failed CIB after 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:08.979674] [INFO ] [sig ] [344/2043] Forecasting CIEN... [2025-09-26T23:04:08.979742] [INFO ] [sig ] Generating forecast for: CIEN [2025-09-26T23:04:08.979793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'. [2025-09-26T23:04:08.990298] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIEN'. [2025-09-26T23:04:08.990791] [INFO ] [FORECASTER] Starting predict_future for CIEN [2025-09-26T23:04:09.017608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:09.018491] [DEBUG] [LOCAL ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt [2025-09-26T23:04:09.018553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:09.018591] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:09.018621] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:09.018708] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:09.036908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:09.037807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:09.037904] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:09.037941] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:09.071896] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:09.072069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:09.072115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:09.072149] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:09.076386] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=68.81%) [2025-09-26T23:04:09.076764] [INFO ] [FORECASTER] Completed predict_future for CIEN [2025-09-26T23:04:09.076930] [INFO ] [sig ] CIEN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:09.226024] [INFO ] [LOCAL ] Saved forecast: CIEN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CIEN.txt [2025-09-26T23:04:09.226359] [WARN ] [sig ] [344/2043] Failed CIEN after 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:09.226445] [INFO ] [sig ] [345/2043] Forecasting CIF... [2025-09-26T23:04:09.226485] [INFO ] [sig ] Generating forecast for: CIF [2025-09-26T23:04:09.226520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'. [2025-09-26T23:04:09.236354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIF'. [2025-09-26T23:04:09.236702] [INFO ] [FORECASTER] Starting predict_future for CIF [2025-09-26T23:04:09.262899] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:09.263751] [DEBUG] [LOCAL ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt [2025-09-26T23:04:09.263809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:09.263844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:09.263872] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:09.263930] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:09.282173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:09.282800] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:09.282888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:09.282921] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:09.318829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:09.318947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:09.318992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:09.319024] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:09.325850] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=99.51%) [2025-09-26T23:04:09.326163] [INFO ] [FORECASTER] Completed predict_future for CIF [2025-09-26T23:04:09.326368] [INFO ] [sig ] CIF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:09.472945] [INFO ] [LOCAL ] Saved forecast: CIF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CIF.txt [2025-09-26T23:04:09.473497] [WARN ] [sig ] [345/2043] Failed CIF after 0.2s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:09.473593] [INFO ] [sig ] [346/2043] Forecasting CIG... [2025-09-26T23:04:09.473634] [INFO ] [sig ] Generating forecast for: CIG [2025-09-26T23:04:09.473722] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'. [2025-09-26T23:04:09.485150] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIG'. [2025-09-26T23:04:09.485493] [INFO ] [FORECASTER] Starting predict_future for CIG [2025-09-26T23:04:09.512193] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:09.513006] [DEBUG] [LOCAL ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt [2025-09-26T23:04:09.513067] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:09.513110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:09.513144] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:09.513219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:09.530998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:09.531609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:09.531728] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:09.531772] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:09.577766] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:09.577921] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:09.577961] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:09.577991] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:09.581673] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: UP (p=83.88%) [2025-09-26T23:04:09.581985] [INFO ] [FORECASTER] Completed predict_future for CIG [2025-09-26T23:04:09.582158] [INFO ] [sig ] CIG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:09.732259] [INFO ] [LOCAL ] Saved forecast: CIG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CIG.txt [2025-09-26T23:04:09.732597] [WARN ] [sig ] [346/2043] Failed CIG after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:09.732705] [INFO ] [sig ] [347/2043] Forecasting CII... [2025-09-26T23:04:09.732759] [INFO ] [sig ] Generating forecast for: CII [2025-09-26T23:04:09.732796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'. [2025-09-26T23:04:09.745636] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CII'. [2025-09-26T23:04:09.746200] [INFO ] [FORECASTER] Starting predict_future for CII [2025-09-26T23:04:09.776080] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:09.777036] [DEBUG] [LOCAL ] No optimal features file found for CII: ./output/feature-sets/CII.txt [2025-09-26T23:04:09.777098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:09.777137] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:09.777168] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:09.777228] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:09.797004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:09.797830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:09.797934] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:09.797975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:09.841838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:09.842070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:09.842120] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:09.842153] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:09.846515] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=87.21%) [2025-09-26T23:04:09.846925] [INFO ] [FORECASTER] Completed predict_future for CII [2025-09-26T23:04:09.847114] [INFO ] [sig ] CII: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:10.002399] [INFO ] [LOCAL ] Saved forecast: CII 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CII.txt [2025-09-26T23:04:10.002724] [WARN ] [sig ] [347/2043] Failed CII after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:10.002812] [INFO ] [sig ] [348/2043] Forecasting CIM... [2025-09-26T23:04:10.002860] [INFO ] [sig ] Generating forecast for: CIM [2025-09-26T23:04:10.002897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'. [2025-09-26T23:04:10.016204] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIM'. [2025-09-26T23:04:10.016740] [INFO ] [FORECASTER] Starting predict_future for CIM [2025-09-26T23:04:10.043549] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:10.044324] [DEBUG] [LOCAL ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt [2025-09-26T23:04:10.044380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:10.044415] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:10.044443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:10.044502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:10.062740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:10.063333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:10.063448] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:10.063505] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:10.115799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:10.116287] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:10.116423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:10.116490] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:10.121226] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=54.89%) [2025-09-26T23:04:10.121725] [INFO ] [FORECASTER] Completed predict_future for CIM [2025-09-26T23:04:10.121925] [INFO ] [sig ] CIM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:10.270308] [INFO ] [LOCAL ] Saved forecast: CIM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CIM.txt [2025-09-26T23:04:10.270700] [WARN ] [sig ] [348/2043] Failed CIM after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:10.270846] [INFO ] [sig ] [349/2043] Forecasting CIMN... [2025-09-26T23:04:10.270888] [INFO ] [sig ] Generating forecast for: CIMN [2025-09-26T23:04:10.270946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIMN' from 'https://tdm.silogroup.org/data/derivative_storage/CIMN.csv'. [2025-09-26T23:04:10.284688] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CIMN'. [2025-09-26T23:04:10.285061] [INFO ] [FORECASTER] Starting predict_future for CIMN [2025-09-26T23:04:10.311734] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:10.312456] [DEBUG] [LOCAL ] No optimal features file found for CIMN: ./output/feature-sets/CIMN.txt [2025-09-26T23:04:10.312512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:10.312546] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:10.312575] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:10.312634] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:10.330690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:10.331362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:10.331453] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:10.331488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:10.374513] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:10.374621] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:10.374693] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:10.374738] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:10.378100] [DEBUG] [FORECASTER] CIMN: Forecast T+1@11:T+2@11: UP (p=87.69%) [2025-09-26T23:04:10.378385] [INFO ] [FORECASTER] Completed predict_future for CIMN [2025-09-26T23:04:10.378541] [INFO ] [sig ] CIMN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:10.523053] [INFO ] [LOCAL ] Saved forecast: CIMN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CIMN.txt [2025-09-26T23:04:10.523388] [WARN ] [sig ] [349/2043] Failed CIMN after 0.3s | 4.17 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:10.523481] [INFO ] [sig ] [350/2043] Forecasting CINT... [2025-09-26T23:04:10.523523] [INFO ] [sig ] Generating forecast for: CINT [2025-09-26T23:04:10.523559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CINT' from 'https://tdm.silogroup.org/data/derivative_storage/CINT.csv'. [2025-09-26T23:04:10.530329] [WARN ] [REMOTE ] Historical data not found for symbol 'CINT' (404). [2025-09-26T23:04:10.530814] [FATAL] [sig ] CINT: No historical data fetched. [2025-09-26T23:04:10.530924] [WARN ] [sig ] [350/2043] Failed CINT after 0.0s | 4.18 sym/s | Total: 1.4m | ETA: 6.8m [2025-09-26T23:04:10.530974] [INFO ] [sig ] [351/2043] Forecasting CIO... [2025-09-26T23:04:10.531012] [INFO ] [sig ] Generating forecast for: CIO [2025-09-26T23:04:10.531048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'. [2025-09-26T23:04:10.536060] [WARN ] [REMOTE ] Historical data not found for symbol 'CIO' (404). [2025-09-26T23:04:10.536275] [FATAL] [sig ] CIO: No historical data fetched. [2025-09-26T23:04:10.536416] [WARN ] [sig ] [351/2043] Failed CIO after 0.0s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:10.536503] [INFO ] [sig ] [352/2043] Forecasting CION... [2025-09-26T23:04:10.536587] [INFO ] [sig ] Generating forecast for: CION [2025-09-26T23:04:10.536739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'. [2025-09-26T23:04:10.548987] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CION'. [2025-09-26T23:04:10.549555] [INFO ] [FORECASTER] Starting predict_future for CION [2025-09-26T23:04:10.578677] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:10.579666] [DEBUG] [LOCAL ] No optimal features file found for CION: ./output/feature-sets/CION.txt [2025-09-26T23:04:10.579730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:10.579771] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:10.579801] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:10.579862] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:10.599195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:10.600215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:10.600325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:10.600362] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:10.644089] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:10.644330] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:10.644380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:10.644411] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:10.648839] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=95.28%) [2025-09-26T23:04:10.649217] [INFO ] [FORECASTER] Completed predict_future for CION [2025-09-26T23:04:10.649388] [INFO ] [sig ] CION: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:10.804306] [INFO ] [LOCAL ] Saved forecast: CION 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CION.txt [2025-09-26T23:04:10.804587] [WARN ] [sig ] [352/2043] Failed CION after 0.3s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:10.804699] [INFO ] [sig ] [353/2043] Forecasting CL... [2025-09-26T23:04:10.804745] [INFO ] [sig ] Generating forecast for: CL [2025-09-26T23:04:10.804780] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CL' from 'https://tdm.silogroup.org/data/derivative_storage/CL.csv'. [2025-09-26T23:04:10.815274] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CL'. [2025-09-26T23:04:10.815635] [INFO ] [FORECASTER] Starting predict_future for CL [2025-09-26T23:04:10.842162] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:10.843045] [DEBUG] [LOCAL ] No optimal features file found for CL: ./output/feature-sets/CL.txt [2025-09-26T23:04:10.843107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:10.843144] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:10.843172] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:10.843231] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:10.861296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:10.861979] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:10.862077] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:10.862138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:10.905361] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:10.905525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:10.905568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:10.905598] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:10.909404] [DEBUG] [FORECASTER] CL: Forecast T+1@11:T+2@11: UP (p=64.16%) [2025-09-26T23:04:10.909768] [INFO ] [FORECASTER] Completed predict_future for CL [2025-09-26T23:04:10.909935] [INFO ] [sig ] CL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:11.062633] [INFO ] [LOCAL ] Saved forecast: CL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CL.txt [2025-09-26T23:04:11.062983] [WARN ] [sig ] [353/2043] Failed CL after 0.3s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:11.063073] [INFO ] [sig ] [354/2043] Forecasting CLCO... [2025-09-26T23:04:11.063115] [INFO ] [sig ] Generating forecast for: CLCO [2025-09-26T23:04:11.063151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'. [2025-09-26T23:04:11.073941] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLCO'. [2025-09-26T23:04:11.074343] [INFO ] [FORECASTER] Starting predict_future for CLCO [2025-09-26T23:04:11.102257] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:11.103187] [DEBUG] [LOCAL ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt [2025-09-26T23:04:11.103292] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:11.103335] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:11.103366] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:11.103425] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:11.123687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:11.124767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:11.124911] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:11.124962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:11.173310] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:11.173486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:11.173530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:11.173561] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:11.177515] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: UP (p=59.34%) [2025-09-26T23:04:11.177863] [INFO ] [FORECASTER] Completed predict_future for CLCO [2025-09-26T23:04:11.178023] [INFO ] [sig ] CLCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:11.335141] [INFO ] [LOCAL ] Saved forecast: CLCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CLCO.txt [2025-09-26T23:04:11.335457] [WARN ] [sig ] [354/2043] Failed CLCO after 0.3s | 4.18 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:11.335542] [INFO ] [sig ] [355/2043] Forecasting CLDT... [2025-09-26T23:04:11.335585] [INFO ] [sig ] Generating forecast for: CLDT [2025-09-26T23:04:11.335621] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLDT' from 'https://tdm.silogroup.org/data/derivative_storage/CLDT.csv'. [2025-09-26T23:04:11.346623] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLDT'. [2025-09-26T23:04:11.347034] [INFO ] [FORECASTER] Starting predict_future for CLDT [2025-09-26T23:04:11.377007] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:11.378042] [DEBUG] [LOCAL ] No optimal features file found for CLDT: ./output/feature-sets/CLDT.txt [2025-09-26T23:04:11.378103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:11.378143] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:11.378174] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:11.378235] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:11.397231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:11.398098] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:11.398192] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:11.398227] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:11.442852] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:11.443048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:11.443102] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:11.443140] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:11.447417] [DEBUG] [FORECASTER] CLDT: Forecast T+1@11:T+2@11: UP (p=76.85%) [2025-09-26T23:04:11.447807] [INFO ] [FORECASTER] Completed predict_future for CLDT [2025-09-26T23:04:11.447976] [INFO ] [sig ] CLDT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:11.611869] [INFO ] [LOCAL ] Saved forecast: CLDT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CLDT.txt [2025-09-26T23:04:11.612191] [WARN ] [sig ] [355/2043] Failed CLDT after 0.3s | 4.18 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:11.612282] [INFO ] [sig ] [356/2043] Forecasting CLH... [2025-09-26T23:04:11.612324] [INFO ] [sig ] Generating forecast for: CLH [2025-09-26T23:04:11.612360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'. [2025-09-26T23:04:11.618801] [WARN ] [REMOTE ] Historical data not found for symbol 'CLH' (404). [2025-09-26T23:04:11.619032] [FATAL] [sig ] CLH: No historical data fetched. [2025-09-26T23:04:11.619123] [WARN ] [sig ] [356/2043] Failed CLH after 0.0s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:11.619166] [INFO ] [sig ] [357/2043] Forecasting CLPR... [2025-09-26T23:04:11.619198] [INFO ] [sig ] Generating forecast for: CLPR [2025-09-26T23:04:11.619230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLPR' from 'https://tdm.silogroup.org/data/derivative_storage/CLPR.csv'. [2025-09-26T23:04:11.629840] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLPR'. [2025-09-26T23:04:11.630313] [INFO ] [FORECASTER] Starting predict_future for CLPR [2025-09-26T23:04:11.658845] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:11.659848] [DEBUG] [LOCAL ] No optimal features file found for CLPR: ./output/feature-sets/CLPR.txt [2025-09-26T23:04:11.659912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:11.659951] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:11.659982] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:11.660041] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:11.680378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:11.681359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:11.681459] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:11.681497] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:11.728874] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:11.729059] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:11.729104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:11.729135] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:11.733144] [DEBUG] [FORECASTER] CLPR: Forecast T+1@11:T+2@11: DOWN (p=0.37%) [2025-09-26T23:04:11.733512] [INFO ] [FORECASTER] Completed predict_future for CLPR [2025-09-26T23:04:11.733710] [INFO ] [sig ] CLPR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:11.886002] [INFO ] [LOCAL ] Saved forecast: CLPR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CLPR.txt [2025-09-26T23:04:11.886346] [WARN ] [sig ] [357/2043] Failed CLPR after 0.3s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:11.886499] [INFO ] [sig ] [358/2043] Forecasting CLS... [2025-09-26T23:04:11.886554] [INFO ] [sig ] Generating forecast for: CLS [2025-09-26T23:04:11.886592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'. [2025-09-26T23:04:11.898877] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLS'. [2025-09-26T23:04:11.899387] [INFO ] [FORECASTER] Starting predict_future for CLS [2025-09-26T23:04:11.928088] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:11.929021] [DEBUG] [LOCAL ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt [2025-09-26T23:04:11.929079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:11.929115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:11.929147] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:11.929207] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:11.946863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:11.947600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:11.947787] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:11.947828] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:11.996509] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:11.996807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:11.996867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:11.996900] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:12.001900] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=57.26%) [2025-09-26T23:04:12.002519] [INFO ] [FORECASTER] Completed predict_future for CLS [2025-09-26T23:04:12.002763] [INFO ] [sig ] CLS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:12.156901] [INFO ] [LOCAL ] Saved forecast: CLS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CLS.txt [2025-09-26T23:04:12.157217] [WARN ] [sig ] [358/2043] Failed CLS after 0.3s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:12.157300] [INFO ] [sig ] [359/2043] Forecasting CLVT... [2025-09-26T23:04:12.157343] [INFO ] [sig ] Generating forecast for: CLVT [2025-09-26T23:04:12.157378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLVT' from 'https://tdm.silogroup.org/data/derivative_storage/CLVT.csv'. [2025-09-26T23:04:12.167909] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLVT'. [2025-09-26T23:04:12.168273] [INFO ] [FORECASTER] Starting predict_future for CLVT [2025-09-26T23:04:12.196001] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:12.197010] [DEBUG] [LOCAL ] No optimal features file found for CLVT: ./output/feature-sets/CLVT.txt [2025-09-26T23:04:12.197090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:12.197140] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:12.197204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:12.197291] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:12.217338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:12.218302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:12.218410] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:12.218447] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:12.264321] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:12.264517] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:12.264564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:12.264596] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:12.269736] [DEBUG] [FORECASTER] CLVT: Forecast T+1@11:T+2@11: DOWN (p=25.11%) [2025-09-26T23:04:12.270101] [INFO ] [FORECASTER] Completed predict_future for CLVT [2025-09-26T23:04:12.270277] [INFO ] [sig ] CLVT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:12.424628] [INFO ] [LOCAL ] Saved forecast: CLVT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CLVT.txt [2025-09-26T23:04:12.424949] [WARN ] [sig ] [359/2043] Failed CLVT after 0.3s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:12.425035] [INFO ] [sig ] [360/2043] Forecasting CLW... [2025-09-26T23:04:12.425076] [INFO ] [sig ] Generating forecast for: CLW [2025-09-26T23:04:12.425110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CLW' from 'https://tdm.silogroup.org/data/derivative_storage/CLW.csv'. [2025-09-26T23:04:12.435605] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CLW'. [2025-09-26T23:04:12.436109] [INFO ] [FORECASTER] Starting predict_future for CLW [2025-09-26T23:04:12.464552] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:12.465509] [DEBUG] [LOCAL ] No optimal features file found for CLW: ./output/feature-sets/CLW.txt [2025-09-26T23:04:12.465573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:12.465612] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:12.465670] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:12.465753] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:12.484837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:12.485833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:12.485930] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:12.485968] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:12.530800] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:12.530995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:12.531044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:12.531077] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:12.534962] [DEBUG] [FORECASTER] CLW: Forecast T+1@11:T+2@11: UP (p=94.89%) [2025-09-26T23:04:12.535311] [INFO ] [FORECASTER] Completed predict_future for CLW [2025-09-26T23:04:12.535473] [INFO ] [sig ] CLW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:12.690829] [INFO ] [LOCAL ] Saved forecast: CLW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CLW.txt [2025-09-26T23:04:12.691127] [WARN ] [sig ] [360/2043] Failed CLW after 0.3s | 4.19 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:12.691210] [INFO ] [sig ] [361/2043] Forecasting CMA... [2025-09-26T23:04:12.691251] [INFO ] [sig ] Generating forecast for: CMA [2025-09-26T23:04:12.691285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'. [2025-09-26T23:04:12.697135] [WARN ] [REMOTE ] Historical data not found for symbol 'CMA' (404). [2025-09-26T23:04:12.697333] [FATAL] [sig ] CMA: No historical data fetched. [2025-09-26T23:04:12.697416] [WARN ] [sig ] [361/2043] Failed CMA after 0.0s | 4.20 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:12.697491] [INFO ] [sig ] [362/2043] Forecasting CMBT... [2025-09-26T23:04:12.697533] [INFO ] [sig ] Generating forecast for: CMBT [2025-09-26T23:04:12.697566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMBT' from 'https://tdm.silogroup.org/data/derivative_storage/CMBT.csv'. [2025-09-26T23:04:12.707221] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMBT'. [2025-09-26T23:04:12.707701] [INFO ] [FORECASTER] Starting predict_future for CMBT [2025-09-26T23:04:12.735144] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:12.736067] [DEBUG] [LOCAL ] No optimal features file found for CMBT: ./output/feature-sets/CMBT.txt [2025-09-26T23:04:12.736128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:12.736165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:12.736195] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:12.736255] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:12.755062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:12.755880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:12.755973] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:12.756010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:12.801249] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:12.801429] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:12.801474] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:12.801504] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:12.805346] [DEBUG] [FORECASTER] CMBT: Forecast T+1@11:T+2@11: UP (p=88.46%) [2025-09-26T23:04:12.806229] [INFO ] [FORECASTER] Completed predict_future for CMBT [2025-09-26T23:04:12.806428] [INFO ] [sig ] CMBT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:12.963289] [INFO ] [LOCAL ] Saved forecast: CMBT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMBT.txt [2025-09-26T23:04:12.963561] [WARN ] [sig ] [362/2043] Failed CMBT after 0.3s | 4.20 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:12.963672] [INFO ] [sig ] [363/2043] Forecasting CMC... [2025-09-26T23:04:12.963729] [INFO ] [sig ] Generating forecast for: CMC [2025-09-26T23:04:12.963768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'. [2025-09-26T23:04:12.974664] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMC'. [2025-09-26T23:04:12.975088] [INFO ] [FORECASTER] Starting predict_future for CMC [2025-09-26T23:04:13.003384] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:13.004248] [DEBUG] [LOCAL ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt [2025-09-26T23:04:13.004307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:13.004345] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:13.004376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:13.004438] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:13.024767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:13.025690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:13.025790] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:13.025828] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:13.072840] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:13.073057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:13.073112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:13.073144] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:13.077053] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=43.25%) [2025-09-26T23:04:13.077460] [INFO ] [FORECASTER] Completed predict_future for CMC [2025-09-26T23:04:13.077678] [INFO ] [sig ] CMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:13.232362] [INFO ] [LOCAL ] Saved forecast: CMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CMC.txt [2025-09-26T23:04:13.232698] [WARN ] [sig ] [363/2043] Failed CMC after 0.3s | 4.20 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:13.232818] [INFO ] [sig ] [364/2043] Forecasting CMCM... [2025-09-26T23:04:13.232861] [INFO ] [sig ] Generating forecast for: CMCM [2025-09-26T23:04:13.232895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'. [2025-09-26T23:04:13.242753] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMCM'. [2025-09-26T23:04:13.243156] [INFO ] [FORECASTER] Starting predict_future for CMCM [2025-09-26T23:04:13.270962] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:13.271864] [DEBUG] [LOCAL ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt [2025-09-26T23:04:13.271927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:13.271968] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:13.271998] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:13.272059] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:13.290609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:13.291418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:13.291530] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:13.291596] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:13.336923] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:13.337106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:13.337153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:13.337182] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:13.341089] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=83.63%) [2025-09-26T23:04:13.341391] [INFO ] [FORECASTER] Completed predict_future for CMCM [2025-09-26T23:04:13.341534] [INFO ] [sig ] CMCM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:13.488674] [INFO ] [LOCAL ] Saved forecast: CMCM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMCM.txt [2025-09-26T23:04:13.488965] [WARN ] [sig ] [364/2043] Failed CMCM after 0.3s | 4.20 sym/s | Total: 1.4m | ETA: 6.7m [2025-09-26T23:04:13.489050] [INFO ] [sig ] [365/2043] Forecasting CMI... [2025-09-26T23:04:13.489090] [INFO ] [sig ] Generating forecast for: CMI [2025-09-26T23:04:13.489123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'. [2025-09-26T23:04:13.499353] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'CMI'. [2025-09-26T23:04:13.499715] [INFO ] [FORECASTER] Starting predict_future for CMI [2025-09-26T23:04:13.527688] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:13.528505] [DEBUG] [LOCAL ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt [2025-09-26T23:04:13.528565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:13.528600] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:13.528629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:13.528732] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:13.547405] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:13.548254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:13.548350] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:13.548385] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:13.593710] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:13.593866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:13.593909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:13.593939] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:13.597787] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=40.15%) [2025-09-26T23:04:13.598177] [INFO ] [FORECASTER] Completed predict_future for CMI [2025-09-26T23:04:13.598366] [INFO ] [sig ] CMI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:13.750309] [INFO ] [LOCAL ] Saved forecast: CMI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CMI.txt [2025-09-26T23:04:13.750613] [WARN ] [sig ] [365/2043] Failed CMI after 0.3s | 4.20 sym/s | Total: 1.5m | ETA: 6.7m [2025-09-26T23:04:13.750727] [INFO ] [sig ] [366/2043] Forecasting CMP... [2025-09-26T23:04:13.750772] [INFO ] [sig ] Generating forecast for: CMP [2025-09-26T23:04:13.750811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'. [2025-09-26T23:04:13.755997] [WARN ] [REMOTE ] Historical data not found for symbol 'CMP' (404). [2025-09-26T23:04:13.756218] [FATAL] [sig ] CMP: No historical data fetched. [2025-09-26T23:04:13.756337] [WARN ] [sig ] [366/2043] Failed CMP after 0.0s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:13.756409] [INFO ] [sig ] [367/2043] Forecasting CMPO... [2025-09-26T23:04:13.756455] [INFO ] [sig ] Generating forecast for: CMPO [2025-09-26T23:04:13.756492] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'. [2025-09-26T23:04:13.766503] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMPO'. [2025-09-26T23:04:13.766874] [INFO ] [FORECASTER] Starting predict_future for CMPO [2025-09-26T23:04:13.795803] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:13.796735] [DEBUG] [LOCAL ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt [2025-09-26T23:04:13.796797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:13.796835] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:13.796863] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:13.796922] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:13.815853] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:13.816572] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:13.816687] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:13.816744] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:13.859980] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:13.860133] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:13.860176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:13.860207] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:13.863946] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=68.39%) [2025-09-26T23:04:13.864240] [INFO ] [FORECASTER] Completed predict_future for CMPO [2025-09-26T23:04:13.864388] [INFO ] [sig ] CMPO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:14.018760] [INFO ] [LOCAL ] Saved forecast: CMPO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMPO.txt [2025-09-26T23:04:14.019056] [WARN ] [sig ] [367/2043] Failed CMPO after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:14.019145] [INFO ] [sig ] [368/2043] Forecasting CMRE... [2025-09-26T23:04:14.019186] [INFO ] [sig ] Generating forecast for: CMRE [2025-09-26T23:04:14.019222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'. [2025-09-26T23:04:14.024218] [WARN ] [REMOTE ] Historical data not found for symbol 'CMRE' (404). [2025-09-26T23:04:14.024417] [FATAL] [sig ] CMRE: No historical data fetched. [2025-09-26T23:04:14.024505] [WARN ] [sig ] [368/2043] Failed CMRE after 0.0s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:14.024586] [INFO ] [sig ] [369/2043] Forecasting CMS... [2025-09-26T23:04:14.024627] [INFO ] [sig ] Generating forecast for: CMS [2025-09-26T23:04:14.024697] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'. [2025-09-26T23:04:14.033974] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMS'. [2025-09-26T23:04:14.034386] [INFO ] [FORECASTER] Starting predict_future for CMS [2025-09-26T23:04:14.061675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:14.062543] [DEBUG] [LOCAL ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt [2025-09-26T23:04:14.062602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:14.062638] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:14.062715] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:14.062780] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:14.083439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:14.084593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:14.084728] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:14.084777] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:14.125109] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:14.125294] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:14.125351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:14.125417] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:14.129620] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=61.17%) [2025-09-26T23:04:14.129976] [INFO ] [FORECASTER] Completed predict_future for CMS [2025-09-26T23:04:14.130135] [INFO ] [sig ] CMS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:14.286664] [INFO ] [LOCAL ] Saved forecast: CMS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMS.txt [2025-09-26T23:04:14.286944] [WARN ] [sig ] [369/2043] Failed CMS after 0.3s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:14.287023] [INFO ] [sig ] [370/2043] Forecasting CMSA... [2025-09-26T23:04:14.287067] [INFO ] [sig ] Generating forecast for: CMSA [2025-09-26T23:04:14.287104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'. [2025-09-26T23:04:14.296974] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMSA'. [2025-09-26T23:04:14.297277] [INFO ] [FORECASTER] Starting predict_future for CMSA [2025-09-26T23:04:14.323756] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:14.324490] [DEBUG] [LOCAL ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt [2025-09-26T23:04:14.324550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:14.324584] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:14.324618] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:14.324704] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:14.343544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:14.344179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:14.344269] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:14.344304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:14.383228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:14.383365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:14.383406] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:14.383451] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:14.387297] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: UP (p=56.39%) [2025-09-26T23:04:14.387609] [INFO ] [FORECASTER] Completed predict_future for CMSA [2025-09-26T23:04:14.387799] [INFO ] [sig ] CMSA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:14.543762] [INFO ] [LOCAL ] Saved forecast: CMSA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMSA.txt [2025-09-26T23:04:14.544043] [WARN ] [sig ] [370/2043] Failed CMSA after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:14.544128] [INFO ] [sig ] [371/2043] Forecasting CMSC... [2025-09-26T23:04:14.544168] [INFO ] [sig ] Generating forecast for: CMSC [2025-09-26T23:04:14.544203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'. [2025-09-26T23:04:14.554454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMSC'. [2025-09-26T23:04:14.554821] [INFO ] [FORECASTER] Starting predict_future for CMSC [2025-09-26T23:04:14.581824] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:14.582566] [DEBUG] [LOCAL ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt [2025-09-26T23:04:14.582623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:14.582728] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:14.582767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:14.582826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:14.602146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:14.602785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:14.602872] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:14.602906] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:14.641134] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:14.641237] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:14.641275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:14.641304] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:14.644712] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=89.59%) [2025-09-26T23:04:14.644999] [INFO ] [FORECASTER] Completed predict_future for CMSC [2025-09-26T23:04:14.645142] [INFO ] [sig ] CMSC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:14.795426] [INFO ] [LOCAL ] Saved forecast: CMSC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMSC.txt [2025-09-26T23:04:14.795638] [WARN ] [sig ] [371/2043] Failed CMSC after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:14.795745] [INFO ] [sig ] [372/2043] Forecasting CMSD... [2025-09-26T23:04:14.795787] [INFO ] [sig ] Generating forecast for: CMSD [2025-09-26T23:04:14.795821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'. [2025-09-26T23:04:14.806067] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMSD'. [2025-09-26T23:04:14.806391] [INFO ] [FORECASTER] Starting predict_future for CMSD [2025-09-26T23:04:14.832878] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:14.833622] [DEBUG] [LOCAL ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt [2025-09-26T23:04:14.833705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:14.833748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:14.833778] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:14.833837] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:14.852763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:14.853340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:14.853429] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:14.853465] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:14.890724] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:14.890816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:14.890916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:14.890970] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:14.894332] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=95.26%) [2025-09-26T23:04:14.894613] [INFO ] [FORECASTER] Completed predict_future for CMSD [2025-09-26T23:04:14.894792] [INFO ] [sig ] CMSD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:15.048497] [INFO ] [LOCAL ] Saved forecast: CMSD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMSD.txt [2025-09-26T23:04:15.048754] [WARN ] [sig ] [372/2043] Failed CMSD after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:15.048850] [INFO ] [sig ] [373/2043] Forecasting CMTG... [2025-09-26T23:04:15.048891] [INFO ] [sig ] Generating forecast for: CMTG [2025-09-26T23:04:15.048935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'. [2025-09-26T23:04:15.059313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMTG'. [2025-09-26T23:04:15.059598] [INFO ] [FORECASTER] Starting predict_future for CMTG [2025-09-26T23:04:15.095438] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:15.096323] [DEBUG] [LOCAL ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt [2025-09-26T23:04:15.096388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:15.096435] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:15.096499] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:15.096575] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:15.118861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:15.119606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:15.119741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:15.119812] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:15.170142] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:15.170313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:15.170402] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:15.170483] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:15.175143] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=60.88%) [2025-09-26T23:04:15.175572] [INFO ] [FORECASTER] Completed predict_future for CMTG [2025-09-26T23:04:15.175824] [INFO ] [sig ] CMTG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:15.381114] [INFO ] [LOCAL ] Saved forecast: CMTG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CMTG.txt [2025-09-26T23:04:15.381421] [WARN ] [sig ] [373/2043] Failed CMTG after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:15.381511] [INFO ] [sig ] [374/2043] Forecasting CMU... [2025-09-26T23:04:15.381552] [INFO ] [sig ] Generating forecast for: CMU [2025-09-26T23:04:15.381586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CMU' from 'https://tdm.silogroup.org/data/derivative_storage/CMU.csv'. [2025-09-26T23:04:15.393116] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CMU'. [2025-09-26T23:04:15.393502] [INFO ] [FORECASTER] Starting predict_future for CMU [2025-09-26T23:04:15.425163] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:15.426416] [DEBUG] [LOCAL ] No optimal features file found for CMU: ./output/feature-sets/CMU.txt [2025-09-26T23:04:15.426478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:15.426513] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:15.426541] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:15.426606] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:15.450857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:15.451874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:15.451970] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:15.452007] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:15.500031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:15.500260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:15.500322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:15.500356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:15.509179] [DEBUG] [FORECASTER] CMU: Forecast T+1@11:T+2@11: DOWN (p=1.47%) [2025-09-26T23:04:15.509526] [INFO ] [FORECASTER] Completed predict_future for CMU [2025-09-26T23:04:15.509719] [INFO ] [sig ] CMU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:15.687466] [INFO ] [LOCAL ] Saved forecast: CMU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CMU.txt [2025-09-26T23:04:15.687909] [WARN ] [sig ] [374/2043] Failed CMU after 0.3s | 4.20 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:15.688007] [INFO ] [sig ] [375/2043] Forecasting CNA... [2025-09-26T23:04:15.688050] [INFO ] [sig ] Generating forecast for: CNA [2025-09-26T23:04:15.688087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'. [2025-09-26T23:04:15.700261] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNA'. [2025-09-26T23:04:15.700777] [INFO ] [FORECASTER] Starting predict_future for CNA [2025-09-26T23:04:15.731670] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:15.732578] [DEBUG] [LOCAL ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt [2025-09-26T23:04:15.732638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:15.732720] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:15.732754] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:15.732817] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:15.753603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:15.754323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:15.754425] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:15.754460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:15.803556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:15.803820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:15.803878] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:15.803911] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:15.808230] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: UP (p=99.79%) [2025-09-26T23:04:15.808692] [INFO ] [FORECASTER] Completed predict_future for CNA [2025-09-26T23:04:15.808893] [INFO ] [sig ] CNA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:15.965048] [INFO ] [LOCAL ] Saved forecast: CNA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNA.txt [2025-09-26T23:04:15.966029] [WARN ] [sig ] [375/2043] Failed CNA after 0.3s | 4.20 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:15.966149] [INFO ] [sig ] [376/2043] Forecasting CNC... [2025-09-26T23:04:15.966197] [INFO ] [sig ] Generating forecast for: CNC [2025-09-26T23:04:15.966240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'. [2025-09-26T23:04:15.972237] [WARN ] [REMOTE ] Historical data not found for symbol 'CNC' (404). [2025-09-26T23:04:15.972461] [FATAL] [sig ] CNC: No historical data fetched. [2025-09-26T23:04:15.972558] [WARN ] [sig ] [376/2043] Failed CNC after 0.0s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:15.972633] [INFO ] [sig ] [377/2043] Forecasting CNH... [2025-09-26T23:04:15.972727] [INFO ] [sig ] Generating forecast for: CNH [2025-09-26T23:04:15.972767] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNH' from 'https://tdm.silogroup.org/data/derivative_storage/CNH.csv'. [2025-09-26T23:04:15.983329] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNH'. [2025-09-26T23:04:15.983822] [INFO ] [FORECASTER] Starting predict_future for CNH [2025-09-26T23:04:16.014822] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:16.015847] [DEBUG] [LOCAL ] No optimal features file found for CNH: ./output/feature-sets/CNH.txt [2025-09-26T23:04:16.015909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:16.015949] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:16.015980] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:16.016044] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:16.035077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:16.036061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:16.036168] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:16.036205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:16.085428] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:16.085707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:16.085775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:16.085809] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:16.090145] [DEBUG] [FORECASTER] CNH: Forecast T+1@11:T+2@11: UP (p=87.26%) [2025-09-26T23:04:16.090506] [INFO ] [FORECASTER] Completed predict_future for CNH [2025-09-26T23:04:16.090707] [INFO ] [sig ] CNH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:16.238477] [INFO ] [LOCAL ] Saved forecast: CNH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNH.txt [2025-09-26T23:04:16.238927] [WARN ] [sig ] [377/2043] Failed CNH after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:16.239020] [INFO ] [sig ] [378/2043] Forecasting CNI... [2025-09-26T23:04:16.239063] [INFO ] [sig ] Generating forecast for: CNI [2025-09-26T23:04:16.239099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'. [2025-09-26T23:04:16.250279] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNI'. [2025-09-26T23:04:16.250599] [INFO ] [FORECASTER] Starting predict_future for CNI [2025-09-26T23:04:16.277259] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:16.278047] [DEBUG] [LOCAL ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt [2025-09-26T23:04:16.278103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:16.278138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:16.278167] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:16.278226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:16.297032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:16.297847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:16.297952] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:16.297985] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:16.345547] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:16.345829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:16.345887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:16.345918] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:16.350319] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: UP (p=74.83%) [2025-09-26T23:04:16.350728] [INFO ] [FORECASTER] Completed predict_future for CNI [2025-09-26T23:04:16.350924] [INFO ] [sig ] CNI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:16.499335] [INFO ] [LOCAL ] Saved forecast: CNI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNI.txt [2025-09-26T23:04:16.499768] [WARN ] [sig ] [378/2043] Failed CNI after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:16.499865] [INFO ] [sig ] [379/2043] Forecasting CNK... [2025-09-26T23:04:16.499905] [INFO ] [sig ] Generating forecast for: CNK [2025-09-26T23:04:16.499965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'. [2025-09-26T23:04:16.505995] [WARN ] [REMOTE ] Historical data not found for symbol 'CNK' (404). [2025-09-26T23:04:16.506284] [FATAL] [sig ] CNK: No historical data fetched. [2025-09-26T23:04:16.506426] [WARN ] [sig ] [379/2043] Failed CNK after 0.0s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:16.506508] [INFO ] [sig ] [380/2043] Forecasting CNM... [2025-09-26T23:04:16.506550] [INFO ] [sig ] Generating forecast for: CNM [2025-09-26T23:04:16.506584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'. [2025-09-26T23:04:16.516556] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNM'. [2025-09-26T23:04:16.517149] [INFO ] [FORECASTER] Starting predict_future for CNM [2025-09-26T23:04:16.544912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:16.545810] [DEBUG] [LOCAL ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt [2025-09-26T23:04:16.545867] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:16.545902] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:16.545930] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:16.545994] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:16.563858] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:16.564827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:16.564929] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:16.564963] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:16.613916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:16.614147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:16.614196] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:16.614230] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:16.618872] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=7.00%) [2025-09-26T23:04:16.619217] [INFO ] [FORECASTER] Completed predict_future for CNM [2025-09-26T23:04:16.619392] [INFO ] [sig ] CNM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:16.779588] [INFO ] [LOCAL ] Saved forecast: CNM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CNM.txt [2025-09-26T23:04:16.780605] [WARN ] [sig ] [380/2043] Failed CNM after 0.3s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:16.780810] [INFO ] [sig ] [381/2043] Forecasting CNMD... [2025-09-26T23:04:16.780871] [INFO ] [sig ] Generating forecast for: CNMD [2025-09-26T23:04:16.780926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'. [2025-09-26T23:04:16.800382] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNMD'. [2025-09-26T23:04:16.801064] [INFO ] [FORECASTER] Starting predict_future for CNMD [2025-09-26T23:04:16.830321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:16.831306] [DEBUG] [LOCAL ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt [2025-09-26T23:04:16.831375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:16.831469] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:16.831524] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:16.831678] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:16.849521] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:16.850568] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:16.851011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:16.851069] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:16.907894] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:16.908138] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:16.908186] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:16.908215] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:16.912671] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=74.75%) [2025-09-26T23:04:16.913070] [INFO ] [FORECASTER] Completed predict_future for CNMD [2025-09-26T23:04:16.913247] [INFO ] [sig ] CNMD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:17.061380] [INFO ] [LOCAL ] Saved forecast: CNMD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNMD.txt [2025-09-26T23:04:17.061781] [WARN ] [sig ] [381/2043] Failed CNMD after 0.3s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:17.061892] [INFO ] [sig ] [382/2043] Forecasting CNNE... [2025-09-26T23:04:17.061957] [INFO ] [sig ] Generating forecast for: CNNE [2025-09-26T23:04:17.062026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'. [2025-09-26T23:04:17.073951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNNE'. [2025-09-26T23:04:17.074512] [INFO ] [FORECASTER] Starting predict_future for CNNE [2025-09-26T23:04:17.101905] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:17.102769] [DEBUG] [LOCAL ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt [2025-09-26T23:04:17.102828] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:17.102863] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:17.102890] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:17.102950] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:17.120732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:17.121355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:17.121449] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:17.121482] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:17.178321] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:17.178578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:17.178627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:17.178727] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:17.182871] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=33.87%) [2025-09-26T23:04:17.183194] [INFO ] [FORECASTER] Completed predict_future for CNNE [2025-09-26T23:04:17.183359] [INFO ] [sig ] CNNE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:17.336703] [INFO ] [LOCAL ] Saved forecast: CNNE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CNNE.txt [2025-09-26T23:04:17.337021] [WARN ] [sig ] [382/2043] Failed CNNE after 0.3s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:17.337103] [INFO ] [sig ] [383/2043] Forecasting CNO... [2025-09-26T23:04:17.337143] [INFO ] [sig ] Generating forecast for: CNO [2025-09-26T23:04:17.337178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'. [2025-09-26T23:04:17.348243] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNO'. [2025-09-26T23:04:17.348637] [INFO ] [FORECASTER] Starting predict_future for CNO [2025-09-26T23:04:17.377560] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:17.378427] [DEBUG] [LOCAL ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt [2025-09-26T23:04:17.378558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:17.378602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:17.378633] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:17.378739] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:17.398086] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:17.399054] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:17.399156] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:17.399191] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:17.449802] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:17.450029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:17.450094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:17.450129] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:17.455524] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=76.19%) [2025-09-26T23:04:17.455985] [INFO ] [FORECASTER] Completed predict_future for CNO [2025-09-26T23:04:17.456173] [INFO ] [sig ] CNO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:17.604227] [INFO ] [LOCAL ] Saved forecast: CNO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNO.txt [2025-09-26T23:04:17.604558] [WARN ] [sig ] [383/2043] Failed CNO after 0.3s | 4.22 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:17.604686] [INFO ] [sig ] [384/2043] Forecasting CNP... [2025-09-26T23:04:17.604737] [INFO ] [sig ] Generating forecast for: CNP [2025-09-26T23:04:17.604783] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'. [2025-09-26T23:04:17.617208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNP'. [2025-09-26T23:04:17.617695] [INFO ] [FORECASTER] Starting predict_future for CNP [2025-09-26T23:04:17.645118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:17.646060] [DEBUG] [LOCAL ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt [2025-09-26T23:04:17.646123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:17.646159] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:17.646188] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:17.646247] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:17.664704] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:17.665452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:17.665562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:17.665619] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:17.711035] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:17.711255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:17.711301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:17.711331] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:17.715952] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=10.65%) [2025-09-26T23:04:17.716570] [INFO ] [FORECASTER] Completed predict_future for CNP [2025-09-26T23:04:17.716893] [INFO ] [sig ] CNP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:17.866273] [INFO ] [LOCAL ] Saved forecast: CNP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CNP.txt [2025-09-26T23:04:17.866591] [WARN ] [sig ] [384/2043] Failed CNP after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:17.866701] [INFO ] [sig ] [385/2043] Forecasting CNQ... [2025-09-26T23:04:17.866752] [INFO ] [sig ] Generating forecast for: CNQ [2025-09-26T23:04:17.866789] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'. [2025-09-26T23:04:17.878461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNQ'. [2025-09-26T23:04:17.878828] [INFO ] [FORECASTER] Starting predict_future for CNQ [2025-09-26T23:04:17.906017] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:17.906932] [DEBUG] [LOCAL ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt [2025-09-26T23:04:17.906991] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:17.907025] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:17.907053] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:17.907112] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:17.926071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:17.926968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:17.927072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:17.927108] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:17.973095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:17.973308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:17.973380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:17.973422] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:17.977908] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=64.16%) [2025-09-26T23:04:17.978228] [INFO ] [FORECASTER] Completed predict_future for CNQ [2025-09-26T23:04:17.978386] [INFO ] [sig ] CNQ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:18.131847] [INFO ] [LOCAL ] Saved forecast: CNQ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNQ.txt [2025-09-26T23:04:18.132115] [WARN ] [sig ] [385/2043] Failed CNQ after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:18.132197] [INFO ] [sig ] [386/2043] Forecasting CNS... [2025-09-26T23:04:18.132238] [INFO ] [sig ] Generating forecast for: CNS [2025-09-26T23:04:18.132273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'. [2025-09-26T23:04:18.143119] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNS'. [2025-09-26T23:04:18.143484] [INFO ] [FORECASTER] Starting predict_future for CNS [2025-09-26T23:04:18.171262] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:18.172310] [DEBUG] [LOCAL ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt [2025-09-26T23:04:18.172379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:18.172426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:18.172459] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:18.172520] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:18.197590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:18.199741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:18.199867] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:18.199922] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:18.246973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:18.247187] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:18.247244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:18.248249] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:18.253989] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: UP (p=98.98%) [2025-09-26T23:04:18.254376] [INFO ] [FORECASTER] Completed predict_future for CNS [2025-09-26T23:04:18.254560] [INFO ] [sig ] CNS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:18.408432] [INFO ] [LOCAL ] Saved forecast: CNS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNS.txt [2025-09-26T23:04:18.408774] [WARN ] [sig ] [386/2043] Failed CNS after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:18.408863] [INFO ] [sig ] [387/2043] Forecasting CNX... [2025-09-26T23:04:18.408903] [INFO ] [sig ] Generating forecast for: CNX [2025-09-26T23:04:18.408952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'. [2025-09-26T23:04:18.421469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CNX'. [2025-09-26T23:04:18.421872] [INFO ] [FORECASTER] Starting predict_future for CNX [2025-09-26T23:04:18.450169] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:18.451169] [DEBUG] [LOCAL ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt [2025-09-26T23:04:18.451231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:18.451269] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:18.451297] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:18.451354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:18.470761] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:18.471402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:18.471493] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:18.471529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:18.517888] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:18.518060] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:18.518103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:18.518133] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:18.522319] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=86.54%) [2025-09-26T23:04:18.522627] [INFO ] [FORECASTER] Completed predict_future for CNX [2025-09-26T23:04:18.522820] [INFO ] [sig ] CNX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:18.681041] [INFO ] [LOCAL ] Saved forecast: CNX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CNX.txt [2025-09-26T23:04:18.681391] [WARN ] [sig ] [387/2043] Failed CNX after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:18.681519] [INFO ] [sig ] [388/2043] Forecasting CODI... [2025-09-26T23:04:18.681574] [INFO ] [sig ] Generating forecast for: CODI [2025-09-26T23:04:18.681614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'. [2025-09-26T23:04:18.696055] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CODI'. [2025-09-26T23:04:18.696743] [INFO ] [FORECASTER] Starting predict_future for CODI [2025-09-26T23:04:18.725915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:18.726869] [DEBUG] [LOCAL ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt [2025-09-26T23:04:18.726929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:18.726967] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:18.727005] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:18.727094] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:18.747630] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:18.748600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:18.748725] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:18.748773] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:18.794839] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:18.795009] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:18.795053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:18.795084] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:18.798884] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=87.26%) [2025-09-26T23:04:18.799208] [INFO ] [FORECASTER] Completed predict_future for CODI [2025-09-26T23:04:18.799375] [INFO ] [sig ] CODI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:18.956360] [INFO ] [LOCAL ] Saved forecast: CODI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CODI.txt [2025-09-26T23:04:18.956775] [WARN ] [sig ] [388/2043] Failed CODI after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:18.956881] [INFO ] [sig ] [389/2043] Forecasting COF... [2025-09-26T23:04:18.956938] [INFO ] [sig ] Generating forecast for: COF [2025-09-26T23:04:18.956977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'. [2025-09-26T23:04:18.970241] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COF'. [2025-09-26T23:04:18.970698] [INFO ] [FORECASTER] Starting predict_future for COF [2025-09-26T23:04:19.000360] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:19.001353] [DEBUG] [LOCAL ] No optimal features file found for COF: ./output/feature-sets/COF.txt [2025-09-26T23:04:19.001414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:19.001453] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:19.001484] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:19.001544] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:19.022560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:19.023371] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:19.023477] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:19.023535] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:19.067947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:19.068091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:19.068145] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:19.068255] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:19.071963] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-09-26T23:04:19.072259] [INFO ] [FORECASTER] Completed predict_future for COF [2025-09-26T23:04:19.072412] [INFO ] [sig ] COF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:19.225559] [INFO ] [LOCAL ] Saved forecast: COF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/COF.txt [2025-09-26T23:04:19.225873] [WARN ] [sig ] [389/2043] Failed COF after 0.3s | 4.21 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:19.225961] [INFO ] [sig ] [390/2043] Forecasting COHR... [2025-09-26T23:04:19.226002] [INFO ] [sig ] Generating forecast for: COHR [2025-09-26T23:04:19.226037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COHR' from 'https://tdm.silogroup.org/data/derivative_storage/COHR.csv'. [2025-09-26T23:04:19.236900] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COHR'. [2025-09-26T23:04:19.237278] [INFO ] [FORECASTER] Starting predict_future for COHR [2025-09-26T23:04:19.263838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:19.264789] [DEBUG] [LOCAL ] No optimal features file found for COHR: ./output/feature-sets/COHR.txt [2025-09-26T23:04:19.264850] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:19.264887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:19.264916] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:19.264974] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:19.283034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:19.283680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:19.283774] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:19.283807] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:19.331158] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:19.331350] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:19.331397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:19.331427] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:19.335565] [DEBUG] [FORECASTER] COHR: Forecast T+1@11:T+2@11: UP (p=86.08%) [2025-09-26T23:04:19.335978] [INFO ] [FORECASTER] Completed predict_future for COHR [2025-09-26T23:04:19.336156] [INFO ] [sig ] COHR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:19.495876] [INFO ] [LOCAL ] Saved forecast: COHR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/COHR.txt [2025-09-26T23:04:19.496156] [WARN ] [sig ] [390/2043] Failed COHR after 0.3s | 4.20 sym/s | Total: 1.5m | ETA: 6.6m [2025-09-26T23:04:19.496268] [INFO ] [sig ] [391/2043] Forecasting COLD... [2025-09-26T23:04:19.496343] [INFO ] [sig ] Generating forecast for: COLD [2025-09-26T23:04:19.496389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'. [2025-09-26T23:04:19.507566] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COLD'. [2025-09-26T23:04:19.507935] [INFO ] [FORECASTER] Starting predict_future for COLD [2025-09-26T23:04:19.535668] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:19.536601] [DEBUG] [LOCAL ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt [2025-09-26T23:04:19.536684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:19.536736] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:19.536767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:19.536826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:19.557054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:19.558012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:19.558106] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:19.558141] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:19.603970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:19.604151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:19.604202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:19.604233] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:19.608093] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=33.90%) [2025-09-26T23:04:19.608426] [INFO ] [FORECASTER] Completed predict_future for COLD [2025-09-26T23:04:19.608596] [INFO ] [sig ] COLD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:19.777228] [INFO ] [LOCAL ] Saved forecast: COLD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/COLD.txt [2025-09-26T23:04:19.777566] [WARN ] [sig ] [391/2043] Failed COLD after 0.3s | 4.20 sym/s | Total: 1.6m | ETA: 6.6m [2025-09-26T23:04:19.777691] [INFO ] [sig ] [392/2043] Forecasting COMP... [2025-09-26T23:04:19.777742] [INFO ] [sig ] Generating forecast for: COMP [2025-09-26T23:04:19.777779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'. [2025-09-26T23:04:19.789543] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COMP'. [2025-09-26T23:04:19.790002] [INFO ] [FORECASTER] Starting predict_future for COMP [2025-09-26T23:04:19.820033] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:19.820939] [DEBUG] [LOCAL ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt [2025-09-26T23:04:19.820998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:19.821035] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:19.821065] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:19.821125] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:19.840252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:19.841238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:19.841334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:19.841378] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:19.890035] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:19.890215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:19.890260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:19.890341] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:19.894379] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=11.81%) [2025-09-26T23:04:19.894713] [INFO ] [FORECASTER] Completed predict_future for COMP [2025-09-26T23:04:19.894877] [INFO ] [sig ] COMP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:20.054313] [INFO ] [LOCAL ] Saved forecast: COMP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/COMP.txt [2025-09-26T23:04:20.054583] [WARN ] [sig ] [392/2043] Failed COMP after 0.3s | 4.20 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:20.054691] [INFO ] [sig ] [393/2043] Forecasting CON... [2025-09-26T23:04:20.054740] [INFO ] [sig ] Generating forecast for: CON [2025-09-26T23:04:20.054775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CON' from 'https://tdm.silogroup.org/data/derivative_storage/CON.csv'. [2025-09-26T23:04:20.069351] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CON'. [2025-09-26T23:04:20.069852] [INFO ] [FORECASTER] Starting predict_future for CON [2025-09-26T23:04:20.096575] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:20.097554] [DEBUG] [LOCAL ] No optimal features file found for CON: ./output/feature-sets/CON.txt [2025-09-26T23:04:20.097614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:20.097677] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:20.097729] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:20.097794] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:20.115554] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:20.116189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:20.116362] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:20.116418] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:20.164169] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:20.164271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:20.164308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:20.164337] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:20.167728] [DEBUG] [FORECASTER] CON: Forecast T+1@11:T+2@11: DOWN (p=3.39%) [2025-09-26T23:04:20.168012] [INFO ] [FORECASTER] Completed predict_future for CON [2025-09-26T23:04:20.168165] [INFO ] [sig ] CON: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:20.315494] [INFO ] [LOCAL ] Saved forecast: CON 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CON.txt [2025-09-26T23:04:20.315943] [WARN ] [sig ] [393/2043] Failed CON after 0.3s | 4.20 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:20.316036] [INFO ] [sig ] [394/2043] Forecasting COOK... [2025-09-26T23:04:20.316078] [INFO ] [sig ] Generating forecast for: COOK [2025-09-26T23:04:20.316117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COOK' from 'https://tdm.silogroup.org/data/derivative_storage/COOK.csv'. [2025-09-26T23:04:20.327283] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COOK'. [2025-09-26T23:04:20.327740] [INFO ] [FORECASTER] Starting predict_future for COOK [2025-09-26T23:04:20.355124] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:20.355961] [DEBUG] [LOCAL ] No optimal features file found for COOK: ./output/feature-sets/COOK.txt [2025-09-26T23:04:20.356019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:20.356054] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:20.356083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:20.356142] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:20.374511] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:20.375136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:20.375225] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:20.375259] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:20.419552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:20.419730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:20.419785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:20.419816] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:20.423734] [DEBUG] [FORECASTER] COOK: Forecast T+1@11:T+2@11: DOWN (p=1.87%) [2025-09-26T23:04:20.424051] [INFO ] [FORECASTER] Completed predict_future for COOK [2025-09-26T23:04:20.424215] [INFO ] [sig ] COOK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:20.575701] [INFO ] [LOCAL ] Saved forecast: COOK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/COOK.txt [2025-09-26T23:04:20.576116] [WARN ] [sig ] [394/2043] Failed COOK after 0.3s | 4.20 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:20.576222] [INFO ] [sig ] [395/2043] Forecasting COP... [2025-09-26T23:04:20.576269] [INFO ] [sig ] Generating forecast for: COP [2025-09-26T23:04:20.576337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'. [2025-09-26T23:04:20.581667] [WARN ] [REMOTE ] Historical data not found for symbol 'COP' (404). [2025-09-26T23:04:20.581866] [FATAL] [sig ] COP: No historical data fetched. [2025-09-26T23:04:20.581959] [WARN ] [sig ] [395/2043] Failed COP after 0.0s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:20.582031] [INFO ] [sig ] [396/2043] Forecasting COR... [2025-09-26T23:04:20.582072] [INFO ] [sig ] Generating forecast for: COR [2025-09-26T23:04:20.582107] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COR' from 'https://tdm.silogroup.org/data/derivative_storage/COR.csv'. [2025-09-26T23:04:20.591703] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COR'. [2025-09-26T23:04:20.592202] [INFO ] [FORECASTER] Starting predict_future for COR [2025-09-26T23:04:20.620829] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:20.621629] [DEBUG] [LOCAL ] No optimal features file found for COR: ./output/feature-sets/COR.txt [2025-09-26T23:04:20.621714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:20.621755] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:20.621784] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:20.621843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:20.641833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:20.642672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:20.642773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:20.642809] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:20.690161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:20.690357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:20.690404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:20.690436] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:20.694581] [DEBUG] [FORECASTER] COR: Forecast T+1@11:T+2@11: DOWN (p=8.33%) [2025-09-26T23:04:20.694922] [INFO ] [FORECASTER] Completed predict_future for COR [2025-09-26T23:04:20.695112] [INFO ] [sig ] COR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:20.874965] [INFO ] [LOCAL ] Saved forecast: COR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/COR.txt [2025-09-26T23:04:20.875300] [WARN ] [sig ] [396/2043] Failed COR after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:20.875385] [INFO ] [sig ] [397/2043] Forecasting COTY... [2025-09-26T23:04:20.875426] [INFO ] [sig ] Generating forecast for: COTY [2025-09-26T23:04:20.875459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'. [2025-09-26T23:04:20.886200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COTY'. [2025-09-26T23:04:20.886668] [INFO ] [FORECASTER] Starting predict_future for COTY [2025-09-26T23:04:20.919800] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:20.920744] [DEBUG] [LOCAL ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt [2025-09-26T23:04:20.920804] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:20.920840] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:20.920869] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:20.920926] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:20.940067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:20.940815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:20.940920] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:20.940966] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:20.991154] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:20.991351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:20.991404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:20.991473] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:20.995710] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: DOWN (p=6.77%) [2025-09-26T23:04:20.996105] [INFO ] [FORECASTER] Completed predict_future for COTY [2025-09-26T23:04:20.996280] [INFO ] [sig ] COTY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:21.156268] [INFO ] [LOCAL ] Saved forecast: COTY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/COTY.txt [2025-09-26T23:04:21.156600] [WARN ] [sig ] [397/2043] Failed COTY after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:21.156716] [INFO ] [sig ] [398/2043] Forecasting COUR... [2025-09-26T23:04:21.156759] [INFO ] [sig ] Generating forecast for: COUR [2025-09-26T23:04:21.156805] [DEBUG] [REMOTE ] Fetching historical data for symbol 'COUR' from 'https://tdm.silogroup.org/data/derivative_storage/COUR.csv'. [2025-09-26T23:04:21.168026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'COUR'. [2025-09-26T23:04:21.168459] [INFO ] [FORECASTER] Starting predict_future for COUR [2025-09-26T23:04:21.196774] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:21.197620] [DEBUG] [LOCAL ] No optimal features file found for COUR: ./output/feature-sets/COUR.txt [2025-09-26T23:04:21.197706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:21.197752] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:21.197786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:21.197847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:21.216864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:21.217614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:21.217736] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:21.217780] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:21.263592] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:21.263807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:21.263861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:21.263893] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:21.268036] [DEBUG] [FORECASTER] COUR: Forecast T+1@11:T+2@11: DOWN (p=15.41%) [2025-09-26T23:04:21.268450] [INFO ] [FORECASTER] Completed predict_future for COUR [2025-09-26T23:04:21.268621] [INFO ] [sig ] COUR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:21.430908] [INFO ] [LOCAL ] Saved forecast: COUR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/COUR.txt [2025-09-26T23:04:21.431207] [WARN ] [sig ] [398/2043] Failed COUR after 0.3s | 4.20 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:21.431307] [INFO ] [sig ] [399/2043] Forecasting CP... [2025-09-26T23:04:21.431366] [INFO ] [sig ] Generating forecast for: CP [2025-09-26T23:04:21.431404] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'. [2025-09-26T23:04:21.442839] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CP'. [2025-09-26T23:04:21.443284] [INFO ] [FORECASTER] Starting predict_future for CP [2025-09-26T23:04:21.471830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:21.472962] [DEBUG] [LOCAL ] No optimal features file found for CP: ./output/feature-sets/CP.txt [2025-09-26T23:04:21.473024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:21.473062] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:21.473092] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:21.473151] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:21.493130] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:21.493863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:21.493958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:21.493995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:21.540778] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:21.540956] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:21.541000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:21.541032] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:21.545104] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: DOWN (p=18.87%) [2025-09-26T23:04:21.545410] [INFO ] [FORECASTER] Completed predict_future for CP [2025-09-26T23:04:21.545571] [INFO ] [sig ] CP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:21.699147] [INFO ] [LOCAL ] Saved forecast: CP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CP.txt [2025-09-26T23:04:21.699463] [WARN ] [sig ] [399/2043] Failed CP after 0.3s | 4.20 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:21.699552] [INFO ] [sig ] [400/2043] Forecasting CPA... [2025-09-26T23:04:21.699594] [INFO ] [sig ] Generating forecast for: CPA [2025-09-26T23:04:21.699629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'. [2025-09-26T23:04:21.705279] [WARN ] [REMOTE ] Historical data not found for symbol 'CPA' (404). [2025-09-26T23:04:21.705549] [FATAL] [sig ] CPA: No historical data fetched. [2025-09-26T23:04:21.705669] [WARN ] [sig ] [400/2043] Failed CPA after 0.0s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:21.705745] [INFO ] [sig ] [401/2043] Forecasting CPAY... [2025-09-26T23:04:21.705787] [INFO ] [sig ] Generating forecast for: CPAY [2025-09-26T23:04:21.705822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPAY' from 'https://tdm.silogroup.org/data/derivative_storage/CPAY.csv'. [2025-09-26T23:04:21.717758] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPAY'. [2025-09-26T23:04:21.718290] [INFO ] [FORECASTER] Starting predict_future for CPAY [2025-09-26T23:04:21.747099] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:21.748157] [DEBUG] [LOCAL ] No optimal features file found for CPAY: ./output/feature-sets/CPAY.txt [2025-09-26T23:04:21.748274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:21.748334] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:21.748369] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:21.748430] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:21.768196] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:21.769183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:21.769288] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:21.769325] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:21.821507] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:21.821736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:21.821801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:21.821860] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:21.826672] [DEBUG] [FORECASTER] CPAY: Forecast T+1@11:T+2@11: UP (p=91.93%) [2025-09-26T23:04:21.827099] [INFO ] [FORECASTER] Completed predict_future for CPAY [2025-09-26T23:04:21.827274] [INFO ] [sig ] CPAY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:21.980826] [INFO ] [LOCAL ] Saved forecast: CPAY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CPAY.txt [2025-09-26T23:04:21.981448] [WARN ] [sig ] [401/2043] Failed CPAY after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:21.981540] [INFO ] [sig ] [402/2043] Forecasting CPF... [2025-09-26T23:04:21.981581] [INFO ] [sig ] Generating forecast for: CPF [2025-09-26T23:04:21.981616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'. [2025-09-26T23:04:21.994991] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPF'. [2025-09-26T23:04:21.995435] [INFO ] [FORECASTER] Starting predict_future for CPF [2025-09-26T23:04:22.025110] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:22.026036] [DEBUG] [LOCAL ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt [2025-09-26T23:04:22.026100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:22.026140] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:22.026171] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:22.026232] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:22.045152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:22.045956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:22.046050] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:22.046086] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:22.095717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:22.095901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:22.095948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:22.095980] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:22.099896] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=3.05%) [2025-09-26T23:04:22.100218] [INFO ] [FORECASTER] Completed predict_future for CPF [2025-09-26T23:04:22.100379] [INFO ] [sig ] CPF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:22.255154] [INFO ] [LOCAL ] Saved forecast: CPF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CPF.txt [2025-09-26T23:04:22.255508] [WARN ] [sig ] [402/2043] Failed CPF after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:22.255601] [INFO ] [sig ] [403/2043] Forecasting CPK... [2025-09-26T23:04:22.255680] [INFO ] [sig ] Generating forecast for: CPK [2025-09-26T23:04:22.255743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'. [2025-09-26T23:04:22.262339] [WARN ] [REMOTE ] Historical data not found for symbol 'CPK' (404). [2025-09-26T23:04:22.262583] [FATAL] [sig ] CPK: No historical data fetched. [2025-09-26T23:04:22.262703] [WARN ] [sig ] [403/2043] Failed CPK after 0.0s | 4.22 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:22.262779] [INFO ] [sig ] [404/2043] Forecasting CPNG... [2025-09-26T23:04:22.262821] [INFO ] [sig ] Generating forecast for: CPNG [2025-09-26T23:04:22.262854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'. [2025-09-26T23:04:22.273270] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPNG'. [2025-09-26T23:04:22.273635] [INFO ] [FORECASTER] Starting predict_future for CPNG [2025-09-26T23:04:22.302110] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:22.302972] [DEBUG] [LOCAL ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt [2025-09-26T23:04:22.303031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:22.303096] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:22.303155] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:22.303219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:22.322464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:22.323110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:22.323199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:22.323235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:22.368945] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:22.369120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:22.369162] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:22.369191] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:22.372891] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=73.30%) [2025-09-26T23:04:22.373184] [INFO ] [FORECASTER] Completed predict_future for CPNG [2025-09-26T23:04:22.373330] [INFO ] [sig ] CPNG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:22.541773] [INFO ] [LOCAL ] Saved forecast: CPNG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CPNG.txt [2025-09-26T23:04:22.542064] [WARN ] [sig ] [404/2043] Failed CPNG after 0.3s | 4.22 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:22.542151] [INFO ] [sig ] [405/2043] Forecasting CPRI... [2025-09-26T23:04:22.542192] [INFO ] [sig ] Generating forecast for: CPRI [2025-09-26T23:04:22.542229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'. [2025-09-26T23:04:22.553782] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPRI'. [2025-09-26T23:04:22.554200] [INFO ] [FORECASTER] Starting predict_future for CPRI [2025-09-26T23:04:22.581071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:22.582004] [DEBUG] [LOCAL ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt [2025-09-26T23:04:22.582065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:22.582101] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:22.582131] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:22.582193] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:22.600157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:22.601064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:22.601165] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:22.601201] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:22.645127] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:22.645366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:22.645429] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:22.645464] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:22.649785] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-09-26T23:04:22.650093] [INFO ] [FORECASTER] Completed predict_future for CPRI [2025-09-26T23:04:22.650251] [INFO ] [sig ] CPRI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:22.804498] [INFO ] [LOCAL ] Saved forecast: CPRI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CPRI.txt [2025-09-26T23:04:22.804861] [WARN ] [sig ] [405/2043] Failed CPRI after 0.3s | 4.22 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:22.804955] [INFO ] [sig ] [406/2043] Forecasting CPS... [2025-09-26T23:04:22.804996] [INFO ] [sig ] Generating forecast for: CPS [2025-09-26T23:04:22.805032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'. [2025-09-26T23:04:22.816486] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPS'. [2025-09-26T23:04:22.816932] [INFO ] [FORECASTER] Starting predict_future for CPS [2025-09-26T23:04:22.845924] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:22.846933] [DEBUG] [LOCAL ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt [2025-09-26T23:04:22.846998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:22.847094] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:22.847134] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:22.847196] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:22.866753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:22.867754] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:22.867868] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:22.867905] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:22.914136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:22.914341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:22.914389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:22.914421] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:22.918726] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: UP (p=95.72%) [2025-09-26T23:04:22.919084] [INFO ] [FORECASTER] Completed predict_future for CPS [2025-09-26T23:04:22.919247] [INFO ] [sig ] CPS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:23.080919] [INFO ] [LOCAL ] Saved forecast: CPS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CPS.txt [2025-09-26T23:04:23.081239] [WARN ] [sig ] [406/2043] Failed CPS after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:23.081326] [INFO ] [sig ] [407/2043] Forecasting CPT... [2025-09-26T23:04:23.081367] [INFO ] [sig ] Generating forecast for: CPT [2025-09-26T23:04:23.081402] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CPT' from 'https://tdm.silogroup.org/data/derivative_storage/CPT.csv'. [2025-09-26T23:04:23.092989] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CPT'. [2025-09-26T23:04:23.093476] [INFO ] [FORECASTER] Starting predict_future for CPT [2025-09-26T23:04:23.123065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:23.124088] [DEBUG] [LOCAL ] No optimal features file found for CPT: ./output/feature-sets/CPT.txt [2025-09-26T23:04:23.124151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:23.124190] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:23.124220] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:23.124280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:23.145636] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:23.146659] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:23.146763] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:23.146801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:23.197309] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:23.197553] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:23.197630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:23.197727] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:23.201943] [DEBUG] [FORECASTER] CPT: Forecast T+1@11:T+2@11: UP (p=93.79%) [2025-09-26T23:04:23.202310] [INFO ] [FORECASTER] Completed predict_future for CPT [2025-09-26T23:04:23.202494] [INFO ] [sig ] CPT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:23.364168] [INFO ] [LOCAL ] Saved forecast: CPT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CPT.txt [2025-09-26T23:04:23.364534] [WARN ] [sig ] [407/2043] Failed CPT after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:23.364685] [INFO ] [sig ] [408/2043] Forecasting CQP... [2025-09-26T23:04:23.364744] [INFO ] [sig ] Generating forecast for: CQP [2025-09-26T23:04:23.364782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'. [2025-09-26T23:04:23.376055] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CQP'. [2025-09-26T23:04:23.376496] [INFO ] [FORECASTER] Starting predict_future for CQP [2025-09-26T23:04:23.403321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:23.404226] [DEBUG] [LOCAL ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt [2025-09-26T23:04:23.404288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:23.404326] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:23.404365] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:23.404469] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:23.422997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:23.423880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:23.423976] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:23.424012] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:23.471485] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:23.471709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:23.471770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:23.471802] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:23.475753] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: UP (p=97.65%) [2025-09-26T23:04:23.476109] [INFO ] [FORECASTER] Completed predict_future for CQP [2025-09-26T23:04:23.476278] [INFO ] [sig ] CQP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:23.636397] [INFO ] [LOCAL ] Saved forecast: CQP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CQP.txt [2025-09-26T23:04:23.636748] [WARN ] [sig ] [408/2043] Failed CQP after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:23.636841] [INFO ] [sig ] [409/2043] Forecasting CR... [2025-09-26T23:04:23.636881] [INFO ] [sig ] Generating forecast for: CR [2025-09-26T23:04:23.636915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CR' from 'https://tdm.silogroup.org/data/derivative_storage/CR.csv'. [2025-09-26T23:04:23.647894] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CR'. [2025-09-26T23:04:23.648334] [INFO ] [FORECASTER] Starting predict_future for CR [2025-09-26T23:04:23.675608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:23.676629] [DEBUG] [LOCAL ] No optimal features file found for CR: ./output/feature-sets/CR.txt [2025-09-26T23:04:23.676714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:23.676757] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:23.676786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:23.676882] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:23.696352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:23.697313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:23.697429] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:23.697492] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:23.744106] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:23.744290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:23.744336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:23.744366] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:23.751171] [DEBUG] [FORECASTER] CR: Forecast T+1@11:T+2@11: UP (p=99.07%) [2025-09-26T23:04:23.751484] [INFO ] [FORECASTER] Completed predict_future for CR [2025-09-26T23:04:23.751698] [INFO ] [sig ] CR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:23.907391] [INFO ] [LOCAL ] Saved forecast: CR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CR.txt [2025-09-26T23:04:23.907703] [WARN ] [sig ] [409/2043] Failed CR after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:23.907792] [INFO ] [sig ] [410/2043] Forecasting CRBD... [2025-09-26T23:04:23.907833] [INFO ] [sig ] Generating forecast for: CRBD [2025-09-26T23:04:23.907868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBD' from 'https://tdm.silogroup.org/data/derivative_storage/CRBD.csv'. [2025-09-26T23:04:23.918836] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRBD'. [2025-09-26T23:04:23.919326] [INFO ] [FORECASTER] Starting predict_future for CRBD [2025-09-26T23:04:23.949628] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:23.950533] [DEBUG] [LOCAL ] No optimal features file found for CRBD: ./output/feature-sets/CRBD.txt [2025-09-26T23:04:23.950591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:23.950627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:23.950695] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:23.950768] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:23.968927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:23.969887] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:23.969991] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:23.970025] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:24.015385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:24.015573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:24.015618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:24.015679] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:24.019632] [DEBUG] [FORECASTER] CRBD: Forecast T+1@11:T+2@11: UP (p=68.61%) [2025-09-26T23:04:24.019982] [INFO ] [FORECASTER] Completed predict_future for CRBD [2025-09-26T23:04:24.020141] [INFO ] [sig ] CRBD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:24.166530] [INFO ] [LOCAL ] Saved forecast: CRBD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CRBD.txt [2025-09-26T23:04:24.166853] [WARN ] [sig ] [410/2043] Failed CRBD after 0.3s | 4.21 sym/s | Total: 1.6m | ETA: 6.5m [2025-09-26T23:04:24.166940] [INFO ] [sig ] [411/2043] Forecasting CRBG... [2025-09-26T23:04:24.166980] [INFO ] [sig ] Generating forecast for: CRBG [2025-09-26T23:04:24.167025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'. [2025-09-26T23:04:24.173108] [WARN ] [REMOTE ] Historical data not found for symbol 'CRBG' (404). [2025-09-26T23:04:24.173316] [FATAL] [sig ] CRBG: No historical data fetched. [2025-09-26T23:04:24.173407] [WARN ] [sig ] [411/2043] Failed CRBG after 0.0s | 4.22 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:24.173513] [INFO ] [sig ] [412/2043] Forecasting CRC... [2025-09-26T23:04:24.173564] [INFO ] [sig ] Generating forecast for: CRC [2025-09-26T23:04:24.173600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'. [2025-09-26T23:04:24.183425] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRC'. [2025-09-26T23:04:24.183800] [INFO ] [FORECASTER] Starting predict_future for CRC [2025-09-26T23:04:24.210275] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:24.211203] [DEBUG] [LOCAL ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt [2025-09-26T23:04:24.211262] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:24.211298] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:24.211331] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:24.211392] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:24.229870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:24.230511] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:24.230608] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:24.230675] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:24.274881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:24.275064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:24.275108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:24.275137] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:24.278963] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: UP (p=76.97%) [2025-09-26T23:04:24.279257] [INFO ] [FORECASTER] Completed predict_future for CRC [2025-09-26T23:04:24.279406] [INFO ] [sig ] CRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:24.432165] [INFO ] [LOCAL ] Saved forecast: CRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CRC.txt [2025-09-26T23:04:24.432461] [WARN ] [sig ] [412/2043] Failed CRC after 0.3s | 4.22 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:24.432546] [INFO ] [sig ] [413/2043] Forecasting CRGY... [2025-09-26T23:04:24.432590] [INFO ] [sig ] Generating forecast for: CRGY [2025-09-26T23:04:24.432630] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'. [2025-09-26T23:04:24.444423] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRGY'. [2025-09-26T23:04:24.444845] [INFO ] [FORECASTER] Starting predict_future for CRGY [2025-09-26T23:04:24.472067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:24.472951] [DEBUG] [LOCAL ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt [2025-09-26T23:04:24.473018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:24.473054] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:24.473081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:24.473138] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:24.491693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:24.492257] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:24.492349] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:24.492385] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:24.545677] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:24.545785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:24.545827] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:24.545882] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:24.550032] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=97.82%) [2025-09-26T23:04:24.550401] [INFO ] [FORECASTER] Completed predict_future for CRGY [2025-09-26T23:04:24.550591] [INFO ] [sig ] CRGY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:24.703727] [INFO ] [LOCAL ] Saved forecast: CRGY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CRGY.txt [2025-09-26T23:04:24.704061] [WARN ] [sig ] [413/2043] Failed CRGY after 0.3s | 4.22 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:24.704167] [INFO ] [sig ] [414/2043] Forecasting CRH... [2025-09-26T23:04:24.704233] [INFO ] [sig ] Generating forecast for: CRH [2025-09-26T23:04:24.704337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'. [2025-09-26T23:04:24.710249] [WARN ] [REMOTE ] Historical data not found for symbol 'CRH' (404). [2025-09-26T23:04:24.710572] [FATAL] [sig ] CRH: No historical data fetched. [2025-09-26T23:04:24.710705] [WARN ] [sig ] [414/2043] Failed CRH after 0.0s | 4.23 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:24.710776] [INFO ] [sig ] [415/2043] Forecasting CRI... [2025-09-26T23:04:24.710818] [INFO ] [sig ] Generating forecast for: CRI [2025-09-26T23:04:24.710852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'. [2025-09-26T23:04:24.714895] [WARN ] [REMOTE ] Historical data not found for symbol 'CRI' (404). [2025-09-26T23:04:24.715072] [FATAL] [sig ] CRI: No historical data fetched. [2025-09-26T23:04:24.715160] [WARN ] [sig ] [415/2043] Failed CRI after 0.0s | 4.24 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:24.715234] [INFO ] [sig ] [416/2043] Forecasting CRK... [2025-09-26T23:04:24.715281] [INFO ] [sig ] Generating forecast for: CRK [2025-09-26T23:04:24.715314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'. [2025-09-26T23:04:24.724920] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRK'. [2025-09-26T23:04:24.725247] [INFO ] [FORECASTER] Starting predict_future for CRK [2025-09-26T23:04:24.752138] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:24.752925] [DEBUG] [LOCAL ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt [2025-09-26T23:04:24.752984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:24.753022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:24.753052] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:24.753112] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:24.771385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:24.771974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:24.772060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:24.772095] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:24.822016] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:24.822153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:24.822206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:24.822238] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:24.826022] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=57.14%) [2025-09-26T23:04:24.826410] [INFO ] [FORECASTER] Completed predict_future for CRK [2025-09-26T23:04:24.826562] [INFO ] [sig ] CRK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:24.978876] [INFO ] [LOCAL ] Saved forecast: CRK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CRK.txt [2025-09-26T23:04:24.979153] [WARN ] [sig ] [416/2043] Failed CRK after 0.3s | 4.23 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:24.979236] [INFO ] [sig ] [417/2043] Forecasting CRL... [2025-09-26T23:04:24.979276] [INFO ] [sig ] Generating forecast for: CRL [2025-09-26T23:04:24.979310] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'. [2025-09-26T23:04:24.991962] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRL'. [2025-09-26T23:04:24.992419] [INFO ] [FORECASTER] Starting predict_future for CRL [2025-09-26T23:04:25.021867] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:25.022769] [DEBUG] [LOCAL ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt [2025-09-26T23:04:25.022827] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:25.022865] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:25.022897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:25.022956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:25.042019] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:25.042898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:25.042999] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:25.043038] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:25.088400] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:25.088576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:25.088618] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:25.088681] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:25.092570] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-09-26T23:04:25.092909] [INFO ] [FORECASTER] Completed predict_future for CRL [2025-09-26T23:04:25.093074] [INFO ] [sig ] CRL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:25.256812] [INFO ] [LOCAL ] Saved forecast: CRL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CRL.txt [2025-09-26T23:04:25.257134] [WARN ] [sig ] [417/2043] Failed CRL after 0.3s | 4.23 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:25.257230] [INFO ] [sig ] [418/2043] Forecasting CRM... [2025-09-26T23:04:25.257291] [INFO ] [sig ] Generating forecast for: CRM [2025-09-26T23:04:25.257361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'. [2025-09-26T23:04:25.268297] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRM'. [2025-09-26T23:04:25.268783] [INFO ] [FORECASTER] Starting predict_future for CRM [2025-09-26T23:04:25.299392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:25.300575] [DEBUG] [LOCAL ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt [2025-09-26T23:04:25.300638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:25.300719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:25.300755] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:25.300817] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:25.320528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:25.321328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:25.321431] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:25.321469] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:25.368915] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:25.369129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:25.369197] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:25.369300] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:25.373303] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=28.96%) [2025-09-26T23:04:25.373609] [INFO ] [FORECASTER] Completed predict_future for CRM [2025-09-26T23:04:25.373801] [INFO ] [sig ] CRM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:25.529707] [INFO ] [LOCAL ] Saved forecast: CRM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CRM.txt [2025-09-26T23:04:25.530067] [WARN ] [sig ] [418/2043] Failed CRM after 0.3s | 4.23 sym/s | Total: 1.6m | ETA: 6.4m [2025-09-26T23:04:25.530162] [INFO ] [sig ] [419/2043] Forecasting CRT... [2025-09-26T23:04:25.530207] [INFO ] [sig ] Generating forecast for: CRT [2025-09-26T23:04:25.530244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CRT' from 'https://tdm.silogroup.org/data/derivative_storage/CRT.csv'. [2025-09-26T23:04:25.545283] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CRT'. [2025-09-26T23:04:25.545895] [INFO ] [FORECASTER] Starting predict_future for CRT [2025-09-26T23:04:25.595085] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:25.596425] [DEBUG] [LOCAL ] No optimal features file found for CRT: ./output/feature-sets/CRT.txt [2025-09-26T23:04:25.596500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:25.596557] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:25.596615] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:25.596757] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:25.627459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:25.628436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:25.628557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:25.628626] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:25.695476] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:25.695768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:25.695849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:25.695908] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:25.704083] [DEBUG] [FORECASTER] CRT: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-09-26T23:04:25.704760] [INFO ] [FORECASTER] Completed predict_future for CRT [2025-09-26T23:04:25.705046] [INFO ] [sig ] CRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:25.911917] [INFO ] [LOCAL ] Saved forecast: CRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CRT.txt [2025-09-26T23:04:25.912342] [WARN ] [sig ] [419/2043] Failed CRT after 0.4s | 4.23 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:25.912432] [INFO ] [sig ] [420/2043] Forecasting CSAN... [2025-09-26T23:04:25.912474] [INFO ] [sig ] Generating forecast for: CSAN [2025-09-26T23:04:25.912510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'. [2025-09-26T23:04:25.926932] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSAN'. [2025-09-26T23:04:25.927376] [INFO ] [FORECASTER] Starting predict_future for CSAN [2025-09-26T23:04:25.958030] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:25.959078] [DEBUG] [LOCAL ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt [2025-09-26T23:04:25.959138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:25.959191] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:25.959253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:25.959386] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:25.978798] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:25.980012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:25.980140] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:25.980195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:26.028228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:26.028486] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:26.028534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:26.028566] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:26.032741] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=17.36%) [2025-09-26T23:04:26.033056] [INFO ] [FORECASTER] Completed predict_future for CSAN [2025-09-26T23:04:26.033221] [INFO ] [sig ] CSAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:26.185265] [INFO ] [LOCAL ] Saved forecast: CSAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CSAN.txt [2025-09-26T23:04:26.185660] [WARN ] [sig ] [420/2043] Failed CSAN after 0.3s | 4.22 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:26.185753] [INFO ] [sig ] [421/2043] Forecasting CSR... [2025-09-26T23:04:26.185795] [INFO ] [sig ] Generating forecast for: CSR [2025-09-26T23:04:26.185832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSR' from 'https://tdm.silogroup.org/data/derivative_storage/CSR.csv'. [2025-09-26T23:04:26.198009] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSR'. [2025-09-26T23:04:26.198442] [INFO ] [FORECASTER] Starting predict_future for CSR [2025-09-26T23:04:26.225204] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:26.225977] [DEBUG] [LOCAL ] No optimal features file found for CSR: ./output/feature-sets/CSR.txt [2025-09-26T23:04:26.226038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:26.226073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:26.226101] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:26.226160] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:26.244855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:26.245472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:26.245567] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:26.245606] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:26.294705] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:26.294860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:26.294904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:26.294935] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:26.298802] [DEBUG] [FORECASTER] CSR: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-09-26T23:04:26.299105] [INFO ] [FORECASTER] Completed predict_future for CSR [2025-09-26T23:04:26.299276] [INFO ] [sig ] CSR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:26.448305] [INFO ] [LOCAL ] Saved forecast: CSR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CSR.txt [2025-09-26T23:04:26.448681] [WARN ] [sig ] [421/2043] Failed CSR after 0.3s | 4.22 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:26.448776] [INFO ] [sig ] [422/2043] Forecasting CSTM... [2025-09-26T23:04:26.448818] [INFO ] [sig ] Generating forecast for: CSTM [2025-09-26T23:04:26.448856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'. [2025-09-26T23:04:26.461472] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSTM'. [2025-09-26T23:04:26.461983] [INFO ] [FORECASTER] Starting predict_future for CSTM [2025-09-26T23:04:26.489066] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:26.489991] [DEBUG] [LOCAL ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt [2025-09-26T23:04:26.490049] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:26.490084] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:26.490116] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:26.490178] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:26.509359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:26.510099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:26.510251] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:26.510301] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:26.573066] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:26.573259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:26.573305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:26.573336] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:26.577179] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=68.60%) [2025-09-26T23:04:26.577483] [INFO ] [FORECASTER] Completed predict_future for CSTM [2025-09-26T23:04:26.577675] [INFO ] [sig ] CSTM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:26.735920] [INFO ] [LOCAL ] Saved forecast: CSTM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CSTM.txt [2025-09-26T23:04:26.736304] [WARN ] [sig ] [422/2043] Failed CSTM after 0.3s | 4.22 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:26.736397] [INFO ] [sig ] [423/2043] Forecasting CSV... [2025-09-26T23:04:26.736438] [INFO ] [sig ] Generating forecast for: CSV [2025-09-26T23:04:26.736475] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CSV' from 'https://tdm.silogroup.org/data/derivative_storage/CSV.csv'. [2025-09-26T23:04:26.748355] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CSV'. [2025-09-26T23:04:26.748813] [INFO ] [FORECASTER] Starting predict_future for CSV [2025-09-26T23:04:26.776462] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:26.777412] [DEBUG] [LOCAL ] No optimal features file found for CSV: ./output/feature-sets/CSV.txt [2025-09-26T23:04:26.777475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:26.777515] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:26.777545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:26.777608] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:26.796455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:26.797201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:26.797323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:26.797379] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:26.843164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:26.843302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:26.843345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:26.843376] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:26.847182] [DEBUG] [FORECASTER] CSV: Forecast T+1@11:T+2@11: UP (p=96.13%) [2025-09-26T23:04:26.847523] [INFO ] [FORECASTER] Completed predict_future for CSV [2025-09-26T23:04:26.847725] [INFO ] [sig ] CSV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:27.000481] [INFO ] [LOCAL ] Saved forecast: CSV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CSV.txt [2025-09-26T23:04:27.000856] [WARN ] [sig ] [423/2043] Failed CSV after 0.3s | 4.22 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:27.000994] [INFO ] [sig ] [424/2043] Forecasting CTBB... [2025-09-26T23:04:27.001047] [INFO ] [sig ] Generating forecast for: CTBB [2025-09-26T23:04:27.001085] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'. [2025-09-26T23:04:27.014418] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTBB'. [2025-09-26T23:04:27.015128] [INFO ] [FORECASTER] Starting predict_future for CTBB [2025-09-26T23:04:27.043189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:27.044590] [DEBUG] [LOCAL ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt [2025-09-26T23:04:27.044699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:27.044750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:27.044781] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:27.044844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:27.062698] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:27.063867] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:27.063981] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:27.064016] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:27.102980] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:27.103247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:27.103296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:27.103326] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:27.107531] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: UP (p=89.62%) [2025-09-26T23:04:27.107936] [INFO ] [FORECASTER] Completed predict_future for CTBB [2025-09-26T23:04:27.108112] [INFO ] [sig ] CTBB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:27.253806] [INFO ] [LOCAL ] Saved forecast: CTBB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CTBB.txt [2025-09-26T23:04:27.254465] [WARN ] [sig ] [424/2043] Failed CTBB after 0.3s | 4.22 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:27.254559] [INFO ] [sig ] [425/2043] Forecasting CTDD... [2025-09-26T23:04:27.254603] [INFO ] [sig ] Generating forecast for: CTDD [2025-09-26T23:04:27.254662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'. [2025-09-26T23:04:27.267125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTDD'. [2025-09-26T23:04:27.267717] [INFO ] [FORECASTER] Starting predict_future for CTDD [2025-09-26T23:04:27.297211] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:27.298090] [DEBUG] [LOCAL ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt [2025-09-26T23:04:27.298149] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:27.298189] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:27.298219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:27.298281] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:27.317721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:27.318358] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:27.318451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:27.318487] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:27.372166] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:27.372395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:27.372451] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:27.372528] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:27.378435] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=45.80%) [2025-09-26T23:04:27.379025] [INFO ] [FORECASTER] Completed predict_future for CTDD [2025-09-26T23:04:27.379269] [INFO ] [sig ] CTDD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:27.546376] [INFO ] [LOCAL ] Saved forecast: CTDD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CTDD.txt [2025-09-26T23:04:27.547149] [WARN ] [sig ] [425/2043] Failed CTDD after 0.3s | 4.22 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:27.547240] [INFO ] [sig ] [426/2043] Forecasting CTO... [2025-09-26T23:04:27.547302] [INFO ] [sig ] Generating forecast for: CTO [2025-09-26T23:04:27.547378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'. [2025-09-26T23:04:27.560771] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTO'. [2025-09-26T23:04:27.561325] [INFO ] [FORECASTER] Starting predict_future for CTO [2025-09-26T23:04:27.592909] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:27.593922] [DEBUG] [LOCAL ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt [2025-09-26T23:04:27.593983] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:27.594022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:27.594053] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:27.594117] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:27.616941] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:27.618062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:27.618192] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:27.618250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:27.663041] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:27.663306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:27.663356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:27.663386] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:27.667478] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=36.69%) [2025-09-26T23:04:27.667839] [INFO ] [FORECASTER] Completed predict_future for CTO [2025-09-26T23:04:27.668004] [INFO ] [sig ] CTO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:27.816682] [INFO ] [LOCAL ] Saved forecast: CTO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CTO.txt [2025-09-26T23:04:27.817132] [WARN ] [sig ] [426/2043] Failed CTO after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:27.817225] [INFO ] [sig ] [427/2043] Forecasting CTOS... [2025-09-26T23:04:27.817269] [INFO ] [sig ] Generating forecast for: CTOS [2025-09-26T23:04:27.817307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTOS' from 'https://tdm.silogroup.org/data/derivative_storage/CTOS.csv'. [2025-09-26T23:04:27.829483] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTOS'. [2025-09-26T23:04:27.829944] [INFO ] [FORECASTER] Starting predict_future for CTOS [2025-09-26T23:04:27.859486] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:27.860571] [DEBUG] [LOCAL ] No optimal features file found for CTOS: ./output/feature-sets/CTOS.txt [2025-09-26T23:04:27.860688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:27.860763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:27.860814] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:27.860960] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:27.880516] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:27.881348] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:27.881448] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:27.881485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:27.926542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:27.926755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:27.926811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:27.926844] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:27.930964] [DEBUG] [FORECASTER] CTOS: Forecast T+1@11:T+2@11: UP (p=98.20%) [2025-09-26T23:04:27.931277] [INFO ] [FORECASTER] Completed predict_future for CTOS [2025-09-26T23:04:27.931451] [INFO ] [sig ] CTOS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:28.090156] [INFO ] [LOCAL ] Saved forecast: CTOS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CTOS.txt [2025-09-26T23:04:28.090418] [WARN ] [sig ] [427/2043] Failed CTOS after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:28.090496] [INFO ] [sig ] [428/2043] Forecasting CTRA... [2025-09-26T23:04:28.090542] [INFO ] [sig ] Generating forecast for: CTRA [2025-09-26T23:04:28.090577] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'. [2025-09-26T23:04:28.102414] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTRA'. [2025-09-26T23:04:28.102804] [INFO ] [FORECASTER] Starting predict_future for CTRA [2025-09-26T23:04:28.130224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:28.130999] [DEBUG] [LOCAL ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt [2025-09-26T23:04:28.131056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:28.131091] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:28.131119] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:28.131195] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:28.150108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:28.151142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:28.151249] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:28.151284] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:28.198681] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:28.198874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:28.198921] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:28.198951] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:28.202957] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=76.11%) [2025-09-26T23:04:28.203264] [INFO ] [FORECASTER] Completed predict_future for CTRA [2025-09-26T23:04:28.203435] [INFO ] [sig ] CTRA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:28.355776] [INFO ] [LOCAL ] Saved forecast: CTRA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CTRA.txt [2025-09-26T23:04:28.356034] [WARN ] [sig ] [428/2043] Failed CTRA after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:28.356120] [INFO ] [sig ] [429/2043] Forecasting CTRE... [2025-09-26T23:04:28.356160] [INFO ] [sig ] Generating forecast for: CTRE [2025-09-26T23:04:28.356194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'. [2025-09-26T23:04:28.374323] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTRE'. [2025-09-26T23:04:28.375237] [INFO ] [FORECASTER] Starting predict_future for CTRE [2025-09-26T23:04:28.410587] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:28.411670] [DEBUG] [LOCAL ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt [2025-09-26T23:04:28.411746] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:28.411858] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:28.411899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:28.411963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:28.432809] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:28.433960] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:28.434067] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:28.434105] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:28.481221] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:28.481425] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:28.481470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:28.481500] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:28.485569] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=62.67%) [2025-09-26T23:04:28.486054] [INFO ] [FORECASTER] Completed predict_future for CTRE [2025-09-26T23:04:28.486223] [INFO ] [sig ] CTRE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:28.644747] [INFO ] [LOCAL ] Saved forecast: CTRE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CTRE.txt [2025-09-26T23:04:28.645050] [WARN ] [sig ] [429/2043] Failed CTRE after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:28.645143] [INFO ] [sig ] [430/2043] Forecasting CTRI... [2025-09-26T23:04:28.645184] [INFO ] [sig ] Generating forecast for: CTRI [2025-09-26T23:04:28.645218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTRI' from 'https://tdm.silogroup.org/data/derivative_storage/CTRI.csv'. [2025-09-26T23:04:28.656766] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTRI'. [2025-09-26T23:04:28.657089] [INFO ] [FORECASTER] Starting predict_future for CTRI [2025-09-26T23:04:28.683246] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:28.684056] [DEBUG] [LOCAL ] No optimal features file found for CTRI: ./output/feature-sets/CTRI.txt [2025-09-26T23:04:28.684113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:28.684149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:28.684178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:28.684236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:28.702430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:28.703047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:28.703133] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:28.703167] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:28.749373] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:28.749519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:28.749562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:28.749593] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:28.753295] [DEBUG] [FORECASTER] CTRI: Forecast T+1@11:T+2@11: UP (p=82.35%) [2025-09-26T23:04:28.753590] [INFO ] [FORECASTER] Completed predict_future for CTRI [2025-09-26T23:04:28.753767] [INFO ] [sig ] CTRI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:28.899904] [INFO ] [LOCAL ] Saved forecast: CTRI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CTRI.txt [2025-09-26T23:04:28.900176] [WARN ] [sig ] [430/2043] Failed CTRI after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:28.900263] [INFO ] [sig ] [431/2043] Forecasting CTS... [2025-09-26T23:04:28.900305] [INFO ] [sig ] Generating forecast for: CTS [2025-09-26T23:04:28.900340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'. [2025-09-26T23:04:28.910837] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTS'. [2025-09-26T23:04:28.911152] [INFO ] [FORECASTER] Starting predict_future for CTS [2025-09-26T23:04:28.938474] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:28.939348] [DEBUG] [LOCAL ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt [2025-09-26T23:04:28.939407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:28.939446] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:28.939476] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:28.939534] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:28.958577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:28.959359] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:28.959451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:28.959485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:29.007104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:29.007279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:29.007322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:29.007352] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:29.011149] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=49.53%) [2025-09-26T23:04:29.011455] [INFO ] [FORECASTER] Completed predict_future for CTS [2025-09-26T23:04:29.011606] [INFO ] [sig ] CTS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:29.162283] [INFO ] [LOCAL ] Saved forecast: CTS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CTS.txt [2025-09-26T23:04:29.162607] [WARN ] [sig ] [431/2043] Failed CTS after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:29.162727] [INFO ] [sig ] [432/2043] Forecasting CTVA... [2025-09-26T23:04:29.162772] [INFO ] [sig ] Generating forecast for: CTVA [2025-09-26T23:04:29.162807] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'. [2025-09-26T23:04:29.174756] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CTVA'. [2025-09-26T23:04:29.175146] [INFO ] [FORECASTER] Starting predict_future for CTVA [2025-09-26T23:04:29.202626] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:29.203531] [DEBUG] [LOCAL ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt [2025-09-26T23:04:29.203590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:29.203626] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:29.203690] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:29.203765] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:29.221549] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:29.222308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:29.222402] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:29.222436] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:29.267446] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:29.267638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:29.267726] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:29.267814] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:29.272868] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=99.30%) [2025-09-26T23:04:29.273168] [INFO ] [FORECASTER] Completed predict_future for CTVA [2025-09-26T23:04:29.273325] [INFO ] [sig ] CTVA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:29.421972] [INFO ] [LOCAL ] Saved forecast: CTVA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CTVA.txt [2025-09-26T23:04:29.422302] [WARN ] [sig ] [432/2043] Failed CTVA after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:29.422392] [INFO ] [sig ] [433/2043] Forecasting CUK... [2025-09-26T23:04:29.422433] [INFO ] [sig ] Generating forecast for: CUK [2025-09-26T23:04:29.422467] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'. [2025-09-26T23:04:29.435724] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CUK'. [2025-09-26T23:04:29.436188] [INFO ] [FORECASTER] Starting predict_future for CUK [2025-09-26T23:04:29.462862] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:29.463699] [DEBUG] [LOCAL ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt [2025-09-26T23:04:29.463758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:29.463795] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:29.463824] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:29.463889] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:29.481520] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:29.482197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:29.482294] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:29.482328] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:29.529551] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:29.529732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:29.529785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:29.529816] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:29.533448] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=17.53%) [2025-09-26T23:04:29.533807] [INFO ] [FORECASTER] Completed predict_future for CUK [2025-09-26T23:04:29.533979] [INFO ] [sig ] CUK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:29.681928] [INFO ] [LOCAL ] Saved forecast: CUK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CUK.txt [2025-09-26T23:04:29.682404] [WARN ] [sig ] [433/2043] Failed CUK after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:29.682500] [INFO ] [sig ] [434/2043] Forecasting CULP... [2025-09-26T23:04:29.682563] [INFO ] [sig ] Generating forecast for: CULP [2025-09-26T23:04:29.682611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'. [2025-09-26T23:04:29.694187] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CULP'. [2025-09-26T23:04:29.694540] [INFO ] [FORECASTER] Starting predict_future for CULP [2025-09-26T23:04:29.722339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:29.723236] [DEBUG] [LOCAL ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt [2025-09-26T23:04:29.723315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:29.723352] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:29.723380] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:29.723441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:29.741932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:29.743297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:29.743417] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:29.743453] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:29.795307] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:29.795568] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:29.795621] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:29.795689] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:29.800038] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=70.24%) [2025-09-26T23:04:29.800367] [INFO ] [FORECASTER] Completed predict_future for CULP [2025-09-26T23:04:29.800532] [INFO ] [sig ] CULP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:29.954524] [INFO ] [LOCAL ] Saved forecast: CULP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CULP.txt [2025-09-26T23:04:29.954922] [WARN ] [sig ] [434/2043] Failed CULP after 0.3s | 4.21 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:29.955013] [INFO ] [sig ] [435/2043] Forecasting CURB... [2025-09-26T23:04:29.955079] [INFO ] [sig ] Generating forecast for: CURB [2025-09-26T23:04:29.955151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CURB' from 'https://tdm.silogroup.org/data/derivative_storage/CURB.csv'. [2025-09-26T23:04:29.968160] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CURB'. [2025-09-26T23:04:29.968501] [INFO ] [FORECASTER] Starting predict_future for CURB [2025-09-26T23:04:29.996356] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:29.997220] [DEBUG] [LOCAL ] No optimal features file found for CURB: ./output/feature-sets/CURB.txt [2025-09-26T23:04:29.997280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:29.997316] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:29.997345] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:29.997405] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:30.015803] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:30.016848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:30.016986] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:30.017031] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:30.063535] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:30.063772] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:30.063829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:30.063860] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:30.068107] [DEBUG] [FORECASTER] CURB: Forecast T+1@11:T+2@11: UP (p=51.99%) [2025-09-26T23:04:30.068528] [INFO ] [FORECASTER] Completed predict_future for CURB [2025-09-26T23:04:30.068744] [INFO ] [sig ] CURB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:30.219462] [INFO ] [LOCAL ] Saved forecast: CURB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CURB.txt [2025-09-26T23:04:30.219760] [WARN ] [sig ] [435/2043] Failed CURB after 0.3s | 4.20 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:30.219875] [INFO ] [sig ] [436/2043] Forecasting CUZ... [2025-09-26T23:04:30.219927] [INFO ] [sig ] Generating forecast for: CUZ [2025-09-26T23:04:30.219966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'. [2025-09-26T23:04:30.232444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CUZ'. [2025-09-26T23:04:30.232993] [INFO ] [FORECASTER] Starting predict_future for CUZ [2025-09-26T23:04:30.263833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:30.264906] [DEBUG] [LOCAL ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt [2025-09-26T23:04:30.264982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:30.265020] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:30.265052] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:30.265113] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:30.284907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:30.285901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:30.286000] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:30.286038] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:30.332832] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:30.333077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:30.333160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:30.333220] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:30.337487] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=25.03%) [2025-09-26T23:04:30.337860] [INFO ] [FORECASTER] Completed predict_future for CUZ [2025-09-26T23:04:30.338099] [INFO ] [sig ] CUZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:30.496701] [INFO ] [LOCAL ] Saved forecast: CUZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CUZ.txt [2025-09-26T23:04:30.497055] [WARN ] [sig ] [436/2043] Failed CUZ after 0.3s | 4.20 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:30.497141] [INFO ] [sig ] [437/2043] Forecasting CVE... [2025-09-26T23:04:30.497193] [INFO ] [sig ] Generating forecast for: CVE [2025-09-26T23:04:30.497264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'. [2025-09-26T23:04:30.509272] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVE'. [2025-09-26T23:04:30.509791] [INFO ] [FORECASTER] Starting predict_future for CVE [2025-09-26T23:04:30.537347] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:30.538237] [DEBUG] [LOCAL ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt [2025-09-26T23:04:30.538297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:30.538335] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:30.538366] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:30.538430] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:30.557987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:30.559003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:30.559129] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:30.559169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:30.610067] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:30.610271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:30.610319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:30.610350] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:30.614302] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=78.24%) [2025-09-26T23:04:30.614611] [INFO ] [FORECASTER] Completed predict_future for CVE [2025-09-26T23:04:30.614806] [INFO ] [sig ] CVE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:30.768901] [INFO ] [LOCAL ] Saved forecast: CVE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CVE.txt [2025-09-26T23:04:30.769230] [WARN ] [sig ] [437/2043] Failed CVE after 0.3s | 4.20 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:30.769365] [INFO ] [sig ] [438/2043] Forecasting CVI... [2025-09-26T23:04:30.769441] [INFO ] [sig ] Generating forecast for: CVI [2025-09-26T23:04:30.769494] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'. [2025-09-26T23:04:30.783948] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVI'. [2025-09-26T23:04:30.784756] [INFO ] [FORECASTER] Starting predict_future for CVI [2025-09-26T23:04:30.820517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:30.821515] [DEBUG] [LOCAL ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt [2025-09-26T23:04:30.821574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:30.821611] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:30.821665] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:30.821769] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:30.843658] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:30.844728] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:30.844836] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:30.844874] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:30.897054] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:30.897351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:30.897407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:30.897440] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:30.902306] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=63.87%) [2025-09-26T23:04:30.902707] [INFO ] [FORECASTER] Completed predict_future for CVI [2025-09-26T23:04:30.902917] [INFO ] [sig ] CVI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:31.056513] [INFO ] [LOCAL ] Saved forecast: CVI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CVI.txt [2025-09-26T23:04:31.056856] [WARN ] [sig ] [438/2043] Failed CVI after 0.3s | 4.20 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:31.056945] [INFO ] [sig ] [439/2043] Forecasting CVLG... [2025-09-26T23:04:31.056994] [INFO ] [sig ] Generating forecast for: CVLG [2025-09-26T23:04:31.057031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVLG' from 'https://tdm.silogroup.org/data/derivative_storage/CVLG.csv'. [2025-09-26T23:04:31.070303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVLG'. [2025-09-26T23:04:31.070673] [INFO ] [FORECASTER] Starting predict_future for CVLG [2025-09-26T23:04:31.106246] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:31.107797] [DEBUG] [LOCAL ] No optimal features file found for CVLG: ./output/feature-sets/CVLG.txt [2025-09-26T23:04:31.107870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:31.107910] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:31.107941] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:31.108007] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:31.131323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:31.132827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:31.133023] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:31.133091] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:31.186668] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:31.186941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:31.186994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:31.187090] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:31.191768] [DEBUG] [FORECASTER] CVLG: Forecast T+1@11:T+2@11: UP (p=68.34%) [2025-09-26T23:04:31.192093] [INFO ] [FORECASTER] Completed predict_future for CVLG [2025-09-26T23:04:31.192266] [INFO ] [sig ] CVLG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:31.342104] [INFO ] [LOCAL ] Saved forecast: CVLG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CVLG.txt [2025-09-26T23:04:31.342553] [WARN ] [sig ] [439/2043] Failed CVLG after 0.3s | 4.20 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:31.342676] [INFO ] [sig ] [440/2043] Forecasting CVNA... [2025-09-26T23:04:31.342732] [INFO ] [sig ] Generating forecast for: CVNA [2025-09-26T23:04:31.342772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'. [2025-09-26T23:04:31.355516] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVNA'. [2025-09-26T23:04:31.356101] [INFO ] [FORECASTER] Starting predict_future for CVNA [2025-09-26T23:04:31.384043] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:31.385000] [DEBUG] [LOCAL ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt [2025-09-26T23:04:31.385063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:31.385102] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:31.385133] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:31.385196] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:31.404056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:31.404773] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:31.404869] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:31.404905] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:31.451911] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:31.452029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:31.452068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:31.452099] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:31.455815] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: UP (p=53.91%) [2025-09-26T23:04:31.456160] [INFO ] [FORECASTER] Completed predict_future for CVNA [2025-09-26T23:04:31.456362] [INFO ] [sig ] CVNA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:31.607257] [INFO ] [LOCAL ] Saved forecast: CVNA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CVNA.txt [2025-09-26T23:04:31.607560] [WARN ] [sig ] [440/2043] Failed CVNA after 0.3s | 4.20 sym/s | Total: 1.7m | ETA: 6.4m [2025-09-26T23:04:31.607674] [INFO ] [sig ] [441/2043] Forecasting CVS... [2025-09-26T23:04:31.607731] [INFO ] [sig ] Generating forecast for: CVS [2025-09-26T23:04:31.607769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'. [2025-09-26T23:04:31.620398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVS'. [2025-09-26T23:04:31.620897] [INFO ] [FORECASTER] Starting predict_future for CVS [2025-09-26T23:04:31.649496] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:31.650452] [DEBUG] [LOCAL ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt [2025-09-26T23:04:31.650514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:31.650552] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:31.650582] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:31.650667] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:31.670279] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:31.671107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:31.671206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:31.671243] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:31.719803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:31.719976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:31.720019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:31.720048] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:31.723972] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=43.48%) [2025-09-26T23:04:31.724288] [INFO ] [FORECASTER] Completed predict_future for CVS [2025-09-26T23:04:31.724459] [INFO ] [sig ] CVS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:31.886214] [INFO ] [LOCAL ] Saved forecast: CVS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CVS.txt [2025-09-26T23:04:31.890029] [WARN ] [sig ] [441/2043] Failed CVS after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.4m [2025-09-26T23:04:31.890156] [INFO ] [sig ] [442/2043] Forecasting CVX... [2025-09-26T23:04:31.890229] [INFO ] [sig ] Generating forecast for: CVX [2025-09-26T23:04:31.890276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'. [2025-09-26T23:04:31.902469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CVX'. [2025-09-26T23:04:31.902995] [INFO ] [FORECASTER] Starting predict_future for CVX [2025-09-26T23:04:31.930977] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:31.931828] [DEBUG] [LOCAL ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt [2025-09-26T23:04:31.931888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:31.931925] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:31.931955] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:31.932017] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:31.951434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:31.952200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:31.952297] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:31.952333] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:32.002798] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:32.003011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:32.003058] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:32.003089] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:32.007254] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: UP (p=65.18%) [2025-09-26T23:04:32.007612] [INFO ] [FORECASTER] Completed predict_future for CVX [2025-09-26T23:04:32.007833] [INFO ] [sig ] CVX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:32.162151] [INFO ] [LOCAL ] Saved forecast: CVX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CVX.txt [2025-09-26T23:04:32.162468] [WARN ] [sig ] [442/2043] Failed CVX after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.4m [2025-09-26T23:04:32.162554] [INFO ] [sig ] [443/2043] Forecasting CW... [2025-09-26T23:04:32.162612] [INFO ] [sig ] Generating forecast for: CW [2025-09-26T23:04:32.162671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CW' from 'https://tdm.silogroup.org/data/derivative_storage/CW.csv'. [2025-09-26T23:04:32.176811] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CW'. [2025-09-26T23:04:32.177462] [INFO ] [FORECASTER] Starting predict_future for CW [2025-09-26T23:04:32.217463] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:32.218496] [DEBUG] [LOCAL ] No optimal features file found for CW: ./output/feature-sets/CW.txt [2025-09-26T23:04:32.218560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:32.218599] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:32.218632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:32.218735] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:32.236764] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:32.238017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:32.238130] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:32.238166] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:32.284498] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:32.284613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:32.284688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:32.284738] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:32.288207] [DEBUG] [FORECASTER] CW: Forecast T+1@11:T+2@11: UP (p=98.89%) [2025-09-26T23:04:32.288499] [INFO ] [FORECASTER] Completed predict_future for CW [2025-09-26T23:04:32.288704] [INFO ] [sig ] CW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:32.454053] [INFO ] [LOCAL ] Saved forecast: CW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CW.txt [2025-09-26T23:04:32.454418] [WARN ] [sig ] [443/2043] Failed CW after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.4m [2025-09-26T23:04:32.454516] [INFO ] [sig ] [444/2043] Forecasting CWAN... [2025-09-26T23:04:32.454558] [INFO ] [sig ] Generating forecast for: CWAN [2025-09-26T23:04:32.454593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'. [2025-09-26T23:04:32.460608] [WARN ] [REMOTE ] Historical data not found for symbol 'CWAN' (404). [2025-09-26T23:04:32.460933] [FATAL] [sig ] CWAN: No historical data fetched. [2025-09-26T23:04:32.461030] [WARN ] [sig ] [444/2043] Failed CWAN after 0.0s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:32.461101] [INFO ] [sig ] [445/2043] Forecasting CWH... [2025-09-26T23:04:32.461143] [INFO ] [sig ] Generating forecast for: CWH [2025-09-26T23:04:32.461175] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'. [2025-09-26T23:04:32.471429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWH'. [2025-09-26T23:04:32.471780] [INFO ] [FORECASTER] Starting predict_future for CWH [2025-09-26T23:04:32.498355] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:32.499113] [DEBUG] [LOCAL ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt [2025-09-26T23:04:32.499170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:32.499205] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:32.499233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:32.499291] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:32.518384] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:32.519010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:32.519098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:32.519133] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:32.570490] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:32.570599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:32.570639] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:32.570730] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:32.574373] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: UP (p=92.22%) [2025-09-26T23:04:32.574679] [INFO ] [FORECASTER] Completed predict_future for CWH [2025-09-26T23:04:32.574846] [INFO ] [sig ] CWH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:32.731123] [INFO ] [LOCAL ] Saved forecast: CWH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CWH.txt [2025-09-26T23:04:32.731373] [WARN ] [sig ] [445/2043] Failed CWH after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:32.731454] [INFO ] [sig ] [446/2043] Forecasting CWK... [2025-09-26T23:04:32.731494] [INFO ] [sig ] Generating forecast for: CWK [2025-09-26T23:04:32.731529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'. [2025-09-26T23:04:32.743400] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWK'. [2025-09-26T23:04:32.743813] [INFO ] [FORECASTER] Starting predict_future for CWK [2025-09-26T23:04:32.770514] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:32.771363] [DEBUG] [LOCAL ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt [2025-09-26T23:04:32.771423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:32.771467] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:32.771532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:32.771627] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:32.790310] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:32.791283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:32.791384] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:32.791422] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:32.835832] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:32.836019] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:32.836064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:32.836094] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:32.840079] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=0.88%) [2025-09-26T23:04:32.840388] [INFO ] [FORECASTER] Completed predict_future for CWK [2025-09-26T23:04:32.840549] [INFO ] [sig ] CWK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:32.992898] [INFO ] [LOCAL ] Saved forecast: CWK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CWK.txt [2025-09-26T23:04:32.993251] [WARN ] [sig ] [446/2043] Failed CWK after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:32.993400] [INFO ] [sig ] [447/2043] Forecasting CWT... [2025-09-26T23:04:32.993452] [INFO ] [sig ] Generating forecast for: CWT [2025-09-26T23:04:32.993496] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CWT' from 'https://tdm.silogroup.org/data/derivative_storage/CWT.csv'. [2025-09-26T23:04:33.003984] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CWT'. [2025-09-26T23:04:33.004299] [INFO ] [FORECASTER] Starting predict_future for CWT [2025-09-26T23:04:33.031158] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:33.032093] [DEBUG] [LOCAL ] No optimal features file found for CWT: ./output/feature-sets/CWT.txt [2025-09-26T23:04:33.032436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:33.032487] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:33.032519] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:33.032580] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:33.054275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:33.055340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:33.055477] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:33.055547] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:33.104914] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:33.105111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:33.105156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:33.105185] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:33.109054] [DEBUG] [FORECASTER] CWT: Forecast T+1@11:T+2@11: DOWN (p=34.41%) [2025-09-26T23:04:33.109359] [INFO ] [FORECASTER] Completed predict_future for CWT [2025-09-26T23:04:33.109512] [INFO ] [sig ] CWT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:33.262147] [INFO ] [LOCAL ] Saved forecast: CWT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CWT.txt [2025-09-26T23:04:33.262551] [WARN ] [sig ] [447/2043] Failed CWT after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:33.262695] [INFO ] [sig ] [448/2043] Forecasting CX... [2025-09-26T23:04:33.262754] [INFO ] [sig ] Generating forecast for: CX [2025-09-26T23:04:33.262794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CX' from 'https://tdm.silogroup.org/data/derivative_storage/CX.csv'. [2025-09-26T23:04:33.275190] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CX'. [2025-09-26T23:04:33.275524] [INFO ] [FORECASTER] Starting predict_future for CX [2025-09-26T23:04:33.303218] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:33.304058] [DEBUG] [LOCAL ] No optimal features file found for CX: ./output/feature-sets/CX.txt [2025-09-26T23:04:33.304117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:33.304152] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:33.304182] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:33.304241] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:33.322742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:33.323408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:33.323502] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:33.323539] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:33.369893] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:33.370087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:33.370130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:33.370159] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:33.374061] [DEBUG] [FORECASTER] CX: Forecast T+1@11:T+2@11: UP (p=69.69%) [2025-09-26T23:04:33.374362] [INFO ] [FORECASTER] Completed predict_future for CX [2025-09-26T23:04:33.374519] [INFO ] [sig ] CX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:33.522746] [INFO ] [LOCAL ] Saved forecast: CX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/CX.txt [2025-09-26T23:04:33.523013] [WARN ] [sig ] [448/2043] Failed CX after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:33.523095] [INFO ] [sig ] [449/2043] Forecasting CXE... [2025-09-26T23:04:33.523136] [INFO ] [sig ] Generating forecast for: CXE [2025-09-26T23:04:33.523170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'. [2025-09-26T23:04:33.534290] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXE'. [2025-09-26T23:04:33.534631] [INFO ] [FORECASTER] Starting predict_future for CXE [2025-09-26T23:04:33.562028] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:33.562976] [DEBUG] [LOCAL ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt [2025-09-26T23:04:33.563039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:33.563077] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:33.563107] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:33.563165] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:33.582952] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:33.583606] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:33.583720] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:33.583766] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:33.628980] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:33.629140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:33.629180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:33.629210] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:33.633069] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=46.42%) [2025-09-26T23:04:33.633363] [INFO ] [FORECASTER] Completed predict_future for CXE [2025-09-26T23:04:33.633520] [INFO ] [sig ] CXE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:33.791070] [INFO ] [LOCAL ] Saved forecast: CXE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CXE.txt [2025-09-26T23:04:33.791358] [WARN ] [sig ] [449/2043] Failed CXE after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:33.791464] [INFO ] [sig ] [450/2043] Forecasting CXT... [2025-09-26T23:04:33.791526] [INFO ] [sig ] Generating forecast for: CXT [2025-09-26T23:04:33.791567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXT' from 'https://tdm.silogroup.org/data/derivative_storage/CXT.csv'. [2025-09-26T23:04:33.797164] [WARN ] [REMOTE ] Historical data not found for symbol 'CXT' (404). [2025-09-26T23:04:33.797360] [FATAL] [sig ] CXT: No historical data fetched. [2025-09-26T23:04:33.797451] [WARN ] [sig ] [450/2043] Failed CXT after 0.0s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:33.797492] [INFO ] [sig ] [451/2043] Forecasting CXW... [2025-09-26T23:04:33.797523] [INFO ] [sig ] Generating forecast for: CXW [2025-09-26T23:04:33.797554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CXW' from 'https://tdm.silogroup.org/data/derivative_storage/CXW.csv'. [2025-09-26T23:04:33.808935] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CXW'. [2025-09-26T23:04:33.809314] [INFO ] [FORECASTER] Starting predict_future for CXW [2025-09-26T23:04:33.836194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:33.837062] [DEBUG] [LOCAL ] No optimal features file found for CXW: ./output/feature-sets/CXW.txt [2025-09-26T23:04:33.837119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:33.837153] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:33.837182] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:33.837241] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:33.855859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:33.856448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:33.856534] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:33.856631] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:33.902970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:33.903256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:33.903320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:33.903393] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:33.907778] [DEBUG] [FORECASTER] CXW: Forecast T+1@11:T+2@11: DOWN (p=13.66%) [2025-09-26T23:04:33.908131] [INFO ] [FORECASTER] Completed predict_future for CXW [2025-09-26T23:04:33.908305] [INFO ] [sig ] CXW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:34.059740] [INFO ] [LOCAL ] Saved forecast: CXW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CXW.txt [2025-09-26T23:04:34.060208] [WARN ] [sig ] [451/2043] Failed CXW after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:34.060301] [INFO ] [sig ] [452/2043] Forecasting CYD... [2025-09-26T23:04:34.060342] [INFO ] [sig ] Generating forecast for: CYD [2025-09-26T23:04:34.060380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'. [2025-09-26T23:04:34.078359] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'CYD'. [2025-09-26T23:04:34.078808] [INFO ] [FORECASTER] Starting predict_future for CYD [2025-09-26T23:04:34.107419] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:34.108245] [DEBUG] [LOCAL ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt [2025-09-26T23:04:34.108309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:34.108346] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:34.108376] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:34.108436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:34.126430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:34.127160] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:34.127257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:34.127294] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:34.172499] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:34.172801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:34.172866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:34.172899] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:34.177316] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=5.91%) [2025-09-26T23:04:34.177682] [INFO ] [FORECASTER] Completed predict_future for CYD [2025-09-26T23:04:34.177880] [INFO ] [sig ] CYD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:34.324197] [INFO ] [LOCAL ] Saved forecast: CYD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/CYD.txt [2025-09-26T23:04:34.325303] [WARN ] [sig ] [452/2043] Failed CYD after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:34.325428] [INFO ] [sig ] [453/2043] Forecasting DAC... [2025-09-26T23:04:34.325499] [INFO ] [sig ] Generating forecast for: DAC [2025-09-26T23:04:34.325578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAC' from 'https://tdm.silogroup.org/data/derivative_storage/DAC.csv'. [2025-09-26T23:04:34.333234] [WARN ] [REMOTE ] Historical data not found for symbol 'DAC' (404). [2025-09-26T23:04:34.333702] [FATAL] [sig ] DAC: No historical data fetched. [2025-09-26T23:04:34.333811] [WARN ] [sig ] [453/2043] Failed DAC after 0.0s | 4.21 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:34.333888] [INFO ] [sig ] [454/2043] Forecasting DAL... [2025-09-26T23:04:34.333932] [INFO ] [sig ] Generating forecast for: DAL [2025-09-26T23:04:34.333967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'. [2025-09-26T23:04:34.345689] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAL'. [2025-09-26T23:04:34.346287] [INFO ] [FORECASTER] Starting predict_future for DAL [2025-09-26T23:04:34.376978] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:34.377929] [DEBUG] [LOCAL ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt [2025-09-26T23:04:34.377987] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:34.378022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:34.378051] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:34.378109] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:34.396235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:34.397104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:34.397208] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:34.397243] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:34.444895] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:34.445018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:34.445059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:34.445089] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:34.449884] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=33.92%) [2025-09-26T23:04:34.450368] [INFO ] [FORECASTER] Completed predict_future for DAL [2025-09-26T23:04:34.450534] [INFO ] [sig ] DAL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:34.609811] [INFO ] [LOCAL ] Saved forecast: DAL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DAL.txt [2025-09-26T23:04:34.610115] [WARN ] [sig ] [454/2043] Failed DAL after 0.3s | 4.21 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:34.610201] [INFO ] [sig ] [455/2043] Forecasting DAN... [2025-09-26T23:04:34.610241] [INFO ] [sig ] Generating forecast for: DAN [2025-09-26T23:04:34.610276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'. [2025-09-26T23:04:34.623236] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAN'. [2025-09-26T23:04:34.623745] [INFO ] [FORECASTER] Starting predict_future for DAN [2025-09-26T23:04:34.650791] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:34.651591] [DEBUG] [LOCAL ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt [2025-09-26T23:04:34.651677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:34.651735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:34.651767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:34.651827] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:34.669542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:34.670199] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:34.670300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:34.670335] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:34.718960] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:34.719227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:34.719277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:34.719308] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:34.723607] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=68.36%) [2025-09-26T23:04:34.723967] [INFO ] [FORECASTER] Completed predict_future for DAN [2025-09-26T23:04:34.724571] [INFO ] [sig ] DAN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:34.878936] [INFO ] [LOCAL ] Saved forecast: DAN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DAN.txt [2025-09-26T23:04:34.879362] [WARN ] [sig ] [455/2043] Failed DAN after 0.3s | 4.21 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:34.879462] [INFO ] [sig ] [456/2043] Forecasting DAO... [2025-09-26T23:04:34.879504] [INFO ] [sig ] Generating forecast for: DAO [2025-09-26T23:04:34.879541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'. [2025-09-26T23:04:34.891049] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAO'. [2025-09-26T23:04:34.891357] [INFO ] [FORECASTER] Starting predict_future for DAO [2025-09-26T23:04:34.924392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:34.925361] [DEBUG] [LOCAL ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt [2025-09-26T23:04:34.925425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:34.925463] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:34.925492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:34.925554] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:34.944466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:34.945414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:34.945519] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:34.945554] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:35.043791] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:35.044066] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:35.044129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:35.044161] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:35.048271] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-09-26T23:04:35.048593] [INFO ] [FORECASTER] Completed predict_future for DAO [2025-09-26T23:04:35.048796] [INFO ] [sig ] DAO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:35.198508] [INFO ] [LOCAL ] Saved forecast: DAO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DAO.txt [2025-09-26T23:04:35.198891] [WARN ] [sig ] [456/2043] Failed DAO after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:35.198979] [INFO ] [sig ] [457/2043] Forecasting DAR... [2025-09-26T23:04:35.199019] [INFO ] [sig ] Generating forecast for: DAR [2025-09-26T23:04:35.199055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAR' from 'https://tdm.silogroup.org/data/derivative_storage/DAR.csv'. [2025-09-26T23:04:35.212144] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAR'. [2025-09-26T23:04:35.212499] [INFO ] [FORECASTER] Starting predict_future for DAR [2025-09-26T23:04:35.240299] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:35.241098] [DEBUG] [LOCAL ] No optimal features file found for DAR: ./output/feature-sets/DAR.txt [2025-09-26T23:04:35.241157] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:35.241193] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:35.241222] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:35.241283] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:35.259766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:35.260365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:35.260465] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:35.260501] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:35.309278] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:35.309385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:35.309424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:35.309476] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:35.313322] [DEBUG] [FORECASTER] DAR: Forecast T+1@11:T+2@11: UP (p=91.20%) [2025-09-26T23:04:35.313610] [INFO ] [FORECASTER] Completed predict_future for DAR [2025-09-26T23:04:35.313812] [INFO ] [sig ] DAR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:35.464253] [INFO ] [LOCAL ] Saved forecast: DAR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DAR.txt [2025-09-26T23:04:35.464562] [WARN ] [sig ] [457/2043] Failed DAR after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:35.464683] [INFO ] [sig ] [458/2043] Forecasting DAVA... [2025-09-26T23:04:35.464741] [INFO ] [sig ] Generating forecast for: DAVA [2025-09-26T23:04:35.464784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'. [2025-09-26T23:04:35.476542] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAVA'. [2025-09-26T23:04:35.476938] [INFO ] [FORECASTER] Starting predict_future for DAVA [2025-09-26T23:04:35.503876] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:35.504694] [DEBUG] [LOCAL ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt [2025-09-26T23:04:35.504753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:35.504788] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:35.504816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:35.504875] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:35.522393] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:35.523015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:35.523111] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:35.523145] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:35.570438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:35.570700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:35.570765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:35.570796] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:35.576103] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=72.81%) [2025-09-26T23:04:35.576471] [INFO ] [FORECASTER] Completed predict_future for DAVA [2025-09-26T23:04:35.576677] [INFO ] [sig ] DAVA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:35.720908] [INFO ] [LOCAL ] Saved forecast: DAVA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DAVA.txt [2025-09-26T23:04:35.721302] [WARN ] [sig ] [458/2043] Failed DAVA after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:35.721390] [INFO ] [sig ] [459/2043] Forecasting DAY... [2025-09-26T23:04:35.721431] [INFO ] [sig ] Generating forecast for: DAY [2025-09-26T23:04:35.721466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DAY' from 'https://tdm.silogroup.org/data/derivative_storage/DAY.csv'. [2025-09-26T23:04:35.733838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DAY'. [2025-09-26T23:04:35.734222] [INFO ] [FORECASTER] Starting predict_future for DAY [2025-09-26T23:04:35.767766] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:35.768829] [DEBUG] [LOCAL ] No optimal features file found for DAY: ./output/feature-sets/DAY.txt [2025-09-26T23:04:35.768891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:35.768929] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:35.768958] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:35.769018] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:35.786894] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:35.787726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:35.787835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:35.787871] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:35.837292] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:35.837387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:35.837425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:35.837454] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:35.840785] [DEBUG] [FORECASTER] DAY: Forecast T+1@11:T+2@11: DOWN (p=19.43%) [2025-09-26T23:04:35.841068] [INFO ] [FORECASTER] Completed predict_future for DAY [2025-09-26T23:04:35.841219] [INFO ] [sig ] DAY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:35.985780] [INFO ] [LOCAL ] Saved forecast: DAY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DAY.txt [2025-09-26T23:04:35.986152] [WARN ] [sig ] [459/2043] Failed DAY after 0.3s | 4.20 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:35.986240] [INFO ] [sig ] [460/2043] Forecasting DBI... [2025-09-26T23:04:35.986281] [INFO ] [sig ] Generating forecast for: DBI [2025-09-26T23:04:35.986349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'. [2025-09-26T23:04:36.004220] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DBI'. [2025-09-26T23:04:36.004992] [INFO ] [FORECASTER] Starting predict_future for DBI [2025-09-26T23:04:36.033324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:36.034137] [DEBUG] [LOCAL ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt [2025-09-26T23:04:36.034195] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:36.034232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:36.034261] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:36.034323] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:36.052841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:36.053440] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:36.053534] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:36.053567] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:36.095761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:36.095885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:36.095923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:36.095951] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:36.099458] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=87.03%) [2025-09-26T23:04:36.099791] [INFO ] [FORECASTER] Completed predict_future for DBI [2025-09-26T23:04:36.099957] [INFO ] [sig ] DBI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:36.417375] [INFO ] [LOCAL ] Saved forecast: DBI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DBI.txt [2025-09-26T23:04:36.417742] [WARN ] [sig ] [460/2043] Failed DBI after 0.4s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:36.417834] [INFO ] [sig ] [461/2043] Forecasting DBL... [2025-09-26T23:04:36.417875] [INFO ] [sig ] Generating forecast for: DBL [2025-09-26T23:04:36.417911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'. [2025-09-26T23:04:36.429891] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DBL'. [2025-09-26T23:04:36.430277] [INFO ] [FORECASTER] Starting predict_future for DBL [2025-09-26T23:04:36.456787] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:36.457574] [DEBUG] [LOCAL ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt [2025-09-26T23:04:36.457629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:36.457702] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:36.457742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:36.457804] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:36.475243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:36.475873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:36.475964] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:36.475999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:36.524548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:36.525311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:36.525407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:36.525469] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:36.530798] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=47.55%) [2025-09-26T23:04:36.531180] [INFO ] [FORECASTER] Completed predict_future for DBL [2025-09-26T23:04:36.531374] [INFO ] [sig ] DBL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:36.680496] [INFO ] [LOCAL ] Saved forecast: DBL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DBL.txt [2025-09-26T23:04:36.680844] [WARN ] [sig ] [461/2043] Failed DBL after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:36.680933] [INFO ] [sig ] [462/2043] Forecasting DBRG... [2025-09-26T23:04:36.680975] [INFO ] [sig ] Generating forecast for: DBRG [2025-09-26T23:04:36.681011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'. [2025-09-26T23:04:36.698496] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DBRG'. [2025-09-26T23:04:36.698989] [INFO ] [FORECASTER] Starting predict_future for DBRG [2025-09-26T23:04:36.726854] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:36.727827] [DEBUG] [LOCAL ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt [2025-09-26T23:04:36.727887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:36.727925] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:36.727955] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:36.728015] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:36.746008] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:36.747265] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:36.747378] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:36.747415] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:36.794013] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:36.794324] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:36.794380] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:36.794414] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:36.799319] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=51.29%) [2025-09-26T23:04:36.799677] [INFO ] [FORECASTER] Completed predict_future for DBRG [2025-09-26T23:04:36.799865] [INFO ] [sig ] DBRG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:36.954790] [INFO ] [LOCAL ] Saved forecast: DBRG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DBRG.txt [2025-09-26T23:04:36.955186] [WARN ] [sig ] [462/2043] Failed DBRG after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:36.955296] [INFO ] [sig ] [463/2043] Forecasting DCI... [2025-09-26T23:04:36.955350] [INFO ] [sig ] Generating forecast for: DCI [2025-09-26T23:04:36.955389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'. [2025-09-26T23:04:36.967144] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DCI'. [2025-09-26T23:04:36.967603] [INFO ] [FORECASTER] Starting predict_future for DCI [2025-09-26T23:04:36.994243] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:36.995157] [DEBUG] [LOCAL ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt [2025-09-26T23:04:36.995221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:36.995257] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:36.995287] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:36.995345] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:37.014145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:37.015278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:37.015411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:37.015469] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:37.055291] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:37.055492] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:37.055537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:37.055567] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:37.059476] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: UP (p=93.66%) [2025-09-26T23:04:37.059838] [INFO ] [FORECASTER] Completed predict_future for DCI [2025-09-26T23:04:37.060004] [INFO ] [sig ] DCI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:37.209201] [INFO ] [LOCAL ] Saved forecast: DCI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DCI.txt [2025-09-26T23:04:37.209498] [WARN ] [sig ] [463/2043] Failed DCI after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:37.209583] [INFO ] [sig ] [464/2043] Forecasting DCO... [2025-09-26T23:04:37.209623] [INFO ] [sig ] Generating forecast for: DCO [2025-09-26T23:04:37.209692] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'. [2025-09-26T23:04:37.219974] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DCO'. [2025-09-26T23:04:37.220352] [INFO ] [FORECASTER] Starting predict_future for DCO [2025-09-26T23:04:37.246843] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:37.247749] [DEBUG] [LOCAL ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt [2025-09-26T23:04:37.247815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:37.247851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:37.247881] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:37.247939] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:37.265627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:37.266592] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:37.266719] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:37.266768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:37.307239] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:37.307458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:37.307523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:37.307558] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:37.311340] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=14.93%) [2025-09-26T23:04:37.311671] [INFO ] [FORECASTER] Completed predict_future for DCO [2025-09-26T23:04:37.311840] [INFO ] [sig ] DCO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:37.458584] [INFO ] [LOCAL ] Saved forecast: DCO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DCO.txt [2025-09-26T23:04:37.458890] [WARN ] [sig ] [464/2043] Failed DCO after 0.2s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:37.458975] [INFO ] [sig ] [465/2043] Forecasting DD... [2025-09-26T23:04:37.459018] [INFO ] [sig ] Generating forecast for: DD [2025-09-26T23:04:37.459052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'. [2025-09-26T23:04:37.472988] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DD'. [2025-09-26T23:04:37.473509] [INFO ] [FORECASTER] Starting predict_future for DD [2025-09-26T23:04:37.500237] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:37.501257] [DEBUG] [LOCAL ] No optimal features file found for DD: ./output/feature-sets/DD.txt [2025-09-26T23:04:37.501319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:37.501356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:37.501388] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:37.501448] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:37.520307] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:37.521171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:37.521267] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:37.521305] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:37.561829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:37.562002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:37.562046] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:37.562075] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:37.565828] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: DOWN (p=8.08%) [2025-09-26T23:04:37.566148] [INFO ] [FORECASTER] Completed predict_future for DD [2025-09-26T23:04:37.566328] [INFO ] [sig ] DD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:37.719262] [INFO ] [LOCAL ] Saved forecast: DD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DD.txt [2025-09-26T23:04:37.719570] [WARN ] [sig ] [465/2043] Failed DD after 0.3s | 4.19 sym/s | Total: 1.8m | ETA: 6.3m [2025-09-26T23:04:37.719697] [INFO ] [sig ] [466/2043] Forecasting DDL... [2025-09-26T23:04:37.719768] [INFO ] [sig ] Generating forecast for: DDL [2025-09-26T23:04:37.719836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'. [2025-09-26T23:04:37.731909] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DDL'. [2025-09-26T23:04:37.732346] [INFO ] [FORECASTER] Starting predict_future for DDL [2025-09-26T23:04:37.759834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:37.760689] [DEBUG] [LOCAL ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt [2025-09-26T23:04:37.760751] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:37.760789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:37.760820] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:37.760881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:37.779817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:37.780674] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:37.780810] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:37.780897] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:37.821395] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:37.821592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:37.821637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:37.821715] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:37.825952] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=73.24%) [2025-09-26T23:04:37.826440] [INFO ] [FORECASTER] Completed predict_future for DDL [2025-09-26T23:04:37.826621] [INFO ] [sig ] DDL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:37.987608] [INFO ] [LOCAL ] Saved forecast: DDL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DDL.txt [2025-09-26T23:04:37.987936] [WARN ] [sig ] [466/2043] Failed DDL after 0.3s | 4.19 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:37.988021] [INFO ] [sig ] [467/2043] Forecasting DDT... [2025-09-26T23:04:37.988063] [INFO ] [sig ] Generating forecast for: DDT [2025-09-26T23:04:37.988100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DDT' from 'https://tdm.silogroup.org/data/derivative_storage/DDT.csv'. [2025-09-26T23:04:37.998374] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DDT'. [2025-09-26T23:04:37.998791] [INFO ] [FORECASTER] Starting predict_future for DDT [2025-09-26T23:04:38.027139] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:38.028011] [DEBUG] [LOCAL ] No optimal features file found for DDT: ./output/feature-sets/DDT.txt [2025-09-26T23:04:38.028070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:38.028107] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:38.028138] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:38.028198] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:38.048544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:38.049335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:38.049430] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:38.049466] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:38.089292] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:38.089534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:38.089589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:38.089622] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:38.093533] [DEBUG] [FORECASTER] DDT: Forecast T+1@11:T+2@11: DOWN (p=8.67%) [2025-09-26T23:04:38.093881] [INFO ] [FORECASTER] Completed predict_future for DDT [2025-09-26T23:04:38.094044] [INFO ] [sig ] DDT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:38.247752] [INFO ] [LOCAL ] Saved forecast: DDT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DDT.txt [2025-09-26T23:04:38.248019] [WARN ] [sig ] [467/2043] Failed DDT after 0.3s | 4.19 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:38.248101] [INFO ] [sig ] [468/2043] Forecasting DE... [2025-09-26T23:04:38.248142] [INFO ] [sig ] Generating forecast for: DE [2025-09-26T23:04:38.248176] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'. [2025-09-26T23:04:38.259963] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DE'. [2025-09-26T23:04:38.260457] [INFO ] [FORECASTER] Starting predict_future for DE [2025-09-26T23:04:38.289848] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:38.290731] [DEBUG] [LOCAL ] No optimal features file found for DE: ./output/feature-sets/DE.txt [2025-09-26T23:04:38.290814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:38.290851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:38.290882] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:38.290942] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:38.310505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:38.311469] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:38.311569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:38.311606] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:38.352113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:38.352300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:38.352344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:38.352375] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:38.356285] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=90.24%) [2025-09-26T23:04:38.356621] [INFO ] [FORECASTER] Completed predict_future for DE [2025-09-26T23:04:38.356815] [INFO ] [sig ] DE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:38.549975] [INFO ] [LOCAL ] Saved forecast: DE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DE.txt [2025-09-26T23:04:38.550374] [WARN ] [sig ] [468/2043] Failed DE after 0.3s | 4.19 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:38.550481] [INFO ] [sig ] [469/2043] Forecasting DEA... [2025-09-26T23:04:38.550553] [INFO ] [sig ] Generating forecast for: DEA [2025-09-26T23:04:38.550623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'. [2025-09-26T23:04:38.563323] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEA'. [2025-09-26T23:04:38.563768] [INFO ] [FORECASTER] Starting predict_future for DEA [2025-09-26T23:04:38.604129] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:38.605227] [DEBUG] [LOCAL ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt [2025-09-26T23:04:38.605318] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:38.605356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:38.605385] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:38.605446] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:38.625061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:38.626351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:38.626447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:38.626483] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:38.669012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:38.669191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:38.669235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:38.669265] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:38.673505] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=50.53%) [2025-09-26T23:04:38.673917] [INFO ] [FORECASTER] Completed predict_future for DEA [2025-09-26T23:04:38.674167] [INFO ] [sig ] DEA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:38.845705] [INFO ] [LOCAL ] Saved forecast: DEA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DEA.txt [2025-09-26T23:04:38.845970] [WARN ] [sig ] [469/2043] Failed DEA after 0.3s | 4.18 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:38.846053] [INFO ] [sig ] [470/2043] Forecasting DEC... [2025-09-26T23:04:38.846094] [INFO ] [sig ] Generating forecast for: DEC [2025-09-26T23:04:38.846137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEC' from 'https://tdm.silogroup.org/data/derivative_storage/DEC.csv'. [2025-09-26T23:04:38.857316] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEC'. [2025-09-26T23:04:38.857829] [INFO ] [FORECASTER] Starting predict_future for DEC [2025-09-26T23:04:38.887418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:38.888314] [DEBUG] [LOCAL ] No optimal features file found for DEC: ./output/feature-sets/DEC.txt [2025-09-26T23:04:38.888375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:38.888412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:38.888442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:38.888503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:38.907464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:38.908389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:38.908483] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:38.908518] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:38.946827] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:38.946998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:38.947042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:38.947072] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:38.950804] [DEBUG] [FORECASTER] DEC: Forecast T+1@11:T+2@11: DOWN (p=40.76%) [2025-09-26T23:04:38.951106] [INFO ] [FORECASTER] Completed predict_future for DEC [2025-09-26T23:04:38.951260] [INFO ] [sig ] DEC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:39.104076] [INFO ] [LOCAL ] Saved forecast: DEC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DEC.txt [2025-09-26T23:04:39.104329] [WARN ] [sig ] [470/2043] Failed DEC after 0.3s | 4.18 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:39.104409] [INFO ] [sig ] [471/2043] Forecasting DECK... [2025-09-26T23:04:39.104450] [INFO ] [sig ] Generating forecast for: DECK [2025-09-26T23:04:39.104483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'. [2025-09-26T23:04:39.115293] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DECK'. [2025-09-26T23:04:39.115737] [INFO ] [FORECASTER] Starting predict_future for DECK [2025-09-26T23:04:39.142378] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:39.143312] [DEBUG] [LOCAL ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt [2025-09-26T23:04:39.143373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:39.143418] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:39.143448] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:39.143507] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:39.162607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:39.163332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:39.163425] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:39.163460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:39.202707] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:39.202851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:39.202895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:39.202925] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:39.206632] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=0.43%) [2025-09-26T23:04:39.207031] [INFO ] [FORECASTER] Completed predict_future for DECK [2025-09-26T23:04:39.207185] [INFO ] [sig ] DECK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:39.364423] [INFO ] [LOCAL ] Saved forecast: DECK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DECK.txt [2025-09-26T23:04:39.364744] [WARN ] [sig ] [471/2043] Failed DECK after 0.3s | 4.18 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:39.364837] [INFO ] [sig ] [472/2043] Forecasting DEO... [2025-09-26T23:04:39.364908] [INFO ] [sig ] Generating forecast for: DEO [2025-09-26T23:04:39.364960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'. [2025-09-26T23:04:39.375550] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DEO'. [2025-09-26T23:04:39.375956] [INFO ] [FORECASTER] Starting predict_future for DEO [2025-09-26T23:04:39.403507] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:39.404459] [DEBUG] [LOCAL ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt [2025-09-26T23:04:39.404522] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:39.404559] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:39.404588] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:39.404672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:39.423627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:39.424591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:39.424755] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:39.424804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:39.462544] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:39.462791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:39.462859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:39.462899] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:39.467750] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: DOWN (p=5.09%) [2025-09-26T23:04:39.468138] [INFO ] [FORECASTER] Completed predict_future for DEO [2025-09-26T23:04:39.468319] [INFO ] [sig ] DEO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:39.625730] [INFO ] [LOCAL ] Saved forecast: DEO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DEO.txt [2025-09-26T23:04:39.625995] [WARN ] [sig ] [472/2043] Failed DEO after 0.3s | 4.18 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:39.626080] [INFO ] [sig ] [473/2043] Forecasting DFH... [2025-09-26T23:04:39.626120] [INFO ] [sig ] Generating forecast for: DFH [2025-09-26T23:04:39.626153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'. [2025-09-26T23:04:39.636641] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DFH'. [2025-09-26T23:04:39.637018] [INFO ] [FORECASTER] Starting predict_future for DFH [2025-09-26T23:04:39.664330] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:39.665267] [DEBUG] [LOCAL ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt [2025-09-26T23:04:39.665326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:39.665364] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:39.665395] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:39.665455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:39.686280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:39.686999] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:39.687089] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:39.687144] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:39.721381] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:39.721494] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:39.721534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:39.721566] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:39.725298] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=1.52%) [2025-09-26T23:04:39.725620] [INFO ] [FORECASTER] Completed predict_future for DFH [2025-09-26T23:04:39.725814] [INFO ] [sig ] DFH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:39.875511] [INFO ] [LOCAL ] Saved forecast: DFH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DFH.txt [2025-09-26T23:04:39.875808] [WARN ] [sig ] [473/2043] Failed DFH after 0.2s | 4.18 sym/s | Total: 1.9m | ETA: 6.3m [2025-09-26T23:04:39.875893] [INFO ] [sig ] [474/2043] Forecasting DFIN... [2025-09-26T23:04:39.875934] [INFO ] [sig ] Generating forecast for: DFIN [2025-09-26T23:04:39.875969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'. [2025-09-26T23:04:39.880895] [WARN ] [REMOTE ] Historical data not found for symbol 'DFIN' (404). [2025-09-26T23:04:39.881080] [FATAL] [sig ] DFIN: No historical data fetched. [2025-09-26T23:04:39.881174] [WARN ] [sig ] [474/2043] Failed DFIN after 0.0s | 4.19 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:39.881253] [INFO ] [sig ] [475/2043] Forecasting DFP... [2025-09-26T23:04:39.881299] [INFO ] [sig ] Generating forecast for: DFP [2025-09-26T23:04:39.881331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'. [2025-09-26T23:04:39.884897] [WARN ] [REMOTE ] Historical data not found for symbol 'DFP' (404). [2025-09-26T23:04:39.885071] [FATAL] [sig ] DFP: No historical data fetched. [2025-09-26T23:04:39.885158] [WARN ] [sig ] [475/2043] Failed DFP after 0.0s | 4.20 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:39.885226] [INFO ] [sig ] [476/2043] Forecasting DG... [2025-09-26T23:04:39.885266] [INFO ] [sig ] Generating forecast for: DG [2025-09-26T23:04:39.885298] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'. [2025-09-26T23:04:39.894211] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DG'. [2025-09-26T23:04:39.894530] [INFO ] [FORECASTER] Starting predict_future for DG [2025-09-26T23:04:39.922119] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:39.922938] [DEBUG] [LOCAL ] No optimal features file found for DG: ./output/feature-sets/DG.txt [2025-09-26T23:04:39.922997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:39.923034] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:39.923065] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:39.923126] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:39.942158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:39.942797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:39.942885] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:39.942920] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:39.976040] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:39.976144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:39.976183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:39.976213] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:39.979991] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-09-26T23:04:39.980303] [INFO ] [FORECASTER] Completed predict_future for DG [2025-09-26T23:04:39.980445] [INFO ] [sig ] DG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:40.130696] [INFO ] [LOCAL ] Saved forecast: DG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DG.txt [2025-09-26T23:04:40.130962] [WARN ] [sig ] [476/2043] Failed DG after 0.2s | 4.20 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:40.131046] [INFO ] [sig ] [477/2043] Forecasting DGX... [2025-09-26T23:04:40.131089] [INFO ] [sig ] Generating forecast for: DGX [2025-09-26T23:04:40.131125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'. [2025-09-26T23:04:40.141534] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DGX'. [2025-09-26T23:04:40.141896] [INFO ] [FORECASTER] Starting predict_future for DGX [2025-09-26T23:04:40.169294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:40.170180] [DEBUG] [LOCAL ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt [2025-09-26T23:04:40.170239] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:40.170276] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:40.170308] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:40.170374] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:40.189927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:40.190532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:40.190619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:40.190688] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:40.227408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:40.227513] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:40.227551] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:40.227581] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:40.230940] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=63.28%) [2025-09-26T23:04:40.231224] [INFO ] [FORECASTER] Completed predict_future for DGX [2025-09-26T23:04:40.231362] [INFO ] [sig ] DGX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:40.384366] [INFO ] [LOCAL ] Saved forecast: DGX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DGX.txt [2025-09-26T23:04:40.384605] [WARN ] [sig ] [477/2043] Failed DGX after 0.3s | 4.20 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:40.384714] [INFO ] [sig ] [478/2043] Forecasting DHF... [2025-09-26T23:04:40.384759] [INFO ] [sig ] Generating forecast for: DHF [2025-09-26T23:04:40.384840] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'. [2025-09-26T23:04:40.389682] [WARN ] [REMOTE ] Historical data not found for symbol 'DHF' (404). [2025-09-26T23:04:40.389870] [FATAL] [sig ] DHF: No historical data fetched. [2025-09-26T23:04:40.389957] [WARN ] [sig ] [478/2043] Failed DHF after 0.0s | 4.21 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:40.390026] [INFO ] [sig ] [479/2043] Forecasting DHX... [2025-09-26T23:04:40.390066] [INFO ] [sig ] Generating forecast for: DHX [2025-09-26T23:04:40.390098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'. [2025-09-26T23:04:40.399345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DHX'. [2025-09-26T23:04:40.399687] [INFO ] [FORECASTER] Starting predict_future for DHX [2025-09-26T23:04:40.427410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:40.428302] [DEBUG] [LOCAL ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt [2025-09-26T23:04:40.428381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:40.428420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:40.428451] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:40.428511] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:40.447737] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:40.448339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:40.448427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:40.448463] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:40.482519] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:40.482735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:40.482787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:40.482819] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:40.486270] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: UP (p=85.97%) [2025-09-26T23:04:40.486586] [INFO ] [FORECASTER] Completed predict_future for DHX [2025-09-26T23:04:40.486778] [INFO ] [sig ] DHX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:40.639858] [INFO ] [LOCAL ] Saved forecast: DHX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DHX.txt [2025-09-26T23:04:40.640164] [WARN ] [sig ] [479/2043] Failed DHX after 0.3s | 4.21 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:40.640274] [INFO ] [sig ] [480/2043] Forecasting DIAX... [2025-09-26T23:04:40.640330] [INFO ] [sig ] Generating forecast for: DIAX [2025-09-26T23:04:40.640367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIAX' from 'https://tdm.silogroup.org/data/derivative_storage/DIAX.csv'. [2025-09-26T23:04:40.650665] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DIAX'. [2025-09-26T23:04:40.651037] [INFO ] [FORECASTER] Starting predict_future for DIAX [2025-09-26T23:04:40.677992] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:40.678837] [DEBUG] [LOCAL ] No optimal features file found for DIAX: ./output/feature-sets/DIAX.txt [2025-09-26T23:04:40.678895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:40.678932] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:40.678964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:40.679025] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:40.697712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:40.698438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:40.698528] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:40.698572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:40.732331] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:40.732468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:40.732508] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:40.732538] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:40.736053] [DEBUG] [FORECASTER] DIAX: Forecast T+1@11:T+2@11: DOWN (p=33.41%) [2025-09-26T23:04:40.736370] [INFO ] [FORECASTER] Completed predict_future for DIAX [2025-09-26T23:04:40.736524] [INFO ] [sig ] DIAX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:40.887349] [INFO ] [LOCAL ] Saved forecast: DIAX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DIAX.txt [2025-09-26T23:04:40.887596] [WARN ] [sig ] [480/2043] Failed DIAX after 0.2s | 4.21 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:40.887701] [INFO ] [sig ] [481/2043] Forecasting DIN... [2025-09-26T23:04:40.887754] [INFO ] [sig ] Generating forecast for: DIN [2025-09-26T23:04:40.887792] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'. [2025-09-26T23:04:40.898159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DIN'. [2025-09-26T23:04:40.898543] [INFO ] [FORECASTER] Starting predict_future for DIN [2025-09-26T23:04:40.925685] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:40.926674] [DEBUG] [LOCAL ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt [2025-09-26T23:04:40.926741] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:40.926777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:40.926806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:40.926865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:40.945018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:40.945952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:40.946048] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:40.946082] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:40.980290] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:40.980468] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:40.980514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:40.980543] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:40.984350] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: DOWN (p=26.77%) [2025-09-26T23:04:40.984730] [INFO ] [FORECASTER] Completed predict_future for DIN [2025-09-26T23:04:40.984944] [INFO ] [sig ] DIN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:41.131758] [INFO ] [LOCAL ] Saved forecast: DIN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DIN.txt [2025-09-26T23:04:41.131996] [WARN ] [sig ] [481/2043] Failed DIN after 0.2s | 4.21 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:41.132073] [INFO ] [sig ] [482/2043] Forecasting DINO... [2025-09-26T23:04:41.132112] [INFO ] [sig ] Generating forecast for: DINO [2025-09-26T23:04:41.132146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'. [2025-09-26T23:04:41.142584] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DINO'. [2025-09-26T23:04:41.142987] [INFO ] [FORECASTER] Starting predict_future for DINO [2025-09-26T23:04:41.170527] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:41.171381] [DEBUG] [LOCAL ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt [2025-09-26T23:04:41.171483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:41.171527] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:41.171558] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:41.171618] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:41.190758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:41.191526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:41.191620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:41.191692] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:41.228230] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:41.228381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:41.228425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:41.228457] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:41.232216] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: DOWN (p=23.61%) [2025-09-26T23:04:41.232577] [INFO ] [FORECASTER] Completed predict_future for DINO [2025-09-26T23:04:41.232767] [INFO ] [sig ] DINO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:41.382797] [INFO ] [LOCAL ] Saved forecast: DINO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DINO.txt [2025-09-26T23:04:41.383049] [WARN ] [sig ] [482/2043] Failed DINO after 0.3s | 4.20 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:41.383129] [INFO ] [sig ] [483/2043] Forecasting DIS... [2025-09-26T23:04:41.383168] [INFO ] [sig ] Generating forecast for: DIS [2025-09-26T23:04:41.383202] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'. [2025-09-26T23:04:41.393770] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DIS'. [2025-09-26T23:04:41.394125] [INFO ] [FORECASTER] Starting predict_future for DIS [2025-09-26T23:04:41.420547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:41.421474] [DEBUG] [LOCAL ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt [2025-09-26T23:04:41.421531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:41.421567] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:41.421596] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:41.421678] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:41.440863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:41.441581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:41.441696] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:41.441753] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:41.477598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:41.477774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:41.477824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:41.477855] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:41.481415] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: DOWN (p=8.79%) [2025-09-26T23:04:41.481749] [INFO ] [FORECASTER] Completed predict_future for DIS [2025-09-26T23:04:41.481903] [INFO ] [sig ] DIS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:41.631182] [INFO ] [LOCAL ] Saved forecast: DIS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DIS.txt [2025-09-26T23:04:41.631458] [WARN ] [sig ] [483/2043] Failed DIS after 0.2s | 4.20 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:41.631544] [INFO ] [sig ] [484/2043] Forecasting DKL... [2025-09-26T23:04:41.631586] [INFO ] [sig ] Generating forecast for: DKL [2025-09-26T23:04:41.631623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'. [2025-09-26T23:04:41.636673] [WARN ] [REMOTE ] Historical data not found for symbol 'DKL' (404). [2025-09-26T23:04:41.636887] [FATAL] [sig ] DKL: No historical data fetched. [2025-09-26T23:04:41.636982] [WARN ] [sig ] [484/2043] Failed DKL after 0.0s | 4.21 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:41.637054] [INFO ] [sig ] [485/2043] Forecasting DLB... [2025-09-26T23:04:41.637098] [INFO ] [sig ] Generating forecast for: DLB [2025-09-26T23:04:41.637133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'. [2025-09-26T23:04:41.646606] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLB'. [2025-09-26T23:04:41.646993] [INFO ] [FORECASTER] Starting predict_future for DLB [2025-09-26T23:04:41.674354] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:41.675302] [DEBUG] [LOCAL ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt [2025-09-26T23:04:41.675367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:41.675405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:41.675436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:41.675496] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:41.694351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:41.695058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:41.695153] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:41.695191] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:41.732927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:41.733094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:41.733137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:41.733167] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:41.736861] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=93.25%) [2025-09-26T23:04:41.737158] [INFO ] [FORECASTER] Completed predict_future for DLB [2025-09-26T23:04:41.737301] [INFO ] [sig ] DLB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:41.888895] [INFO ] [LOCAL ] Saved forecast: DLB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DLB.txt [2025-09-26T23:04:41.889164] [WARN ] [sig ] [485/2043] Failed DLB after 0.3s | 4.21 sym/s | Total: 1.9m | ETA: 6.2m [2025-09-26T23:04:41.889245] [INFO ] [sig ] [486/2043] Forecasting DLR... [2025-09-26T23:04:41.889286] [INFO ] [sig ] Generating forecast for: DLR [2025-09-26T23:04:41.889320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLR' from 'https://tdm.silogroup.org/data/derivative_storage/DLR.csv'. [2025-09-26T23:04:41.894174] [WARN ] [REMOTE ] Historical data not found for symbol 'DLR' (404). [2025-09-26T23:04:41.894374] [FATAL] [sig ] DLR: No historical data fetched. [2025-09-26T23:04:41.894479] [WARN ] [sig ] [486/2043] Failed DLR after 0.0s | 4.22 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:41.894549] [INFO ] [sig ] [487/2043] Forecasting DLX... [2025-09-26T23:04:41.894594] [INFO ] [sig ] Generating forecast for: DLX [2025-09-26T23:04:41.894633] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'. [2025-09-26T23:04:41.904362] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLX'. [2025-09-26T23:04:41.904744] [INFO ] [FORECASTER] Starting predict_future for DLX [2025-09-26T23:04:41.932338] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:41.933221] [DEBUG] [LOCAL ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt [2025-09-26T23:04:41.933280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:41.933317] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:41.933347] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:41.933475] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:41.952997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:41.953724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:41.953823] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:41.953864] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:41.990758] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:41.990888] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:41.990928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:41.990958] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:41.994622] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=95.88%) [2025-09-26T23:04:41.994953] [INFO ] [FORECASTER] Completed predict_future for DLX [2025-09-26T23:04:41.995104] [INFO ] [sig ] DLX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:42.145177] [INFO ] [LOCAL ] Saved forecast: DLX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DLX.txt [2025-09-26T23:04:42.145390] [WARN ] [sig ] [487/2043] Failed DLX after 0.3s | 4.22 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:42.145472] [INFO ] [sig ] [488/2043] Forecasting DLY... [2025-09-26T23:04:42.145512] [INFO ] [sig ] Generating forecast for: DLY [2025-09-26T23:04:42.145546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'. [2025-09-26T23:04:42.155454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DLY'. [2025-09-26T23:04:42.155768] [INFO ] [FORECASTER] Starting predict_future for DLY [2025-09-26T23:04:42.183026] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:42.183869] [DEBUG] [LOCAL ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt [2025-09-26T23:04:42.183929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:42.183966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:42.183997] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:42.184062] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:42.203020] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:42.203603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:42.203718] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:42.203774] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:42.239001] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:42.239098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:42.239135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:42.239212] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:42.242511] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=61.63%) [2025-09-26T23:04:42.242836] [INFO ] [FORECASTER] Completed predict_future for DLY [2025-09-26T23:04:42.242981] [INFO ] [sig ] DLY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:42.395780] [INFO ] [LOCAL ] Saved forecast: DLY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DLY.txt [2025-09-26T23:04:42.396047] [WARN ] [sig ] [488/2043] Failed DLY after 0.3s | 4.22 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:42.396133] [INFO ] [sig ] [489/2043] Forecasting DMA... [2025-09-26T23:04:42.396174] [INFO ] [sig ] Generating forecast for: DMA [2025-09-26T23:04:42.396212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMA' from 'https://tdm.silogroup.org/data/derivative_storage/DMA.csv'. [2025-09-26T23:04:42.401114] [WARN ] [REMOTE ] Historical data not found for symbol 'DMA' (404). [2025-09-26T23:04:42.401313] [FATAL] [sig ] DMA: No historical data fetched. [2025-09-26T23:04:42.401406] [WARN ] [sig ] [489/2043] Failed DMA after 0.0s | 4.23 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:42.401476] [INFO ] [sig ] [490/2043] Forecasting DMB... [2025-09-26T23:04:42.401517] [INFO ] [sig ] Generating forecast for: DMB [2025-09-26T23:04:42.401550] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'. [2025-09-26T23:04:42.411172] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DMB'. [2025-09-26T23:04:42.411493] [INFO ] [FORECASTER] Starting predict_future for DMB [2025-09-26T23:04:42.438992] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:42.439859] [DEBUG] [LOCAL ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt [2025-09-26T23:04:42.439925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:42.439962] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:42.439993] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:42.440053] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:42.458948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:42.459585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:42.459694] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:42.459748] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:42.493274] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:42.493386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:42.493425] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:42.493455] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:42.496927] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=74.80%) [2025-09-26T23:04:42.497217] [INFO ] [FORECASTER] Completed predict_future for DMB [2025-09-26T23:04:42.497362] [INFO ] [sig ] DMB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:42.643412] [INFO ] [LOCAL ] Saved forecast: DMB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DMB.txt [2025-09-26T23:04:42.643623] [WARN ] [sig ] [490/2043] Failed DMB after 0.2s | 4.23 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:42.643724] [INFO ] [sig ] [491/2043] Forecasting DMO... [2025-09-26T23:04:42.643764] [INFO ] [sig ] Generating forecast for: DMO [2025-09-26T23:04:42.643799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'. [2025-09-26T23:04:42.653705] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DMO'. [2025-09-26T23:04:42.654041] [INFO ] [FORECASTER] Starting predict_future for DMO [2025-09-26T23:04:42.679822] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:42.680924] [DEBUG] [LOCAL ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt [2025-09-26T23:04:42.680982] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:42.681017] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:42.681046] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:42.681104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:42.699823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:42.700403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:42.700491] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:42.700561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:42.733855] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:42.733970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:42.734008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:42.734069] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:42.739057] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=93.02%) [2025-09-26T23:04:42.739349] [INFO ] [FORECASTER] Completed predict_future for DMO [2025-09-26T23:04:42.739494] [INFO ] [sig ] DMO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:42.886743] [INFO ] [LOCAL ] Saved forecast: DMO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DMO.txt [2025-09-26T23:04:42.886989] [WARN ] [sig ] [491/2043] Failed DMO after 0.2s | 4.23 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:42.887071] [INFO ] [sig ] [492/2043] Forecasting DNA... [2025-09-26T23:04:42.887124] [INFO ] [sig ] Generating forecast for: DNA [2025-09-26T23:04:42.887162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'. [2025-09-26T23:04:42.892021] [WARN ] [REMOTE ] Historical data not found for symbol 'DNA' (404). [2025-09-26T23:04:42.892257] [FATAL] [sig ] DNA: No historical data fetched. [2025-09-26T23:04:42.892355] [WARN ] [sig ] [492/2043] Failed DNA after 0.0s | 4.24 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:42.892433] [INFO ] [sig ] [493/2043] Forecasting DNOW... [2025-09-26T23:04:42.892474] [INFO ] [sig ] Generating forecast for: DNOW [2025-09-26T23:04:42.892507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNOW' from 'https://tdm.silogroup.org/data/derivative_storage/DNOW.csv'. [2025-09-26T23:04:42.902174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DNOW'. [2025-09-26T23:04:42.902479] [INFO ] [FORECASTER] Starting predict_future for DNOW [2025-09-26T23:04:42.931069] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:42.932046] [DEBUG] [LOCAL ] No optimal features file found for DNOW: ./output/feature-sets/DNOW.txt [2025-09-26T23:04:42.932105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:42.932143] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:42.932173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:42.932231] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:42.950266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:42.951099] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:42.951195] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:42.951231] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:42.990241] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:42.990477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:42.990532] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:42.990565] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:42.994716] [DEBUG] [FORECASTER] DNOW: Forecast T+1@11:T+2@11: DOWN (p=28.21%) [2025-09-26T23:04:42.995050] [INFO ] [FORECASTER] Completed predict_future for DNOW [2025-09-26T23:04:42.995209] [INFO ] [sig ] DNOW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:43.144861] [INFO ] [LOCAL ] Saved forecast: DNOW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DNOW.txt [2025-09-26T23:04:43.145131] [WARN ] [sig ] [493/2043] Failed DNOW after 0.3s | 4.24 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:43.145214] [INFO ] [sig ] [494/2043] Forecasting DNP... [2025-09-26T23:04:43.145254] [INFO ] [sig ] Generating forecast for: DNP [2025-09-26T23:04:43.145289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'. [2025-09-26T23:04:43.155521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DNP'. [2025-09-26T23:04:43.155908] [INFO ] [FORECASTER] Starting predict_future for DNP [2025-09-26T23:04:43.182257] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:43.183160] [DEBUG] [LOCAL ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt [2025-09-26T23:04:43.183230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:43.183268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:43.183297] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:43.183356] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:43.201665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:43.202691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:43.202791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:43.202826] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:43.242325] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:43.242505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:43.242549] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:43.242580] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:43.246358] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=78.47%) [2025-09-26T23:04:43.246695] [INFO ] [FORECASTER] Completed predict_future for DNP [2025-09-26T23:04:43.246860] [INFO ] [sig ] DNP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:43.397268] [INFO ] [LOCAL ] Saved forecast: DNP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DNP.txt [2025-09-26T23:04:43.397728] [WARN ] [sig ] [494/2043] Failed DNP after 0.3s | 4.23 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:43.397822] [INFO ] [sig ] [495/2043] Forecasting DOC... [2025-09-26T23:04:43.397864] [INFO ] [sig ] Generating forecast for: DOC [2025-09-26T23:04:43.397905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOC' from 'https://tdm.silogroup.org/data/derivative_storage/DOC.csv'. [2025-09-26T23:04:43.410250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOC'. [2025-09-26T23:04:43.410793] [INFO ] [FORECASTER] Starting predict_future for DOC [2025-09-26T23:04:43.437683] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:43.438564] [DEBUG] [LOCAL ] No optimal features file found for DOC: ./output/feature-sets/DOC.txt [2025-09-26T23:04:43.438623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:43.438693] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:43.438737] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:43.438799] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:43.456531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:43.457380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:43.457479] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:43.457514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:43.501820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:43.502036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:43.502084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:43.502112] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:43.505973] [DEBUG] [FORECASTER] DOC: Forecast T+1@11:T+2@11: UP (p=60.57%) [2025-09-26T23:04:43.506290] [INFO ] [FORECASTER] Completed predict_future for DOC [2025-09-26T23:04:43.506477] [INFO ] [sig ] DOC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:43.653102] [INFO ] [LOCAL ] Saved forecast: DOC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DOC.txt [2025-09-26T23:04:43.653453] [WARN ] [sig ] [495/2043] Failed DOC after 0.3s | 4.23 sym/s | Total: 1.9m | ETA: 6.1m [2025-09-26T23:04:43.653537] [INFO ] [sig ] [496/2043] Forecasting DOCN... [2025-09-26T23:04:43.653600] [INFO ] [sig ] Generating forecast for: DOCN [2025-09-26T23:04:43.653638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'. [2025-09-26T23:04:43.665791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOCN'. [2025-09-26T23:04:43.666234] [INFO ] [FORECASTER] Starting predict_future for DOCN [2025-09-26T23:04:43.693230] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:43.694112] [DEBUG] [LOCAL ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt [2025-09-26T23:04:43.694174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:43.694211] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:43.694240] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:43.694299] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:43.711844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:43.712499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:43.712594] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:43.712629] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:43.754775] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:43.754995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:43.755051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:43.755083] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:43.759314] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=29.85%) [2025-09-26T23:04:43.759815] [INFO ] [FORECASTER] Completed predict_future for DOCN [2025-09-26T23:04:43.760004] [INFO ] [sig ] DOCN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:43.911501] [INFO ] [LOCAL ] Saved forecast: DOCN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DOCN.txt [2025-09-26T23:04:43.911895] [WARN ] [sig ] [496/2043] Failed DOCN after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:43.911986] [INFO ] [sig ] [497/2043] Forecasting DOCS... [2025-09-26T23:04:43.912026] [INFO ] [sig ] Generating forecast for: DOCS [2025-09-26T23:04:43.912062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'. [2025-09-26T23:04:43.924112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOCS'. [2025-09-26T23:04:43.924549] [INFO ] [FORECASTER] Starting predict_future for DOCS [2025-09-26T23:04:43.952182] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:43.953075] [DEBUG] [LOCAL ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt [2025-09-26T23:04:43.953139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:43.953177] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:43.953206] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:43.953270] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:43.971823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:43.972461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:43.972560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:43.972597] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:44.016722] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:44.016942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:44.016987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:44.017017] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:44.021024] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: UP (p=98.64%) [2025-09-26T23:04:44.021347] [INFO ] [FORECASTER] Completed predict_future for DOCS [2025-09-26T23:04:44.021500] [INFO ] [sig ] DOCS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:44.168545] [INFO ] [LOCAL ] Saved forecast: DOCS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DOCS.txt [2025-09-26T23:04:44.168991] [WARN ] [sig ] [497/2043] Failed DOCS after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:44.169086] [INFO ] [sig ] [498/2043] Forecasting DOLE... [2025-09-26T23:04:44.169139] [INFO ] [sig ] Generating forecast for: DOLE [2025-09-26T23:04:44.169178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'. [2025-09-26T23:04:44.181030] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOLE'. [2025-09-26T23:04:44.181531] [INFO ] [FORECASTER] Starting predict_future for DOLE [2025-09-26T23:04:44.209085] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:44.210089] [DEBUG] [LOCAL ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt [2025-09-26T23:04:44.210152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:44.210192] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:44.210223] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:44.210287] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:44.228793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:44.229916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:44.230025] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:44.230060] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:44.271195] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:44.271387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:44.271431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:44.271461] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:44.275229] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=17.59%) [2025-09-26T23:04:44.275537] [INFO ] [FORECASTER] Completed predict_future for DOLE [2025-09-26T23:04:44.275727] [INFO ] [sig ] DOLE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:44.425561] [INFO ] [LOCAL ] Saved forecast: DOLE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DOLE.txt [2025-09-26T23:04:44.425979] [WARN ] [sig ] [498/2043] Failed DOLE after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:44.426068] [INFO ] [sig ] [499/2043] Forecasting DOUG... [2025-09-26T23:04:44.426109] [INFO ] [sig ] Generating forecast for: DOUG [2025-09-26T23:04:44.426146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'. [2025-09-26T23:04:44.437918] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOUG'. [2025-09-26T23:04:44.438393] [INFO ] [FORECASTER] Starting predict_future for DOUG [2025-09-26T23:04:44.465903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:44.466825] [DEBUG] [LOCAL ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt [2025-09-26T23:04:44.466888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:44.466926] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:44.467016] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:44.467088] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:44.485712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:44.486422] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:44.486523] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:44.486559] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:44.527801] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:44.528020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:44.528071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:44.528103] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:44.532399] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=6.99%) [2025-09-26T23:04:44.532775] [INFO ] [FORECASTER] Completed predict_future for DOUG [2025-09-26T23:04:44.532951] [INFO ] [sig ] DOUG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:44.682573] [INFO ] [LOCAL ] Saved forecast: DOUG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DOUG.txt [2025-09-26T23:04:44.682951] [WARN ] [sig ] [499/2043] Failed DOUG after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:44.683043] [INFO ] [sig ] [500/2043] Forecasting DOV... [2025-09-26T23:04:44.683085] [INFO ] [sig ] Generating forecast for: DOV [2025-09-26T23:04:44.683123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOV' from 'https://tdm.silogroup.org/data/derivative_storage/DOV.csv'. [2025-09-26T23:04:44.694345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOV'. [2025-09-26T23:04:44.694783] [INFO ] [FORECASTER] Starting predict_future for DOV [2025-09-26T23:04:44.722187] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:44.723100] [DEBUG] [LOCAL ] No optimal features file found for DOV: ./output/feature-sets/DOV.txt [2025-09-26T23:04:44.723159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:44.723196] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:44.723225] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:44.723286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:44.742454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:44.743148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:44.743246] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:44.743283] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:44.786559] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:44.786806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:44.786864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:44.786898] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:44.791111] [DEBUG] [FORECASTER] DOV: Forecast T+1@11:T+2@11: DOWN (p=1.32%) [2025-09-26T23:04:44.791440] [INFO ] [FORECASTER] Completed predict_future for DOV [2025-09-26T23:04:44.791597] [INFO ] [sig ] DOV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:44.940454] [INFO ] [LOCAL ] Saved forecast: DOV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DOV.txt [2025-09-26T23:04:44.940800] [WARN ] [sig ] [500/2043] Failed DOV after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:44.940891] [INFO ] [sig ] [501/2043] Forecasting DOW... [2025-09-26T23:04:44.940936] [INFO ] [sig ] Generating forecast for: DOW [2025-09-26T23:04:44.940972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DOW' from 'https://tdm.silogroup.org/data/derivative_storage/DOW.csv'. [2025-09-26T23:04:44.953219] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DOW'. [2025-09-26T23:04:44.953549] [INFO ] [FORECASTER] Starting predict_future for DOW [2025-09-26T23:04:44.980157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:44.981000] [DEBUG] [LOCAL ] No optimal features file found for DOW: ./output/feature-sets/DOW.txt [2025-09-26T23:04:44.981057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:44.981092] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:44.981122] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:44.981182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:44.998892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:44.999924] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:45.000033] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:45.000067] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:45.046277] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:45.046569] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:45.046623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:45.046688] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:45.050973] [DEBUG] [FORECASTER] DOW: Forecast T+1@11:T+2@11: UP (p=88.42%) [2025-09-26T23:04:45.051303] [INFO ] [FORECASTER] Completed predict_future for DOW [2025-09-26T23:04:45.051474] [INFO ] [sig ] DOW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:45.202395] [INFO ] [LOCAL ] Saved forecast: DOW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DOW.txt [2025-09-26T23:04:45.202845] [WARN ] [sig ] [501/2043] Failed DOW after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:45.202940] [INFO ] [sig ] [502/2043] Forecasting DQ... [2025-09-26T23:04:45.202980] [INFO ] [sig ] Generating forecast for: DQ [2025-09-26T23:04:45.203015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'. [2025-09-26T23:04:45.216033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DQ'. [2025-09-26T23:04:45.216715] [INFO ] [FORECASTER] Starting predict_future for DQ [2025-09-26T23:04:45.244479] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:45.245349] [DEBUG] [LOCAL ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt [2025-09-26T23:04:45.245406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:45.245442] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:45.245471] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:45.245531] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:45.263373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:45.264490] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:45.264605] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:45.264700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:45.318017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:45.318480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:45.318530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:45.318561] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:45.323366] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=68.76%) [2025-09-26T23:04:45.324277] [INFO ] [FORECASTER] Completed predict_future for DQ [2025-09-26T23:04:45.324449] [INFO ] [sig ] DQ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:45.479307] [INFO ] [LOCAL ] Saved forecast: DQ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DQ.txt [2025-09-26T23:04:45.479764] [WARN ] [sig ] [502/2043] Failed DQ after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:45.479863] [INFO ] [sig ] [503/2043] Forecasting DRH... [2025-09-26T23:04:45.479904] [INFO ] [sig ] Generating forecast for: DRH [2025-09-26T23:04:45.479940] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'. [2025-09-26T23:04:45.492211] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DRH'. [2025-09-26T23:04:45.492884] [INFO ] [FORECASTER] Starting predict_future for DRH [2025-09-26T23:04:45.534548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:45.536126] [DEBUG] [LOCAL ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt [2025-09-26T23:04:45.536206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:45.536256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:45.536330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:45.536433] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:45.557743] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:45.559242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:45.559381] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:45.559424] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:45.612214] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:45.612499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:45.612569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:45.612604] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:45.618145] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=6.94%) [2025-09-26T23:04:45.618735] [INFO ] [FORECASTER] Completed predict_future for DRH [2025-09-26T23:04:45.618947] [INFO ] [sig ] DRH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:45.827963] [INFO ] [LOCAL ] Saved forecast: DRH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DRH.txt [2025-09-26T23:04:45.828564] [WARN ] [sig ] [503/2043] Failed DRH after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:45.828714] [INFO ] [sig ] [504/2043] Forecasting DRI... [2025-09-26T23:04:45.828779] [INFO ] [sig ] Generating forecast for: DRI [2025-09-26T23:04:45.828837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'. [2025-09-26T23:04:45.845009] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DRI'. [2025-09-26T23:04:45.845895] [INFO ] [FORECASTER] Starting predict_future for DRI [2025-09-26T23:04:45.892112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:45.893699] [DEBUG] [LOCAL ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt [2025-09-26T23:04:45.893783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:45.893840] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:45.893888] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:45.893985] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:45.924582] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:45.926112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:45.926278] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:45.926387] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:45.990282] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:45.990521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:45.990593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:45.990639] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:45.996979] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=32.21%) [2025-09-26T23:04:45.997548] [INFO ] [FORECASTER] Completed predict_future for DRI [2025-09-26T23:04:45.997832] [INFO ] [sig ] DRI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:46.227809] [INFO ] [LOCAL ] Saved forecast: DRI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DRI.txt [2025-09-26T23:04:46.228116] [WARN ] [sig ] [504/2043] Failed DRI after 0.4s | 4.22 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:46.228204] [INFO ] [sig ] [505/2043] Forecasting DRLL... [2025-09-26T23:04:46.228283] [INFO ] [sig ] Generating forecast for: DRLL [2025-09-26T23:04:46.228338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'. [2025-09-26T23:04:46.244970] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DRLL'. [2025-09-26T23:04:46.245791] [INFO ] [FORECASTER] Starting predict_future for DRLL [2025-09-26T23:04:46.290137] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:46.291745] [DEBUG] [LOCAL ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt [2025-09-26T23:04:46.291868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:46.291931] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:46.291983] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:46.292087] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:46.318430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:46.319922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:46.320070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:46.320130] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:46.378740] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:46.378958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:46.379007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:46.379040] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:46.383699] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: DOWN (p=10.72%) [2025-09-26T23:04:46.384147] [INFO ] [FORECASTER] Completed predict_future for DRLL [2025-09-26T23:04:46.384379] [INFO ] [sig ] DRLL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:46.549273] [INFO ] [LOCAL ] Saved forecast: DRLL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DRLL.txt [2025-09-26T23:04:46.549544] [WARN ] [sig ] [505/2043] Failed DRLL after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:46.549628] [INFO ] [sig ] [506/2043] Forecasting DSL... [2025-09-26T23:04:46.549708] [INFO ] [sig ] Generating forecast for: DSL [2025-09-26T23:04:46.549754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'. [2025-09-26T23:04:46.561604] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DSL'. [2025-09-26T23:04:46.562087] [INFO ] [FORECASTER] Starting predict_future for DSL [2025-09-26T23:04:46.590804] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:46.591776] [DEBUG] [LOCAL ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt [2025-09-26T23:04:46.591841] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:46.591880] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:46.591910] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:46.591969] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:46.611451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:46.612424] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:46.612524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:46.612561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:46.659467] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:46.659701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:46.659767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:46.659802] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:46.663890] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=92.86%) [2025-09-26T23:04:46.664234] [INFO ] [FORECASTER] Completed predict_future for DSL [2025-09-26T23:04:46.664399] [INFO ] [sig ] DSL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:46.817802] [INFO ] [LOCAL ] Saved forecast: DSL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DSL.txt [2025-09-26T23:04:46.818083] [WARN ] [sig ] [506/2043] Failed DSL after 0.3s | 4.21 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:46.818168] [INFO ] [sig ] [507/2043] Forecasting DSMC... [2025-09-26T23:04:46.818208] [INFO ] [sig ] Generating forecast for: DSMC [2025-09-26T23:04:46.818242] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSMC' from 'https://tdm.silogroup.org/data/derivative_storage/DSMC.csv'. [2025-09-26T23:04:46.823402] [WARN ] [REMOTE ] Historical data not found for symbol 'DSMC' (404). [2025-09-26T23:04:46.823687] [FATAL] [sig ] DSMC: No historical data fetched. [2025-09-26T23:04:46.823782] [WARN ] [sig ] [507/2043] Failed DSMC after 0.0s | 4.22 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:46.823854] [INFO ] [sig ] [508/2043] Forecasting DSU... [2025-09-26T23:04:46.823895] [INFO ] [sig ] Generating forecast for: DSU [2025-09-26T23:04:46.823927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSU' from 'https://tdm.silogroup.org/data/derivative_storage/DSU.csv'. [2025-09-26T23:04:46.834195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DSU'. [2025-09-26T23:04:46.834708] [INFO ] [FORECASTER] Starting predict_future for DSU [2025-09-26T23:04:46.867710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:46.868592] [DEBUG] [LOCAL ] No optimal features file found for DSU: ./output/feature-sets/DSU.txt [2025-09-26T23:04:46.868692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:46.868753] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:46.868786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:46.868847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:46.887918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:46.888751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:46.888845] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:46.888880] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:46.934473] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:46.934696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:46.934761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:46.934796] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:46.938997] [DEBUG] [FORECASTER] DSU: Forecast T+1@11:T+2@11: UP (p=67.98%) [2025-09-26T23:04:46.939383] [INFO ] [FORECASTER] Completed predict_future for DSU [2025-09-26T23:04:46.939569] [INFO ] [sig ] DSU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:47.100446] [INFO ] [LOCAL ] Saved forecast: DSU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DSU.txt [2025-09-26T23:04:47.100726] [WARN ] [sig ] [508/2043] Failed DSU after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:47.100811] [INFO ] [sig ] [509/2043] Forecasting DSX... [2025-09-26T23:04:47.100852] [INFO ] [sig ] Generating forecast for: DSX [2025-09-26T23:04:47.100887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'. [2025-09-26T23:04:47.110753] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DSX'. [2025-09-26T23:04:47.111088] [INFO ] [FORECASTER] Starting predict_future for DSX [2025-09-26T23:04:47.137348] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:47.138229] [DEBUG] [LOCAL ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt [2025-09-26T23:04:47.138288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:47.138326] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:47.138357] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:47.138418] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:47.156031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:47.156826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:47.156916] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:47.156951] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:47.198311] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:47.198502] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:47.198547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:47.198577] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:47.202409] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=93.62%) [2025-09-26T23:04:47.202758] [INFO ] [FORECASTER] Completed predict_future for DSX [2025-09-26T23:04:47.202923] [INFO ] [sig ] DSX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:47.365111] [INFO ] [LOCAL ] Saved forecast: DSX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DSX.txt [2025-09-26T23:04:47.365492] [WARN ] [sig ] [509/2043] Failed DSX after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.1m [2025-09-26T23:04:47.365619] [INFO ] [sig ] [510/2043] Forecasting DT... [2025-09-26T23:04:47.365708] [INFO ] [sig ] Generating forecast for: DT [2025-09-26T23:04:47.365768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DT' from 'https://tdm.silogroup.org/data/derivative_storage/DT.csv'. [2025-09-26T23:04:47.371224] [WARN ] [REMOTE ] Historical data not found for symbol 'DT' (404). [2025-09-26T23:04:47.371457] [FATAL] [sig ] DT: No historical data fetched. [2025-09-26T23:04:47.371553] [WARN ] [sig ] [510/2043] Failed DT after 0.0s | 4.23 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:47.371622] [INFO ] [sig ] [511/2043] Forecasting DTB... [2025-09-26T23:04:47.371700] [INFO ] [sig ] Generating forecast for: DTB [2025-09-26T23:04:47.371746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'. [2025-09-26T23:04:47.381387] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DTB'. [2025-09-26T23:04:47.381838] [INFO ] [FORECASTER] Starting predict_future for DTB [2025-09-26T23:04:47.410058] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:47.410922] [DEBUG] [LOCAL ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt [2025-09-26T23:04:47.410981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:47.411075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:47.411116] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:47.411179] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:47.430476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:47.431305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:47.431400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:47.431438] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:47.475220] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:47.475428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:47.475477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:47.475508] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:47.479884] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: UP (p=78.08%) [2025-09-26T23:04:47.480284] [INFO ] [FORECASTER] Completed predict_future for DTB [2025-09-26T23:04:47.480459] [INFO ] [sig ] DTB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:47.644065] [INFO ] [LOCAL ] Saved forecast: DTB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DTB.txt [2025-09-26T23:04:47.644359] [WARN ] [sig ] [511/2043] Failed DTB after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:47.644462] [INFO ] [sig ] [512/2043] Forecasting DTG... [2025-09-26T23:04:47.644521] [INFO ] [sig ] Generating forecast for: DTG [2025-09-26T23:04:47.644579] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'. [2025-09-26T23:04:47.654741] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DTG'. [2025-09-26T23:04:47.655099] [INFO ] [FORECASTER] Starting predict_future for DTG [2025-09-26T23:04:47.682412] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:47.683241] [DEBUG] [LOCAL ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt [2025-09-26T23:04:47.683298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:47.683333] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:47.683361] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:47.683419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:47.702841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:47.703549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:47.703660] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:47.703719] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:47.745530] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:47.745715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:47.745773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:47.745804] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:47.749882] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=78.45%) [2025-09-26T23:04:47.750214] [INFO ] [FORECASTER] Completed predict_future for DTG [2025-09-26T23:04:47.750390] [INFO ] [sig ] DTG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:47.900270] [INFO ] [LOCAL ] Saved forecast: DTG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DTG.txt [2025-09-26T23:04:47.900503] [WARN ] [sig ] [512/2043] Failed DTG after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:47.900581] [INFO ] [sig ] [513/2043] Forecasting DTM... [2025-09-26T23:04:47.900620] [INFO ] [sig ] Generating forecast for: DTM [2025-09-26T23:04:47.900685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'. [2025-09-26T23:04:47.911036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DTM'. [2025-09-26T23:04:47.911349] [INFO ] [FORECASTER] Starting predict_future for DTM [2025-09-26T23:04:47.938442] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:47.939298] [DEBUG] [LOCAL ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt [2025-09-26T23:04:47.939356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:47.939393] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:47.939424] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:47.939483] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:47.957277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:47.957882] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:47.957989] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:47.958025] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:48.001970] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:48.002092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:48.002134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:48.002163] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:48.005849] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=70.53%) [2025-09-26T23:04:48.006143] [INFO ] [FORECASTER] Completed predict_future for DTM [2025-09-26T23:04:48.006322] [INFO ] [sig ] DTM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:48.160152] [INFO ] [LOCAL ] Saved forecast: DTM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DTM.txt [2025-09-26T23:04:48.160399] [WARN ] [sig ] [513/2043] Failed DTM after 0.3s | 4.23 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:48.160484] [INFO ] [sig ] [514/2043] Forecasting DTW... [2025-09-26T23:04:48.160544] [INFO ] [sig ] Generating forecast for: DTW [2025-09-26T23:04:48.160592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DTW' from 'https://tdm.silogroup.org/data/derivative_storage/DTW.csv'. [2025-09-26T23:04:48.171221] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'DTW'. [2025-09-26T23:04:48.171548] [INFO ] [FORECASTER] Starting predict_future for DTW [2025-09-26T23:04:48.198604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:48.199425] [DEBUG] [LOCAL ] No optimal features file found for DTW: ./output/feature-sets/DTW.txt [2025-09-26T23:04:48.199484] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:48.199519] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:48.199547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:48.199607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:48.218143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:48.218783] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:48.218871] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:48.218906] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:48.264053] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:48.264250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:48.264297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:48.264329] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:48.269039] [DEBUG] [FORECASTER] DTW: Forecast T+1@11:T+2@11: UP (p=75.26%) [2025-09-26T23:04:48.269387] [INFO ] [FORECASTER] Completed predict_future for DTW [2025-09-26T23:04:48.269559] [INFO ] [sig ] DTW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:48.422788] [INFO ] [LOCAL ] Saved forecast: DTW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DTW.txt [2025-09-26T23:04:48.423024] [WARN ] [sig ] [514/2043] Failed DTW after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:48.423109] [INFO ] [sig ] [515/2043] Forecasting DUK... [2025-09-26T23:04:48.423151] [INFO ] [sig ] Generating forecast for: DUK [2025-09-26T23:04:48.423187] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'. [2025-09-26T23:04:48.433716] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DUK'. [2025-09-26T23:04:48.434045] [INFO ] [FORECASTER] Starting predict_future for DUK [2025-09-26T23:04:48.461397] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:48.462246] [DEBUG] [LOCAL ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt [2025-09-26T23:04:48.462330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:48.462369] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:48.462398] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:48.462456] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:48.481271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:48.481898] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:48.481986] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:48.482020] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:48.527028] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:48.527175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:48.527218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:48.527247] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:48.531441] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: DOWN (p=2.51%) [2025-09-26T23:04:48.531801] [INFO ] [FORECASTER] Completed predict_future for DUK [2025-09-26T23:04:48.531983] [INFO ] [sig ] DUK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:48.690547] [INFO ] [LOCAL ] Saved forecast: DUK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DUK.txt [2025-09-26T23:04:48.690839] [WARN ] [sig ] [515/2043] Failed DUK after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:48.690928] [INFO ] [sig ] [516/2043] Forecasting DUKB... [2025-09-26T23:04:48.690968] [INFO ] [sig ] Generating forecast for: DUKB [2025-09-26T23:04:48.691003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'. [2025-09-26T23:04:48.701792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DUKB'. [2025-09-26T23:04:48.702207] [INFO ] [FORECASTER] Starting predict_future for DUKB [2025-09-26T23:04:48.730515] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:48.731411] [DEBUG] [LOCAL ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt [2025-09-26T23:04:48.731474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:48.731512] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:48.731544] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:48.731604] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:48.751947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:48.752824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:48.752923] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:48.752958] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:48.798405] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:48.798606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:48.798675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:48.798730] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:48.802564] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: UP (p=61.06%) [2025-09-26T23:04:48.802898] [INFO ] [FORECASTER] Completed predict_future for DUKB [2025-09-26T23:04:48.803063] [INFO ] [sig ] DUKB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:48.955330] [INFO ] [LOCAL ] Saved forecast: DUKB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DUKB.txt [2025-09-26T23:04:48.955615] [WARN ] [sig ] [516/2043] Failed DUKB after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:48.955719] [INFO ] [sig ] [517/2043] Forecasting DV... [2025-09-26T23:04:48.955789] [INFO ] [sig ] Generating forecast for: DV [2025-09-26T23:04:48.955848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DV' from 'https://tdm.silogroup.org/data/derivative_storage/DV.csv'. [2025-09-26T23:04:48.966134] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DV'. [2025-09-26T23:04:48.966543] [INFO ] [FORECASTER] Starting predict_future for DV [2025-09-26T23:04:48.993236] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:48.994106] [DEBUG] [LOCAL ] No optimal features file found for DV: ./output/feature-sets/DV.txt [2025-09-26T23:04:48.994164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:48.994201] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:48.994232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:48.994293] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:49.012719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:49.013663] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:49.013761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:49.013797] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:49.058345] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:49.058538] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:49.058583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:49.058613] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:49.062438] [DEBUG] [FORECASTER] DV: Forecast T+1@11:T+2@11: UP (p=76.64%) [2025-09-26T23:04:49.062810] [INFO ] [FORECASTER] Completed predict_future for DV [2025-09-26T23:04:49.062987] [INFO ] [sig ] DV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:49.219117] [INFO ] [LOCAL ] Saved forecast: DV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DV.txt [2025-09-26T23:04:49.219430] [WARN ] [sig ] [517/2043] Failed DV after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:49.219518] [INFO ] [sig ] [518/2043] Forecasting DVA... [2025-09-26T23:04:49.219560] [INFO ] [sig ] Generating forecast for: DVA [2025-09-26T23:04:49.219595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'. [2025-09-26T23:04:49.231731] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DVA'. [2025-09-26T23:04:49.232141] [INFO ] [FORECASTER] Starting predict_future for DVA [2025-09-26T23:04:49.259623] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:49.260469] [DEBUG] [LOCAL ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt [2025-09-26T23:04:49.260531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:49.260569] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:49.260598] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:49.260678] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:49.279340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:49.279978] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:49.280066] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:49.280102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:49.321098] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:49.321245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:49.321288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:49.321317] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:49.325004] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=6.76%) [2025-09-26T23:04:49.325380] [INFO ] [FORECASTER] Completed predict_future for DVA [2025-09-26T23:04:49.325537] [INFO ] [sig ] DVA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:49.479403] [INFO ] [LOCAL ] Saved forecast: DVA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DVA.txt [2025-09-26T23:04:49.479696] [WARN ] [sig ] [518/2043] Failed DVA after 0.3s | 4.22 sym/s | Total: 2.0m | ETA: 6.0m [2025-09-26T23:04:49.479782] [INFO ] [sig ] [519/2043] Forecasting DXC... [2025-09-26T23:04:49.479825] [INFO ] [sig ] Generating forecast for: DXC [2025-09-26T23:04:49.479862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'. [2025-09-26T23:04:49.492367] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DXC'. [2025-09-26T23:04:49.492789] [INFO ] [FORECASTER] Starting predict_future for DXC [2025-09-26T23:04:49.520505] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:49.521383] [DEBUG] [LOCAL ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt [2025-09-26T23:04:49.521447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:49.521484] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:49.521547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:49.521615] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:49.542222] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:49.542908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:49.543000] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:49.543037] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:49.586078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:49.586256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:49.586329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:49.586386] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:49.590795] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=66.05%) [2025-09-26T23:04:49.591106] [INFO ] [FORECASTER] Completed predict_future for DXC [2025-09-26T23:04:49.591257] [INFO ] [sig ] DXC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:49.751107] [INFO ] [LOCAL ] Saved forecast: DXC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DXC.txt [2025-09-26T23:04:49.751408] [WARN ] [sig ] [519/2043] Failed DXC after 0.3s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:49.751492] [INFO ] [sig ] [520/2043] Forecasting DXYZ... [2025-09-26T23:04:49.751533] [INFO ] [sig ] Generating forecast for: DXYZ [2025-09-26T23:04:49.751568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DXYZ' from 'https://tdm.silogroup.org/data/derivative_storage/DXYZ.csv'. [2025-09-26T23:04:49.762838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DXYZ'. [2025-09-26T23:04:49.763286] [INFO ] [FORECASTER] Starting predict_future for DXYZ [2025-09-26T23:04:49.790318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:49.791188] [DEBUG] [LOCAL ] No optimal features file found for DXYZ: ./output/feature-sets/DXYZ.txt [2025-09-26T23:04:49.791247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:49.791284] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:49.791314] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:49.791373] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:49.809659] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:49.810331] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:49.810425] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:49.810531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:49.855236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:49.855433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:49.855478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:49.855513] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:49.859562] [DEBUG] [FORECASTER] DXYZ: Forecast T+1@11:T+2@11: UP (p=99.68%) [2025-09-26T23:04:49.859912] [INFO ] [FORECASTER] Completed predict_future for DXYZ [2025-09-26T23:04:49.860096] [INFO ] [sig ] DXYZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:50.015512] [INFO ] [LOCAL ] Saved forecast: DXYZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/DXYZ.txt [2025-09-26T23:04:50.015832] [WARN ] [sig ] [520/2043] Failed DXYZ after 0.3s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:50.015923] [INFO ] [sig ] [521/2043] Forecasting DY... [2025-09-26T23:04:50.015963] [INFO ] [sig ] Generating forecast for: DY [2025-09-26T23:04:50.015997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'. [2025-09-26T23:04:50.026491] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'DY'. [2025-09-26T23:04:50.026902] [INFO ] [FORECASTER] Starting predict_future for DY [2025-09-26T23:04:50.053850] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:50.054786] [DEBUG] [LOCAL ] No optimal features file found for DY: ./output/feature-sets/DY.txt [2025-09-26T23:04:50.054851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:50.054887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:50.054916] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:50.054976] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:50.073634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:50.074566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:50.074688] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:50.074744] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:50.120497] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:50.120711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:50.120773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:50.120807] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:50.124829] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: DOWN (p=37.90%) [2025-09-26T23:04:50.125201] [INFO ] [FORECASTER] Completed predict_future for DY [2025-09-26T23:04:50.125377] [INFO ] [sig ] DY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:50.281289] [INFO ] [LOCAL ] Saved forecast: DY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/DY.txt [2025-09-26T23:04:50.281540] [WARN ] [sig ] [521/2043] Failed DY after 0.3s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:50.281620] [INFO ] [sig ] [522/2043] Forecasting E... [2025-09-26T23:04:50.281696] [INFO ] [sig ] Generating forecast for: E [2025-09-26T23:04:50.281743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'. [2025-09-26T23:04:50.292700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'E'. [2025-09-26T23:04:50.293064] [INFO ] [FORECASTER] Starting predict_future for E [2025-09-26T23:04:50.321551] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:50.322490] [DEBUG] [LOCAL ] No optimal features file found for E: ./output/feature-sets/E.txt [2025-09-26T23:04:50.322577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:50.322617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:50.322677] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:50.322759] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:50.341265] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:50.341943] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:50.342030] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:50.342065] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:50.388099] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:50.388282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:50.388325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:50.388355] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:50.392239] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=98.00%) [2025-09-26T23:04:50.392536] [INFO ] [FORECASTER] Completed predict_future for E [2025-09-26T23:04:50.392718] [INFO ] [sig ] E: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:50.540480] [INFO ] [LOCAL ] Saved forecast: E 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/E.txt [2025-09-26T23:04:50.540779] [WARN ] [sig ] [522/2043] Failed E after 0.3s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:50.540866] [INFO ] [sig ] [523/2043] Forecasting EAF... [2025-09-26T23:04:50.540907] [INFO ] [sig ] Generating forecast for: EAF [2025-09-26T23:04:50.540942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'. [2025-09-26T23:04:50.552633] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EAF'. [2025-09-26T23:04:50.553031] [INFO ] [FORECASTER] Starting predict_future for EAF [2025-09-26T23:04:50.579973] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:50.580846] [DEBUG] [LOCAL ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt [2025-09-26T23:04:50.580907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:50.580942] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:50.581014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:50.581090] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:50.599206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:50.599863] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:50.599953] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:50.599987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:50.646408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:50.646571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:50.646613] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:50.646667] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:50.650296] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=21.22%) [2025-09-26T23:04:50.650589] [INFO ] [FORECASTER] Completed predict_future for EAF [2025-09-26T23:04:50.650777] [INFO ] [sig ] EAF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:50.799710] [INFO ] [LOCAL ] Saved forecast: EAF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EAF.txt [2025-09-26T23:04:50.800021] [WARN ] [sig ] [523/2043] Failed EAF after 0.3s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:50.800106] [INFO ] [sig ] [524/2043] Forecasting EARN... [2025-09-26T23:04:50.800145] [INFO ] [sig ] Generating forecast for: EARN [2025-09-26T23:04:50.800179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'. [2025-09-26T23:04:50.811906] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EARN'. [2025-09-26T23:04:50.812297] [INFO ] [FORECASTER] Starting predict_future for EARN [2025-09-26T23:04:50.839960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:50.840881] [DEBUG] [LOCAL ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt [2025-09-26T23:04:50.840941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:50.840977] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:50.841005] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:50.841065] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:50.859378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:50.860024] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:50.860114] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:50.860148] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:50.903541] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:50.903756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:50.903808] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:50.903839] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:50.907679] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=77.44%) [2025-09-26T23:04:50.908077] [INFO ] [FORECASTER] Completed predict_future for EARN [2025-09-26T23:04:50.908247] [INFO ] [sig ] EARN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:51.057376] [INFO ] [LOCAL ] Saved forecast: EARN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EARN.txt [2025-09-26T23:04:51.057690] [WARN ] [sig ] [524/2043] Failed EARN after 0.3s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.057777] [INFO ] [sig ] [525/2043] Forecasting EAT... [2025-09-26T23:04:51.057817] [INFO ] [sig ] Generating forecast for: EAT [2025-09-26T23:04:51.057869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EAT' from 'https://tdm.silogroup.org/data/derivative_storage/EAT.csv'. [2025-09-26T23:04:51.069817] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EAT'. [2025-09-26T23:04:51.070150] [INFO ] [FORECASTER] Starting predict_future for EAT [2025-09-26T23:04:51.097729] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:51.098623] [DEBUG] [LOCAL ] No optimal features file found for EAT: ./output/feature-sets/EAT.txt [2025-09-26T23:04:51.098713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:51.098760] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:51.098794] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:51.098872] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:51.121102] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:51.121842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:51.121932] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:51.121966] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:51.167683] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:51.167860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:51.167906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:51.167939] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:51.171706] [DEBUG] [FORECASTER] EAT: Forecast T+1@11:T+2@11: UP (p=98.86%) [2025-09-26T23:04:51.171998] [INFO ] [FORECASTER] Completed predict_future for EAT [2025-09-26T23:04:51.172167] [INFO ] [sig ] EAT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:51.326014] [INFO ] [LOCAL ] Saved forecast: EAT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EAT.txt [2025-09-26T23:04:51.326282] [WARN ] [sig ] [525/2043] Failed EAT after 0.3s | 4.21 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.326384] [INFO ] [sig ] [526/2043] Forecasting EB... [2025-09-26T23:04:51.326425] [INFO ] [sig ] Generating forecast for: EB [2025-09-26T23:04:51.326459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'. [2025-09-26T23:04:51.331454] [WARN ] [REMOTE ] Historical data not found for symbol 'EB' (404). [2025-09-26T23:04:51.331663] [FATAL] [sig ] EB: No historical data fetched. [2025-09-26T23:04:51.331756] [WARN ] [sig ] [526/2043] Failed EB after 0.0s | 4.22 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.331822] [INFO ] [sig ] [527/2043] Forecasting EBF... [2025-09-26T23:04:51.331861] [INFO ] [sig ] Generating forecast for: EBF [2025-09-26T23:04:51.331893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'. [2025-09-26T23:04:51.335347] [WARN ] [REMOTE ] Historical data not found for symbol 'EBF' (404). [2025-09-26T23:04:51.335517] [FATAL] [sig ] EBF: No historical data fetched. [2025-09-26T23:04:51.335604] [WARN ] [sig ] [527/2043] Failed EBF after 0.0s | 4.23 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.335695] [INFO ] [sig ] [528/2043] Forecasting EBR... [2025-09-26T23:04:51.335739] [INFO ] [sig ] Generating forecast for: EBR [2025-09-26T23:04:51.335772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBR' from 'https://tdm.silogroup.org/data/derivative_storage/EBR.csv'. [2025-09-26T23:04:51.344402] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EBR'. [2025-09-26T23:04:51.344758] [INFO ] [FORECASTER] Starting predict_future for EBR [2025-09-26T23:04:51.372443] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:51.373358] [DEBUG] [LOCAL ] No optimal features file found for EBR: ./output/feature-sets/EBR.txt [2025-09-26T23:04:51.373421] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:51.373461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:51.373493] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:51.373557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:51.393333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:51.394217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:51.394312] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:51.394349] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:51.438769] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:51.438925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:51.438966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:51.438996] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:51.442859] [DEBUG] [FORECASTER] EBR: Forecast T+1@11:T+2@11: UP (p=73.23%) [2025-09-26T23:04:51.443241] [INFO ] [FORECASTER] Completed predict_future for EBR [2025-09-26T23:04:51.443417] [INFO ] [sig ] EBR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:51.600110] [INFO ] [LOCAL ] Saved forecast: EBR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EBR.txt [2025-09-26T23:04:51.600364] [WARN ] [sig ] [528/2043] Failed EBR after 0.3s | 4.23 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.600445] [INFO ] [sig ] [529/2043] Forecasting EBS... [2025-09-26T23:04:51.600486] [INFO ] [sig ] Generating forecast for: EBS [2025-09-26T23:04:51.600530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'. [2025-09-26T23:04:51.610856] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EBS'. [2025-09-26T23:04:51.611237] [INFO ] [FORECASTER] Starting predict_future for EBS [2025-09-26T23:04:51.638452] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:51.639320] [DEBUG] [LOCAL ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt [2025-09-26T23:04:51.639381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:51.639419] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:51.639448] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:51.639507] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:51.658848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:51.659767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:51.659861] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:51.659911] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:51.704815] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:51.704988] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:51.705031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:51.705062] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:51.709074] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: UP (p=85.90%) [2025-09-26T23:04:51.709397] [INFO ] [FORECASTER] Completed predict_future for EBS [2025-09-26T23:04:51.709596] [INFO ] [sig ] EBS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:51.866703] [INFO ] [LOCAL ] Saved forecast: EBS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EBS.txt [2025-09-26T23:04:51.866993] [WARN ] [sig ] [529/2043] Failed EBS after 0.3s | 4.23 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.867076] [INFO ] [sig ] [530/2043] Forecasting EC... [2025-09-26T23:04:51.867119] [INFO ] [sig ] Generating forecast for: EC [2025-09-26T23:04:51.867154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'. [2025-09-26T23:04:51.872250] [WARN ] [REMOTE ] Historical data not found for symbol 'EC' (404). [2025-09-26T23:04:51.872447] [FATAL] [sig ] EC: No historical data fetched. [2025-09-26T23:04:51.872537] [WARN ] [sig ] [530/2043] Failed EC after 0.0s | 4.24 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:51.872608] [INFO ] [sig ] [531/2043] Forecasting ECC... [2025-09-26T23:04:51.872674] [INFO ] [sig ] Generating forecast for: ECC [2025-09-26T23:04:51.872757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'. [2025-09-26T23:04:51.881494] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECC'. [2025-09-26T23:04:51.881839] [INFO ] [FORECASTER] Starting predict_future for ECC [2025-09-26T23:04:51.913567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:51.914551] [DEBUG] [LOCAL ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt [2025-09-26T23:04:51.914615] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:51.914689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:51.914740] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:51.914802] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:51.936432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:51.937356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:51.937451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:51.937508] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:51.983637] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:51.983824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:51.983866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:51.983896] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:51.987893] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: DOWN (p=20.05%) [2025-09-26T23:04:51.988226] [INFO ] [FORECASTER] Completed predict_future for ECC [2025-09-26T23:04:51.988386] [INFO ] [sig ] ECC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:52.147861] [INFO ] [LOCAL ] Saved forecast: ECC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ECC.txt [2025-09-26T23:04:52.148147] [WARN ] [sig ] [531/2043] Failed ECC after 0.3s | 4.23 sym/s | Total: 2.1m | ETA: 6.0m [2025-09-26T23:04:52.148235] [INFO ] [sig ] [532/2043] Forecasting ECO... [2025-09-26T23:04:52.148276] [INFO ] [sig ] Generating forecast for: ECO [2025-09-26T23:04:52.148332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECO' from 'https://tdm.silogroup.org/data/derivative_storage/ECO.csv'. [2025-09-26T23:04:52.153962] [WARN ] [REMOTE ] Historical data not found for symbol 'ECO' (404). [2025-09-26T23:04:52.154159] [FATAL] [sig ] ECO: No historical data fetched. [2025-09-26T23:04:52.154250] [WARN ] [sig ] [532/2043] Failed ECO after 0.0s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:52.154319] [INFO ] [sig ] [533/2043] Forecasting ECVT... [2025-09-26T23:04:52.154360] [INFO ] [sig ] Generating forecast for: ECVT [2025-09-26T23:04:52.154393] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ECVT' from 'https://tdm.silogroup.org/data/derivative_storage/ECVT.csv'. [2025-09-26T23:04:52.163843] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ECVT'. [2025-09-26T23:04:52.164163] [INFO ] [FORECASTER] Starting predict_future for ECVT [2025-09-26T23:04:52.193789] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:52.194596] [DEBUG] [LOCAL ] No optimal features file found for ECVT: ./output/feature-sets/ECVT.txt [2025-09-26T23:04:52.194677] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:52.194731] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:52.194763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:52.194822] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:52.213867] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:52.214523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:52.214611] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:52.214676] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:52.261396] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:52.261520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:52.261560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:52.261589] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:52.265027] [DEBUG] [FORECASTER] ECVT: Forecast T+1@11:T+2@11: UP (p=62.39%) [2025-09-26T23:04:52.265329] [INFO ] [FORECASTER] Completed predict_future for ECVT [2025-09-26T23:04:52.265505] [INFO ] [sig ] ECVT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:52.426225] [INFO ] [LOCAL ] Saved forecast: ECVT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ECVT.txt [2025-09-26T23:04:52.426483] [WARN ] [sig ] [533/2043] Failed ECVT after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:52.426567] [INFO ] [sig ] [534/2043] Forecasting ED... [2025-09-26T23:04:52.426674] [INFO ] [sig ] Generating forecast for: ED [2025-09-26T23:04:52.426739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'. [2025-09-26T23:04:52.437016] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ED'. [2025-09-26T23:04:52.437350] [INFO ] [FORECASTER] Starting predict_future for ED [2025-09-26T23:04:52.463697] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:52.464500] [DEBUG] [LOCAL ] No optimal features file found for ED: ./output/feature-sets/ED.txt [2025-09-26T23:04:52.464561] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:52.464596] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:52.464624] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:52.464713] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:52.482830] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:52.483483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:52.483571] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:52.483605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:52.528345] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:52.528562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:52.528620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:52.528685] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:52.532614] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: UP (p=99.32%) [2025-09-26T23:04:52.532954] [INFO ] [FORECASTER] Completed predict_future for ED [2025-09-26T23:04:52.533122] [INFO ] [sig ] ED: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:52.682739] [INFO ] [LOCAL ] Saved forecast: ED 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ED.txt [2025-09-26T23:04:52.683053] [WARN ] [sig ] [534/2043] Failed ED after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:52.683137] [INFO ] [sig ] [535/2043] Forecasting EDD... [2025-09-26T23:04:52.683179] [INFO ] [sig ] Generating forecast for: EDD [2025-09-26T23:04:52.683215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'. [2025-09-26T23:04:52.696429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EDD'. [2025-09-26T23:04:52.696840] [INFO ] [FORECASTER] Starting predict_future for EDD [2025-09-26T23:04:52.724621] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:52.725468] [DEBUG] [LOCAL ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt [2025-09-26T23:04:52.725595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:52.725660] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:52.725719] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:52.725785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:52.745340] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:52.746127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:52.746220] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:52.746258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:52.786252] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:52.786417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:52.786468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:52.786500] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:52.790226] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: DOWN (p=31.64%) [2025-09-26T23:04:52.790550] [INFO ] [FORECASTER] Completed predict_future for EDD [2025-09-26T23:04:52.790741] [INFO ] [sig ] EDD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:52.940691] [INFO ] [LOCAL ] Saved forecast: EDD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EDD.txt [2025-09-26T23:04:52.940954] [WARN ] [sig ] [535/2043] Failed EDD after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:52.941037] [INFO ] [sig ] [536/2043] Forecasting EDF... [2025-09-26T23:04:52.941077] [INFO ] [sig ] Generating forecast for: EDF [2025-09-26T23:04:52.941110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'. [2025-09-26T23:04:52.952824] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EDF'. [2025-09-26T23:04:52.953392] [INFO ] [FORECASTER] Starting predict_future for EDF [2025-09-26T23:04:52.981589] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:52.982501] [DEBUG] [LOCAL ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt [2025-09-26T23:04:52.982559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:52.982595] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:52.982624] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:52.982718] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:53.001171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:53.001806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:53.001896] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:53.001933] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:53.047717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:53.047854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:53.047895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:53.047926] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:53.051625] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=94.18%) [2025-09-26T23:04:53.051991] [INFO ] [FORECASTER] Completed predict_future for EDF [2025-09-26T23:04:53.052155] [INFO ] [sig ] EDF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:53.210487] [INFO ] [LOCAL ] Saved forecast: EDF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EDF.txt [2025-09-26T23:04:53.210781] [WARN ] [sig ] [536/2043] Failed EDF after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:53.210866] [INFO ] [sig ] [537/2043] Forecasting EDU... [2025-09-26T23:04:53.210907] [INFO ] [sig ] Generating forecast for: EDU [2025-09-26T23:04:53.210942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EDU' from 'https://tdm.silogroup.org/data/derivative_storage/EDU.csv'. [2025-09-26T23:04:53.220714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EDU'. [2025-09-26T23:04:53.221021] [INFO ] [FORECASTER] Starting predict_future for EDU [2025-09-26T23:04:53.248616] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:53.249484] [DEBUG] [LOCAL ] No optimal features file found for EDU: ./output/feature-sets/EDU.txt [2025-09-26T23:04:53.249544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:53.249581] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:53.249612] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:53.249695] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:53.268346] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:53.269077] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:53.269169] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:53.269226] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:53.312692] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:53.312868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:53.312911] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:53.312940] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:53.316789] [DEBUG] [FORECASTER] EDU: Forecast T+1@11:T+2@11: UP (p=97.89%) [2025-09-26T23:04:53.317203] [INFO ] [FORECASTER] Completed predict_future for EDU [2025-09-26T23:04:53.317364] [INFO ] [sig ] EDU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:53.464463] [INFO ] [LOCAL ] Saved forecast: EDU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EDU.txt [2025-09-26T23:04:53.464791] [WARN ] [sig ] [537/2043] Failed EDU after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:53.464879] [INFO ] [sig ] [538/2043] Forecasting EFT... [2025-09-26T23:04:53.464919] [INFO ] [sig ] Generating forecast for: EFT [2025-09-26T23:04:53.464955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFT' from 'https://tdm.silogroup.org/data/derivative_storage/EFT.csv'. [2025-09-26T23:04:53.470994] [WARN ] [REMOTE ] Historical data not found for symbol 'EFT' (404). [2025-09-26T23:04:53.471226] [FATAL] [sig ] EFT: No historical data fetched. [2025-09-26T23:04:53.471320] [WARN ] [sig ] [538/2043] Failed EFT after 0.0s | 4.25 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:53.471390] [INFO ] [sig ] [539/2043] Forecasting EFX... [2025-09-26T23:04:53.471429] [INFO ] [sig ] Generating forecast for: EFX [2025-09-26T23:04:53.471461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'. [2025-09-26T23:04:53.484326] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFX'. [2025-09-26T23:04:53.484792] [INFO ] [FORECASTER] Starting predict_future for EFX [2025-09-26T23:04:53.512894] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:53.513760] [DEBUG] [LOCAL ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt [2025-09-26T23:04:53.513819] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:53.513856] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:53.513888] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:53.513947] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:53.533227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:53.533885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:53.533976] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:53.534077] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:53.579709] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:53.579939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:53.580025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:53.580078] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:53.584125] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=20.53%) [2025-09-26T23:04:53.584459] [INFO ] [FORECASTER] Completed predict_future for EFX [2025-09-26T23:04:53.584630] [INFO ] [sig ] EFX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:53.738180] [INFO ] [LOCAL ] Saved forecast: EFX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EFX.txt [2025-09-26T23:04:53.738503] [WARN ] [sig ] [539/2043] Failed EFX after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:53.738612] [INFO ] [sig ] [540/2043] Forecasting EFXT... [2025-09-26T23:04:53.738715] [INFO ] [sig ] Generating forecast for: EFXT [2025-09-26T23:04:53.738794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EFXT' from 'https://tdm.silogroup.org/data/derivative_storage/EFXT.csv'. [2025-09-26T23:04:53.749391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EFXT'. [2025-09-26T23:04:53.749835] [INFO ] [FORECASTER] Starting predict_future for EFXT [2025-09-26T23:04:53.778195] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:53.779304] [DEBUG] [LOCAL ] No optimal features file found for EFXT: ./output/feature-sets/EFXT.txt [2025-09-26T23:04:53.779372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:53.779409] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:53.779440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:53.779498] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:53.799352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:53.800343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:53.800443] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:53.800479] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:53.843452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:53.843668] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:53.843737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:53.843773] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:53.847711] [DEBUG] [FORECASTER] EFXT: Forecast T+1@11:T+2@11: DOWN (p=5.74%) [2025-09-26T23:04:53.848029] [INFO ] [FORECASTER] Completed predict_future for EFXT [2025-09-26T23:04:53.848227] [INFO ] [sig ] EFXT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:54.009688] [INFO ] [LOCAL ] Saved forecast: EFXT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EFXT.txt [2025-09-26T23:04:54.009993] [WARN ] [sig ] [540/2043] Failed EFXT after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:54.010075] [INFO ] [sig ] [541/2043] Forecasting EG... [2025-09-26T23:04:54.010116] [INFO ] [sig ] Generating forecast for: EG [2025-09-26T23:04:54.010150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'. [2025-09-26T23:04:54.020852] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EG'. [2025-09-26T23:04:54.021274] [INFO ] [FORECASTER] Starting predict_future for EG [2025-09-26T23:04:54.048984] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:54.049899] [DEBUG] [LOCAL ] No optimal features file found for EG: ./output/feature-sets/EG.txt [2025-09-26T23:04:54.049960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:54.049998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:54.050028] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:54.050089] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:54.069315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:54.070093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:54.070188] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:54.070226] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:54.119066] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:54.119253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:54.119296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:54.119325] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:54.123277] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=1.48%) [2025-09-26T23:04:54.123601] [INFO ] [FORECASTER] Completed predict_future for EG [2025-09-26T23:04:54.123824] [INFO ] [sig ] EG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:54.278359] [INFO ] [LOCAL ] Saved forecast: EG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EG.txt [2025-09-26T23:04:54.278680] [WARN ] [sig ] [541/2043] Failed EG after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:54.278771] [INFO ] [sig ] [542/2043] Forecasting EGO... [2025-09-26T23:04:54.278811] [INFO ] [sig ] Generating forecast for: EGO [2025-09-26T23:04:54.278845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EGO' from 'https://tdm.silogroup.org/data/derivative_storage/EGO.csv'. [2025-09-26T23:04:54.288638] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EGO'. [2025-09-26T23:04:54.289061] [INFO ] [FORECASTER] Starting predict_future for EGO [2025-09-26T23:04:54.316859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:54.317838] [DEBUG] [LOCAL ] No optimal features file found for EGO: ./output/feature-sets/EGO.txt [2025-09-26T23:04:54.317914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:54.317984] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:54.318027] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:54.318090] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:54.337273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:54.337980] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:54.338069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:54.338105] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:54.381517] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:54.381767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:54.381825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:54.381857] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:54.385850] [DEBUG] [FORECASTER] EGO: Forecast T+1@11:T+2@11: DOWN (p=14.62%) [2025-09-26T23:04:54.386183] [INFO ] [FORECASTER] Completed predict_future for EGO [2025-09-26T23:04:54.386365] [INFO ] [sig ] EGO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:54.543637] [INFO ] [LOCAL ] Saved forecast: EGO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EGO.txt [2025-09-26T23:04:54.543935] [WARN ] [sig ] [542/2043] Failed EGO after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:54.544015] [INFO ] [sig ] [543/2043] Forecasting EHAB... [2025-09-26T23:04:54.544073] [INFO ] [sig ] Generating forecast for: EHAB [2025-09-26T23:04:54.544108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'. [2025-09-26T23:04:54.553450] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EHAB'. [2025-09-26T23:04:54.553811] [INFO ] [FORECASTER] Starting predict_future for EHAB [2025-09-26T23:04:54.580773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:54.581572] [DEBUG] [LOCAL ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt [2025-09-26T23:04:54.581634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:54.581711] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:54.581748] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:54.581808] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:54.599978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:54.600537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:54.600621] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:54.600707] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:54.645895] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:54.646011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:54.646050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:54.646078] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:54.649597] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=9.04%) [2025-09-26T23:04:54.649913] [INFO ] [FORECASTER] Completed predict_future for EHAB [2025-09-26T23:04:54.650068] [INFO ] [sig ] EHAB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:54.805628] [INFO ] [LOCAL ] Saved forecast: EHAB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EHAB.txt [2025-09-26T23:04:54.805945] [WARN ] [sig ] [543/2043] Failed EHAB after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:54.806029] [INFO ] [sig ] [544/2043] Forecasting EHC... [2025-09-26T23:04:54.806070] [INFO ] [sig ] Generating forecast for: EHC [2025-09-26T23:04:54.806104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'. [2025-09-26T23:04:54.816712] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EHC'. [2025-09-26T23:04:54.817064] [INFO ] [FORECASTER] Starting predict_future for EHC [2025-09-26T23:04:54.844811] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:54.845779] [DEBUG] [LOCAL ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt [2025-09-26T23:04:54.845840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:54.845876] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:54.845905] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:54.845965] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:54.864925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:54.865941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:54.866047] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:54.866082] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:54.913434] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:54.913607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:54.913707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:54.913755] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:54.917530] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: UP (p=60.01%) [2025-09-26T23:04:54.917860] [INFO ] [FORECASTER] Completed predict_future for EHC [2025-09-26T23:04:54.918027] [INFO ] [sig ] EHC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:55.071161] [INFO ] [LOCAL ] Saved forecast: EHC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EHC.txt [2025-09-26T23:04:55.071393] [WARN ] [sig ] [544/2043] Failed EHC after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:55.071473] [INFO ] [sig ] [545/2043] Forecasting EHI... [2025-09-26T23:04:55.071514] [INFO ] [sig ] Generating forecast for: EHI [2025-09-26T23:04:55.071551] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'. [2025-09-26T23:04:55.082034] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EHI'. [2025-09-26T23:04:55.082371] [INFO ] [FORECASTER] Starting predict_future for EHI [2025-09-26T23:04:55.108420] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:55.109293] [DEBUG] [LOCAL ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt [2025-09-26T23:04:55.109354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:55.109408] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:55.109439] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:55.109498] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:55.128126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:55.128836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:55.128925] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:55.128960] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:55.174505] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:55.174724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:55.174784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:55.174816] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:55.178911] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: DOWN (p=32.97%) [2025-09-26T23:04:55.179229] [INFO ] [FORECASTER] Completed predict_future for EHI [2025-09-26T23:04:55.179400] [INFO ] [sig ] EHI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:55.327832] [INFO ] [LOCAL ] Saved forecast: EHI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EHI.txt [2025-09-26T23:04:55.328103] [WARN ] [sig ] [545/2043] Failed EHI after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:55.328186] [INFO ] [sig ] [546/2043] Forecasting EIC... [2025-09-26T23:04:55.328237] [INFO ] [sig ] Generating forecast for: EIC [2025-09-26T23:04:55.328277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'. [2025-09-26T23:04:55.339124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EIC'. [2025-09-26T23:04:55.339550] [INFO ] [FORECASTER] Starting predict_future for EIC [2025-09-26T23:04:55.366489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:55.367421] [DEBUG] [LOCAL ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt [2025-09-26T23:04:55.367486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:55.367524] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:55.367614] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:55.367718] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:55.386070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:55.387132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:55.387236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:55.387271] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:55.428432] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:55.428673] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:55.428743] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:55.428778] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:55.433007] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=84.14%) [2025-09-26T23:04:55.433402] [INFO ] [FORECASTER] Completed predict_future for EIC [2025-09-26T23:04:55.433574] [INFO ] [sig ] EIC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:55.592881] [INFO ] [LOCAL ] Saved forecast: EIC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EIC.txt [2025-09-26T23:04:55.593173] [WARN ] [sig ] [546/2043] Failed EIC after 0.3s | 4.24 sym/s | Total: 2.1m | ETA: 5.9m [2025-09-26T23:04:55.593256] [INFO ] [sig ] [547/2043] Forecasting EIG... [2025-09-26T23:04:55.593297] [INFO ] [sig ] Generating forecast for: EIG [2025-09-26T23:04:55.593332] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'. [2025-09-26T23:04:55.604033] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EIG'. [2025-09-26T23:04:55.604348] [INFO ] [FORECASTER] Starting predict_future for EIG [2025-09-26T23:04:55.630380] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:55.631216] [DEBUG] [LOCAL ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt [2025-09-26T23:04:55.631274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:55.631308] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:55.631336] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:55.631393] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:55.649312] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:55.649945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:55.650033] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:55.650067] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:55.693151] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:55.693342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:55.693387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:55.693416] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:55.697261] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: UP (p=98.96%) [2025-09-26T23:04:55.697570] [INFO ] [FORECASTER] Completed predict_future for EIG [2025-09-26T23:04:55.697755] [INFO ] [sig ] EIG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:55.854077] [INFO ] [LOCAL ] Saved forecast: EIG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EIG.txt [2025-09-26T23:04:55.854397] [WARN ] [sig ] [547/2043] Failed EIG after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.9m [2025-09-26T23:04:55.854484] [INFO ] [sig ] [548/2043] Forecasting EIX... [2025-09-26T23:04:55.854527] [INFO ] [sig ] Generating forecast for: EIX [2025-09-26T23:04:55.854561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'. [2025-09-26T23:04:55.859821] [WARN ] [REMOTE ] Historical data not found for symbol 'EIX' (404). [2025-09-26T23:04:55.860059] [FATAL] [sig ] EIX: No historical data fetched. [2025-09-26T23:04:55.860153] [WARN ] [sig ] [548/2043] Failed EIX after 0.0s | 4.24 sym/s | Total: 2.2m | ETA: 5.9m [2025-09-26T23:04:55.860226] [INFO ] [sig ] [549/2043] Forecasting EL... [2025-09-26T23:04:55.860266] [INFO ] [sig ] Generating forecast for: EL [2025-09-26T23:04:55.860299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'. [2025-09-26T23:04:55.870545] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EL'. [2025-09-26T23:04:55.871046] [INFO ] [FORECASTER] Starting predict_future for EL [2025-09-26T23:04:55.898499] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:55.899505] [DEBUG] [LOCAL ] No optimal features file found for EL: ./output/feature-sets/EL.txt [2025-09-26T23:04:55.899564] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:55.899599] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:55.899626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:55.899720] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:55.918335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:55.918981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:55.919069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:55.919126] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:55.963787] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:55.963962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:55.964005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:55.964036] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:55.967797] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: UP (p=92.71%) [2025-09-26T23:04:55.968114] [INFO ] [FORECASTER] Completed predict_future for EL [2025-09-26T23:04:55.968269] [INFO ] [sig ] EL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:56.128275] [INFO ] [LOCAL ] Saved forecast: EL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EL.txt [2025-09-26T23:04:56.128532] [WARN ] [sig ] [549/2043] Failed EL after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.9m [2025-09-26T23:04:56.128613] [INFO ] [sig ] [550/2043] Forecasting ELAN... [2025-09-26T23:04:56.128690] [INFO ] [sig ] Generating forecast for: ELAN [2025-09-26T23:04:56.128793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'. [2025-09-26T23:04:56.139745] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELAN'. [2025-09-26T23:04:56.140060] [INFO ] [FORECASTER] Starting predict_future for ELAN [2025-09-26T23:04:56.166886] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:56.167739] [DEBUG] [LOCAL ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt [2025-09-26T23:04:56.167797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:56.167832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:56.167861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:56.167920] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:56.187095] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:56.187798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:56.187888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:56.187922] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:56.234018] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:56.234214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:56.234302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:56.234335] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:56.239234] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=8.71%) [2025-09-26T23:04:56.239545] [INFO ] [FORECASTER] Completed predict_future for ELAN [2025-09-26T23:04:56.239733] [INFO ] [sig ] ELAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:56.394480] [INFO ] [LOCAL ] Saved forecast: ELAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ELAN.txt [2025-09-26T23:04:56.394799] [WARN ] [sig ] [550/2043] Failed ELAN after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.9m [2025-09-26T23:04:56.394886] [INFO ] [sig ] [551/2043] Forecasting ELC... [2025-09-26T23:04:56.394928] [INFO ] [sig ] Generating forecast for: ELC [2025-09-26T23:04:56.394963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'. [2025-09-26T23:04:56.400403] [WARN ] [REMOTE ] Historical data not found for symbol 'ELC' (404). [2025-09-26T23:04:56.400717] [FATAL] [sig ] ELC: No historical data fetched. [2025-09-26T23:04:56.400824] [WARN ] [sig ] [551/2043] Failed ELC after 0.0s | 4.25 sym/s | Total: 2.2m | ETA: 5.9m [2025-09-26T23:04:56.400913] [INFO ] [sig ] [552/2043] Forecasting ELF... [2025-09-26T23:04:56.400972] [INFO ] [sig ] Generating forecast for: ELF [2025-09-26T23:04:56.401026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'. [2025-09-26T23:04:56.411366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELF'. [2025-09-26T23:04:56.411802] [INFO ] [FORECASTER] Starting predict_future for ELF [2025-09-26T23:04:56.439503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:56.440374] [DEBUG] [LOCAL ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt [2025-09-26T23:04:56.440434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:56.440473] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:56.440504] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:56.440564] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:56.459237] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:56.460019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:56.460115] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:56.460153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:56.500913] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:56.501068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:56.501111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:56.501140] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:56.504904] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: DOWN (p=13.02%) [2025-09-26T23:04:56.505197] [INFO ] [FORECASTER] Completed predict_future for ELF [2025-09-26T23:04:56.505354] [INFO ] [sig ] ELF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:56.658660] [INFO ] [LOCAL ] Saved forecast: ELF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ELF.txt [2025-09-26T23:04:56.658906] [WARN ] [sig ] [552/2043] Failed ELF after 0.3s | 4.25 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:56.658983] [INFO ] [sig ] [553/2043] Forecasting ELME... [2025-09-26T23:04:56.659024] [INFO ] [sig ] Generating forecast for: ELME [2025-09-26T23:04:56.659057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'. [2025-09-26T23:04:56.669300] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELME'. [2025-09-26T23:04:56.669630] [INFO ] [FORECASTER] Starting predict_future for ELME [2025-09-26T23:04:56.697032] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:56.697842] [DEBUG] [LOCAL ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt [2025-09-26T23:04:56.697900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:56.697936] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:56.697964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:56.698021] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:56.717142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:56.717858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:56.717948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:56.717984] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:56.769603] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:56.770046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:56.770149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:56.770205] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:56.775682] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=71.08%) [2025-09-26T23:04:56.776140] [INFO ] [FORECASTER] Completed predict_future for ELME [2025-09-26T23:04:56.776455] [INFO ] [sig ] ELME: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:56.930304] [INFO ] [LOCAL ] Saved forecast: ELME 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ELME.txt [2025-09-26T23:04:56.930909] [WARN ] [sig ] [553/2043] Failed ELME after 0.3s | 4.25 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:56.931061] [INFO ] [sig ] [554/2043] Forecasting ELP... [2025-09-26T23:04:56.931117] [INFO ] [sig ] Generating forecast for: ELP [2025-09-26T23:04:56.931185] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'. [2025-09-26T23:04:56.947730] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELP'. [2025-09-26T23:04:56.948135] [INFO ] [FORECASTER] Starting predict_future for ELP [2025-09-26T23:04:56.976707] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:56.977626] [DEBUG] [LOCAL ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt [2025-09-26T23:04:56.977721] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:56.977782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:56.977818] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:56.977925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:56.999535] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:57.000683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:57.000884] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:57.000943] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:57.044989] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:57.045171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:57.045216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:57.045245] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:57.049088] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=42.83%) [2025-09-26T23:04:57.049386] [INFO ] [FORECASTER] Completed predict_future for ELP [2025-09-26T23:04:57.049565] [INFO ] [sig ] ELP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:57.199076] [INFO ] [LOCAL ] Saved forecast: ELP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ELP.txt [2025-09-26T23:04:57.199395] [WARN ] [sig ] [554/2043] Failed ELP after 0.3s | 4.25 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:57.199463] [INFO ] [sig ] [555/2043] Forecasting ELS... [2025-09-26T23:04:57.199500] [INFO ] [sig ] Generating forecast for: ELS [2025-09-26T23:04:57.199535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'. [2025-09-26T23:04:57.209950] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELS'. [2025-09-26T23:04:57.210329] [INFO ] [FORECASTER] Starting predict_future for ELS [2025-09-26T23:04:57.237416] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:57.238243] [DEBUG] [LOCAL ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt [2025-09-26T23:04:57.238300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:57.238336] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:57.238365] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:57.238424] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:57.257847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:57.258547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:57.258638] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:57.258757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:57.302281] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:57.302453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:57.302495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:57.302526] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:57.306251] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=16.84%) [2025-09-26T23:04:57.306590] [INFO ] [FORECASTER] Completed predict_future for ELS [2025-09-26T23:04:57.306853] [INFO ] [sig ] ELS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:57.456443] [INFO ] [LOCAL ] Saved forecast: ELS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ELS.txt [2025-09-26T23:04:57.456719] [WARN ] [sig ] [555/2043] Failed ELS after 0.3s | 4.25 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:57.456805] [INFO ] [sig ] [556/2043] Forecasting ELV... [2025-09-26T23:04:57.456846] [INFO ] [sig ] Generating forecast for: ELV [2025-09-26T23:04:57.456881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ELV' from 'https://tdm.silogroup.org/data/derivative_storage/ELV.csv'. [2025-09-26T23:04:57.468567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ELV'. [2025-09-26T23:04:57.468910] [INFO ] [FORECASTER] Starting predict_future for ELV [2025-09-26T23:04:57.495281] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:57.496122] [DEBUG] [LOCAL ] No optimal features file found for ELV: ./output/feature-sets/ELV.txt [2025-09-26T23:04:57.496182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:57.496219] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:57.496249] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:57.496325] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:57.514472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:57.515208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:57.515301] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:57.515338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:57.560453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:57.560667] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:57.560734] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:57.560767] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:57.564818] [DEBUG] [FORECASTER] ELV: Forecast T+1@11:T+2@11: UP (p=88.22%) [2025-09-26T23:04:57.565200] [INFO ] [FORECASTER] Completed predict_future for ELV [2025-09-26T23:04:57.565388] [INFO ] [sig ] ELV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:57.733850] [INFO ] [LOCAL ] Saved forecast: ELV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ELV.txt [2025-09-26T23:04:57.734408] [WARN ] [sig ] [556/2043] Failed ELV after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:57.734523] [INFO ] [sig ] [557/2043] Forecasting EMD... [2025-09-26T23:04:57.734579] [INFO ] [sig ] Generating forecast for: EMD [2025-09-26T23:04:57.734635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'. [2025-09-26T23:04:57.749888] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMD'. [2025-09-26T23:04:57.750295] [INFO ] [FORECASTER] Starting predict_future for EMD [2025-09-26T23:04:57.779060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:57.779956] [DEBUG] [LOCAL ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt [2025-09-26T23:04:57.780018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:57.780077] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:57.780109] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:57.780185] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:57.799588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:57.800384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:57.800700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:57.800759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:57.847190] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:57.847376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:57.847423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:57.847455] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:57.851863] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: DOWN (p=20.17%) [2025-09-26T23:04:57.852231] [INFO ] [FORECASTER] Completed predict_future for EMD [2025-09-26T23:04:57.852411] [INFO ] [sig ] EMD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:58.015088] [INFO ] [LOCAL ] Saved forecast: EMD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EMD.txt [2025-09-26T23:04:58.015404] [WARN ] [sig ] [557/2043] Failed EMD after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:58.015514] [INFO ] [sig ] [558/2043] Forecasting EMF... [2025-09-26T23:04:58.015556] [INFO ] [sig ] Generating forecast for: EMF [2025-09-26T23:04:58.015590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'. [2025-09-26T23:04:58.026540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMF'. [2025-09-26T23:04:58.026871] [INFO ] [FORECASTER] Starting predict_future for EMF [2025-09-26T23:04:58.055306] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:58.056180] [DEBUG] [LOCAL ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt [2025-09-26T23:04:58.056240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:58.056411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:58.056463] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:58.056536] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:58.078978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:58.079588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:58.079699] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:58.079752] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:58.124850] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:58.125025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:58.125071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:58.125102] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:58.129342] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=3.98%) [2025-09-26T23:04:58.129762] [INFO ] [FORECASTER] Completed predict_future for EMF [2025-09-26T23:04:58.129924] [INFO ] [sig ] EMF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:58.288724] [INFO ] [LOCAL ] Saved forecast: EMF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EMF.txt [2025-09-26T23:04:58.289067] [WARN ] [sig ] [558/2043] Failed EMF after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:58.289164] [INFO ] [sig ] [559/2043] Forecasting EMN... [2025-09-26T23:04:58.289249] [INFO ] [sig ] Generating forecast for: EMN [2025-09-26T23:04:58.289325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'. [2025-09-26T23:04:58.302356] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMN'. [2025-09-26T23:04:58.302789] [INFO ] [FORECASTER] Starting predict_future for EMN [2025-09-26T23:04:58.329624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:58.330454] [DEBUG] [LOCAL ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt [2025-09-26T23:04:58.330514] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:58.330553] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:58.330581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:58.330639] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:58.349084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:58.349709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:58.349802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:58.349842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:58.395323] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:58.395416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:58.395456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:58.395486] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:58.398929] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=60.11%) [2025-09-26T23:04:58.399214] [INFO ] [FORECASTER] Completed predict_future for EMN [2025-09-26T23:04:58.399359] [INFO ] [sig ] EMN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:58.555661] [INFO ] [LOCAL ] Saved forecast: EMN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EMN.txt [2025-09-26T23:04:58.555940] [WARN ] [sig ] [559/2043] Failed EMN after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:58.556024] [INFO ] [sig ] [560/2043] Forecasting EMO... [2025-09-26T23:04:58.556064] [INFO ] [sig ] Generating forecast for: EMO [2025-09-26T23:04:58.556114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'. [2025-09-26T23:04:58.568022] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EMO'. [2025-09-26T23:04:58.568330] [INFO ] [FORECASTER] Starting predict_future for EMO [2025-09-26T23:04:58.595271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:58.596057] [DEBUG] [LOCAL ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt [2025-09-26T23:04:58.596114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:58.596149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:58.596177] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:58.596236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:58.614462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:58.615123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:58.615216] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:58.615251] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:58.658212] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:58.658297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:58.658332] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:58.658360] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:58.661674] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: UP (p=59.97%) [2025-09-26T23:04:58.661948] [INFO ] [FORECASTER] Completed predict_future for EMO [2025-09-26T23:04:58.662095] [INFO ] [sig ] EMO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:58.813577] [INFO ] [LOCAL ] Saved forecast: EMO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EMO.txt [2025-09-26T23:04:58.813857] [WARN ] [sig ] [560/2043] Failed EMO after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:58.813941] [INFO ] [sig ] [561/2043] Forecasting EMP... [2025-09-26T23:04:58.813980] [INFO ] [sig ] Generating forecast for: EMP [2025-09-26T23:04:58.814015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMP' from 'https://tdm.silogroup.org/data/derivative_storage/EMP.csv'. [2025-09-26T23:04:58.824044] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'EMP'. [2025-09-26T23:04:58.824462] [INFO ] [FORECASTER] Starting predict_future for EMP [2025-09-26T23:04:58.852414] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:58.853364] [DEBUG] [LOCAL ] No optimal features file found for EMP: ./output/feature-sets/EMP.txt [2025-09-26T23:04:58.853426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:58.853464] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:58.853495] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:58.853556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:58.872677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:58.873634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:58.873760] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:58.873800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:58.915068] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:58.915257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:58.915301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:58.915332] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:58.920290] [DEBUG] [FORECASTER] EMP: Forecast T+1@11:T+2@11: UP (p=70.98%) [2025-09-26T23:04:58.920621] [INFO ] [FORECASTER] Completed predict_future for EMP [2025-09-26T23:04:58.920825] [INFO ] [sig ] EMP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:59.075522] [INFO ] [LOCAL ] Saved forecast: EMP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EMP.txt [2025-09-26T23:04:59.076037] [WARN ] [sig ] [561/2043] Failed EMP after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:59.076132] [INFO ] [sig ] [562/2043] Forecasting EMR... [2025-09-26T23:04:59.076173] [INFO ] [sig ] Generating forecast for: EMR [2025-09-26T23:04:59.076209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EMR' from 'https://tdm.silogroup.org/data/derivative_storage/EMR.csv'. [2025-09-26T23:04:59.089855] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'EMR'. [2025-09-26T23:04:59.090253] [INFO ] [FORECASTER] Starting predict_future for EMR [2025-09-26T23:04:59.118414] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:59.119282] [DEBUG] [LOCAL ] No optimal features file found for EMR: ./output/feature-sets/EMR.txt [2025-09-26T23:04:59.119340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:59.119377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:59.119407] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:59.119466] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:59.138215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:59.139019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:59.139140] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:59.139180] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:59.180917] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:59.181115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:59.181160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:59.181191] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:59.185057] [DEBUG] [FORECASTER] EMR: Forecast T+1@11:T+2@11: UP (p=98.34%) [2025-09-26T23:04:59.185358] [INFO ] [FORECASTER] Completed predict_future for EMR [2025-09-26T23:04:59.185507] [INFO ] [sig ] EMR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:59.334320] [INFO ] [LOCAL ] Saved forecast: EMR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EMR.txt [2025-09-26T23:04:59.334597] [WARN ] [sig ] [562/2043] Failed EMR after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:59.334700] [INFO ] [sig ] [563/2043] Forecasting ENB... [2025-09-26T23:04:59.334745] [INFO ] [sig ] Generating forecast for: ENB [2025-09-26T23:04:59.334781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'. [2025-09-26T23:04:59.346353] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENB'. [2025-09-26T23:04:59.346751] [INFO ] [FORECASTER] Starting predict_future for ENB [2025-09-26T23:04:59.374024] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:59.374850] [DEBUG] [LOCAL ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt [2025-09-26T23:04:59.374908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:59.374943] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:59.374970] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:59.375029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:59.396514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:59.397183] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:59.397277] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:59.397313] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:59.444444] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:59.444612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:59.444690] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:59.444741] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:59.448931] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=79.56%) [2025-09-26T23:04:59.449299] [INFO ] [FORECASTER] Completed predict_future for ENB [2025-09-26T23:04:59.449465] [INFO ] [sig ] ENB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:04:59.602732] [INFO ] [LOCAL ] Saved forecast: ENB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ENB.txt [2025-09-26T23:04:59.602963] [WARN ] [sig ] [563/2043] Failed ENB after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:59.603040] [INFO ] [sig ] [564/2043] Forecasting ENFY... [2025-09-26T23:04:59.603079] [INFO ] [sig ] Generating forecast for: ENFY [2025-09-26T23:04:59.603112] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENFY' from 'https://tdm.silogroup.org/data/derivative_storage/ENFY.csv'. [2025-09-26T23:04:59.613738] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENFY'. [2025-09-26T23:04:59.614032] [INFO ] [FORECASTER] Starting predict_future for ENFY [2025-09-26T23:04:59.640187] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:59.641155] [DEBUG] [LOCAL ] No optimal features file found for ENFY: ./output/feature-sets/ENFY.txt [2025-09-26T23:04:59.641213] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:59.641264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:59.641302] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:59.641363] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:59.659510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:59.660112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:59.660201] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:59.660235] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:59.700733] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:59.700924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:59.700970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:59.701001] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:59.704828] [DEBUG] [FORECASTER] ENFY: Forecast T+1@11:T+2@11: DOWN (p=2.68%) [2025-09-26T23:04:59.705139] [INFO ] [FORECASTER] Completed predict_future for ENFY [2025-09-26T23:04:59.705292] [INFO ] [sig ] ENFY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:04:59.856109] [INFO ] [LOCAL ] Saved forecast: ENFY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ENFY.txt [2025-09-26T23:04:59.856362] [WARN ] [sig ] [564/2043] Failed ENFY after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:04:59.856444] [INFO ] [sig ] [565/2043] Forecasting ENIC... [2025-09-26T23:04:59.856485] [INFO ] [sig ] Generating forecast for: ENIC [2025-09-26T23:04:59.856520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'. [2025-09-26T23:04:59.868790] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENIC'. [2025-09-26T23:04:59.869218] [INFO ] [FORECASTER] Starting predict_future for ENIC [2025-09-26T23:04:59.897186] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:04:59.898168] [DEBUG] [LOCAL ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt [2025-09-26T23:04:59.898226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:04:59.898264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:04:59.898295] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:04:59.898372] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:04:59.917931] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:04:59.918540] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:04:59.918630] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:04:59.918705] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:04:59.962159] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:04:59.962277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:04:59.962317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:04:59.962347] [INFO ] [FORECASTER] Training complete [2025-09-26T23:04:59.965831] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: UP (p=53.52%) [2025-09-26T23:04:59.966123] [INFO ] [FORECASTER] Completed predict_future for ENIC [2025-09-26T23:04:59.966274] [INFO ] [sig ] ENIC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:00.123169] [INFO ] [LOCAL ] Saved forecast: ENIC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ENIC.txt [2025-09-26T23:05:00.123400] [WARN ] [sig ] [565/2043] Failed ENIC after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:05:00.123480] [INFO ] [sig ] [566/2043] Forecasting ENO... [2025-09-26T23:05:00.123521] [INFO ] [sig ] Generating forecast for: ENO [2025-09-26T23:05:00.123556] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENO' from 'https://tdm.silogroup.org/data/derivative_storage/ENO.csv'. [2025-09-26T23:05:00.134253] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENO'. [2025-09-26T23:05:00.134600] [INFO ] [FORECASTER] Starting predict_future for ENO [2025-09-26T23:05:00.161675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:00.162481] [DEBUG] [LOCAL ] No optimal features file found for ENO: ./output/feature-sets/ENO.txt [2025-09-26T23:05:00.162540] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:00.162576] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:00.162606] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:00.162688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:00.180918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:00.181486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:00.181611] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:00.181692] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:00.226271] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:00.226433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:00.226482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:00.226513] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:00.230200] [DEBUG] [FORECASTER] ENO: Forecast T+1@11:T+2@11: DOWN (p=27.10%) [2025-09-26T23:05:00.230505] [INFO ] [FORECASTER] Completed predict_future for ENO [2025-09-26T23:05:00.230685] [INFO ] [sig ] ENO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:00.383261] [INFO ] [LOCAL ] Saved forecast: ENO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ENO.txt [2025-09-26T23:05:00.383535] [WARN ] [sig ] [566/2043] Failed ENO after 0.3s | 4.24 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:05:00.383614] [INFO ] [sig ] [567/2043] Forecasting ENOV... [2025-09-26T23:05:00.383688] [INFO ] [sig ] Generating forecast for: ENOV [2025-09-26T23:05:00.383739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENOV' from 'https://tdm.silogroup.org/data/derivative_storage/ENOV.csv'. [2025-09-26T23:05:00.395039] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENOV'. [2025-09-26T23:05:00.395439] [INFO ] [FORECASTER] Starting predict_future for ENOV [2025-09-26T23:05:00.422757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:00.423681] [DEBUG] [LOCAL ] No optimal features file found for ENOV: ./output/feature-sets/ENOV.txt [2025-09-26T23:05:00.423743] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:00.423781] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:00.423811] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:00.423872] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:00.442508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:00.443211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:00.443306] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:00.443341] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:00.486463] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:00.486677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:00.486745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:00.486777] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:00.490953] [DEBUG] [FORECASTER] ENOV: Forecast T+1@11:T+2@11: UP (p=51.40%) [2025-09-26T23:05:00.491257] [INFO ] [FORECASTER] Completed predict_future for ENOV [2025-09-26T23:05:00.491410] [INFO ] [sig ] ENOV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:00.650589] [INFO ] [LOCAL ] Saved forecast: ENOV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ENOV.txt [2025-09-26T23:05:00.650895] [WARN ] [sig ] [567/2043] Failed ENOV after 0.3s | 4.23 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:05:00.650981] [INFO ] [sig ] [568/2043] Forecasting ENS... [2025-09-26T23:05:00.651025] [INFO ] [sig ] Generating forecast for: ENS [2025-09-26T23:05:00.651062] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'. [2025-09-26T23:05:00.662576] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENS'. [2025-09-26T23:05:00.662975] [INFO ] [FORECASTER] Starting predict_future for ENS [2025-09-26T23:05:00.690392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:00.691294] [DEBUG] [LOCAL ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt [2025-09-26T23:05:00.691353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:00.691390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:00.691420] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:00.691488] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:00.710967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:00.711984] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:00.712089] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:00.712128] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:00.756995] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:00.757179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:00.757222] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:00.757251] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:00.761268] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=95.02%) [2025-09-26T23:05:00.761603] [INFO ] [FORECASTER] Completed predict_future for ENS [2025-09-26T23:05:00.761830] [INFO ] [sig ] ENS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:00.921263] [INFO ] [LOCAL ] Saved forecast: ENS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ENS.txt [2025-09-26T23:05:00.921579] [WARN ] [sig ] [568/2043] Failed ENS after 0.3s | 4.23 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:05:00.921755] [INFO ] [sig ] [569/2043] Forecasting ENVA... [2025-09-26T23:05:00.921831] [INFO ] [sig ] Generating forecast for: ENVA [2025-09-26T23:05:00.921880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'. [2025-09-26T23:05:00.935195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ENVA'. [2025-09-26T23:05:00.935623] [INFO ] [FORECASTER] Starting predict_future for ENVA [2025-09-26T23:05:00.963474] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:00.964318] [DEBUG] [LOCAL ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt [2025-09-26T23:05:00.964376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:00.964412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:00.964441] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:00.964500] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:00.982376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:00.983107] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:00.983199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:00.983233] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:01.028327] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:01.028544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:01.028604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:01.028638] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:01.032462] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: DOWN (p=20.70%) [2025-09-26T23:05:01.032838] [INFO ] [FORECASTER] Completed predict_future for ENVA [2025-09-26T23:05:01.033010] [INFO ] [sig ] ENVA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:01.180067] [INFO ] [LOCAL ] Saved forecast: ENVA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ENVA.txt [2025-09-26T23:05:01.180338] [WARN ] [sig ] [569/2043] Failed ENVA after 0.3s | 4.23 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:05:01.180422] [INFO ] [sig ] [570/2043] Forecasting EOD... [2025-09-26T23:05:01.180464] [INFO ] [sig ] Generating forecast for: EOD [2025-09-26T23:05:01.180498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'. [2025-09-26T23:05:01.193260] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOD'. [2025-09-26T23:05:01.193747] [INFO ] [FORECASTER] Starting predict_future for EOD [2025-09-26T23:05:01.221098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:01.222009] [DEBUG] [LOCAL ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt [2025-09-26T23:05:01.222073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:01.222110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:01.222139] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:01.222198] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:01.240286] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:01.241232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:01.241334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:01.241369] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:01.280296] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:01.280478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:01.280523] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:01.280553] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:01.284671] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=10.05%) [2025-09-26T23:05:01.285077] [INFO ] [FORECASTER] Completed predict_future for EOD [2025-09-26T23:05:01.285243] [INFO ] [sig ] EOD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:01.459040] [INFO ] [LOCAL ] Saved forecast: EOD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EOD.txt [2025-09-26T23:05:01.459429] [WARN ] [sig ] [570/2043] Failed EOD after 0.3s | 4.23 sym/s | Total: 2.2m | ETA: 5.8m [2025-09-26T23:05:01.459544] [INFO ] [sig ] [571/2043] Forecasting EOG... [2025-09-26T23:05:01.459601] [INFO ] [sig ] Generating forecast for: EOG [2025-09-26T23:05:01.459690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'. [2025-09-26T23:05:01.477274] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOG'. [2025-09-26T23:05:01.477892] [INFO ] [FORECASTER] Starting predict_future for EOG [2025-09-26T23:05:01.519334] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:01.520704] [DEBUG] [LOCAL ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt [2025-09-26T23:05:01.520785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:01.520887] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:01.520956] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:01.521054] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:01.545476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:01.546558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:01.546686] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:01.546743] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:01.591624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:01.591915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:01.591990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:01.592044] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:01.596986] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=4.13%) [2025-09-26T23:05:01.597408] [INFO ] [FORECASTER] Completed predict_future for EOG [2025-09-26T23:05:01.597632] [INFO ] [sig ] EOG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:01.751092] [INFO ] [LOCAL ] Saved forecast: EOG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EOG.txt [2025-09-26T23:05:01.751402] [WARN ] [sig ] [571/2043] Failed EOG after 0.3s | 4.23 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:01.751495] [INFO ] [sig ] [572/2043] Forecasting EOI... [2025-09-26T23:05:01.751556] [INFO ] [sig ] Generating forecast for: EOI [2025-09-26T23:05:01.751593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'. [2025-09-26T23:05:01.763351] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOI'. [2025-09-26T23:05:01.763793] [INFO ] [FORECASTER] Starting predict_future for EOI [2025-09-26T23:05:01.793635] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:01.794597] [DEBUG] [LOCAL ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt [2025-09-26T23:05:01.794690] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:01.794741] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:01.794772] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:01.794832] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:01.814800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:01.816345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:01.816498] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:01.816535] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:01.857283] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:01.857464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:01.857512] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:01.857543] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:01.861594] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=39.29%) [2025-09-26T23:05:01.861959] [INFO ] [FORECASTER] Completed predict_future for EOI [2025-09-26T23:05:01.862113] [INFO ] [sig ] EOI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:02.022986] [INFO ] [LOCAL ] Saved forecast: EOI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EOI.txt [2025-09-26T23:05:02.023273] [WARN ] [sig ] [572/2043] Failed EOI after 0.3s | 4.23 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:02.023363] [INFO ] [sig ] [573/2043] Forecasting EOS... [2025-09-26T23:05:02.023404] [INFO ] [sig ] Generating forecast for: EOS [2025-09-26T23:05:02.023439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'. [2025-09-26T23:05:02.029215] [WARN ] [REMOTE ] Historical data not found for symbol 'EOS' (404). [2025-09-26T23:05:02.029525] [FATAL] [sig ] EOS: No historical data fetched. [2025-09-26T23:05:02.029625] [WARN ] [sig ] [573/2043] Failed EOS after 0.0s | 4.24 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:02.029724] [INFO ] [sig ] [574/2043] Forecasting EOT... [2025-09-26T23:05:02.029787] [INFO ] [sig ] Generating forecast for: EOT [2025-09-26T23:05:02.029842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EOT' from 'https://tdm.silogroup.org/data/derivative_storage/EOT.csv'. [2025-09-26T23:05:02.044530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EOT'. [2025-09-26T23:05:02.045075] [INFO ] [FORECASTER] Starting predict_future for EOT [2025-09-26T23:05:02.073457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:02.074396] [DEBUG] [LOCAL ] No optimal features file found for EOT: ./output/feature-sets/EOT.txt [2025-09-26T23:05:02.074456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:02.074493] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:02.074523] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:02.074584] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:02.097229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:02.098227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:02.098328] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:02.098365] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:02.135540] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:02.135744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:02.135805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:02.135838] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:02.139873] [DEBUG] [FORECASTER] EOT: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-09-26T23:05:02.140185] [INFO ] [FORECASTER] Completed predict_future for EOT [2025-09-26T23:05:02.140340] [INFO ] [sig ] EOT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:02.292393] [INFO ] [LOCAL ] Saved forecast: EOT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EOT.txt [2025-09-26T23:05:02.292689] [WARN ] [sig ] [574/2043] Failed EOT after 0.3s | 4.23 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:02.292777] [INFO ] [sig ] [575/2043] Forecasting EPAC... [2025-09-26T23:05:02.292817] [INFO ] [sig ] Generating forecast for: EPAC [2025-09-26T23:05:02.292855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'. [2025-09-26T23:05:02.303600] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPAC'. [2025-09-26T23:05:02.304016] [INFO ] [FORECASTER] Starting predict_future for EPAC [2025-09-26T23:05:02.331406] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:02.332338] [DEBUG] [LOCAL ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt [2025-09-26T23:05:02.332402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:02.332439] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:02.332468] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:02.332527] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:02.352370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:02.353270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:02.353371] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:02.353409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:02.395384] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:02.395809] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:02.395872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:02.395906] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:02.400104] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=33.43%) [2025-09-26T23:05:02.400446] [INFO ] [FORECASTER] Completed predict_future for EPAC [2025-09-26T23:05:02.400605] [INFO ] [sig ] EPAC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:02.559987] [INFO ] [LOCAL ] Saved forecast: EPAC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EPAC.txt [2025-09-26T23:05:02.560270] [WARN ] [sig ] [575/2043] Failed EPAC after 0.3s | 4.23 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:02.560354] [INFO ] [sig ] [576/2043] Forecasting EPAM... [2025-09-26T23:05:02.560443] [INFO ] [sig ] Generating forecast for: EPAM [2025-09-26T23:05:02.560525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'. [2025-09-26T23:05:02.566887] [WARN ] [REMOTE ] Historical data not found for symbol 'EPAM' (404). [2025-09-26T23:05:02.567223] [FATAL] [sig ] EPAM: No historical data fetched. [2025-09-26T23:05:02.567315] [WARN ] [sig ] [576/2043] Failed EPAM after 0.0s | 4.24 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:02.567388] [INFO ] [sig ] [577/2043] Forecasting EPD... [2025-09-26T23:05:02.567430] [INFO ] [sig ] Generating forecast for: EPD [2025-09-26T23:05:02.567465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'. [2025-09-26T23:05:02.572665] [WARN ] [REMOTE ] Historical data not found for symbol 'EPD' (404). [2025-09-26T23:05:02.572981] [FATAL] [sig ] EPD: No historical data fetched. [2025-09-26T23:05:02.573100] [WARN ] [sig ] [577/2043] Failed EPD after 0.0s | 4.25 sym/s | Total: 2.3m | ETA: 5.8m [2025-09-26T23:05:02.573174] [INFO ] [sig ] [578/2043] Forecasting EPR... [2025-09-26T23:05:02.573216] [INFO ] [sig ] Generating forecast for: EPR [2025-09-26T23:05:02.573250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPR' from 'https://tdm.silogroup.org/data/derivative_storage/EPR.csv'. [2025-09-26T23:05:02.584681] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPR'. [2025-09-26T23:05:02.585175] [INFO ] [FORECASTER] Starting predict_future for EPR [2025-09-26T23:05:02.613873] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:02.614746] [DEBUG] [LOCAL ] No optimal features file found for EPR: ./output/feature-sets/EPR.txt [2025-09-26T23:05:02.614810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:02.614848] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:02.614880] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:02.614941] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:02.634208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:02.635048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:02.635145] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:02.635187] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:02.672524] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:02.672730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:02.672788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:02.672822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:02.677202] [DEBUG] [FORECASTER] EPR: Forecast T+1@11:T+2@11: DOWN (p=47.95%) [2025-09-26T23:05:02.677567] [INFO ] [FORECASTER] Completed predict_future for EPR [2025-09-26T23:05:02.677778] [INFO ] [sig ] EPR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:02.846092] [INFO ] [LOCAL ] Saved forecast: EPR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EPR.txt [2025-09-26T23:05:02.846481] [WARN ] [sig ] [578/2043] Failed EPR after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:02.846588] [INFO ] [sig ] [579/2043] Forecasting EPRT... [2025-09-26T23:05:02.846629] [INFO ] [sig ] Generating forecast for: EPRT [2025-09-26T23:05:02.846714] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EPRT' from 'https://tdm.silogroup.org/data/derivative_storage/EPRT.csv'. [2025-09-26T23:05:02.858996] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EPRT'. [2025-09-26T23:05:02.859484] [INFO ] [FORECASTER] Starting predict_future for EPRT [2025-09-26T23:05:02.890250] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:02.891157] [DEBUG] [LOCAL ] No optimal features file found for EPRT: ./output/feature-sets/EPRT.txt [2025-09-26T23:05:02.891216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:02.891253] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:02.891285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:02.891346] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:02.912378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:02.913317] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:02.913416] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:02.913452] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:02.957568] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:02.957768] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:02.957823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:02.957857] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:02.961788] [DEBUG] [FORECASTER] EPRT: Forecast T+1@11:T+2@11: UP (p=92.06%) [2025-09-26T23:05:02.962223] [INFO ] [FORECASTER] Completed predict_future for EPRT [2025-09-26T23:05:02.962429] [INFO ] [sig ] EPRT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:03.113467] [INFO ] [LOCAL ] Saved forecast: EPRT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EPRT.txt [2025-09-26T23:05:03.113723] [WARN ] [sig ] [579/2043] Failed EPRT after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:03.113805] [INFO ] [sig ] [580/2043] Forecasting EQBK... [2025-09-26T23:05:03.113846] [INFO ] [sig ] Generating forecast for: EQBK [2025-09-26T23:05:03.113880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'. [2025-09-26T23:05:03.124917] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQBK'. [2025-09-26T23:05:03.125355] [INFO ] [FORECASTER] Starting predict_future for EQBK [2025-09-26T23:05:03.152419] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:03.153279] [DEBUG] [LOCAL ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt [2025-09-26T23:05:03.153339] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:03.153377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:03.153406] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:03.153466] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:03.172118] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:03.172776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:03.172866] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:03.172900] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:03.209953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:03.210087] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:03.210127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:03.210159] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:03.213793] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=35.63%) [2025-09-26T23:05:03.214093] [INFO ] [FORECASTER] Completed predict_future for EQBK [2025-09-26T23:05:03.214242] [INFO ] [sig ] EQBK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:03.368944] [INFO ] [LOCAL ] Saved forecast: EQBK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EQBK.txt [2025-09-26T23:05:03.369224] [WARN ] [sig ] [580/2043] Failed EQBK after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:03.369309] [INFO ] [sig ] [581/2043] Forecasting EQR... [2025-09-26T23:05:03.369352] [INFO ] [sig ] Generating forecast for: EQR [2025-09-26T23:05:03.369387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQR' from 'https://tdm.silogroup.org/data/derivative_storage/EQR.csv'. [2025-09-26T23:05:03.380892] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQR'. [2025-09-26T23:05:03.381411] [INFO ] [FORECASTER] Starting predict_future for EQR [2025-09-26T23:05:03.410358] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:03.411293] [DEBUG] [LOCAL ] No optimal features file found for EQR: ./output/feature-sets/EQR.txt [2025-09-26T23:05:03.411364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:03.411476] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:03.411546] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:03.411672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:03.430768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:03.431772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:03.431876] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:03.431913] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:03.476350] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:03.476548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:03.476595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:03.476625] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:03.480865] [DEBUG] [FORECASTER] EQR: Forecast T+1@11:T+2@11: UP (p=97.20%) [2025-09-26T23:05:03.481216] [INFO ] [FORECASTER] Completed predict_future for EQR [2025-09-26T23:05:03.481373] [INFO ] [sig ] EQR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:03.632147] [INFO ] [LOCAL ] Saved forecast: EQR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EQR.txt [2025-09-26T23:05:03.632414] [WARN ] [sig ] [581/2043] Failed EQR after 0.3s | 4.24 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:03.632500] [INFO ] [sig ] [582/2043] Forecasting EQT... [2025-09-26T23:05:03.632542] [INFO ] [sig ] Generating forecast for: EQT [2025-09-26T23:05:03.632583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQT' from 'https://tdm.silogroup.org/data/derivative_storage/EQT.csv'. [2025-09-26T23:05:03.637838] [WARN ] [REMOTE ] Historical data not found for symbol 'EQT' (404). [2025-09-26T23:05:03.638032] [FATAL] [sig ] EQT: No historical data fetched. [2025-09-26T23:05:03.638117] [WARN ] [sig ] [582/2043] Failed EQT after 0.0s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:03.638182] [INFO ] [sig ] [583/2043] Forecasting EQV... [2025-09-26T23:05:03.638261] [INFO ] [sig ] Generating forecast for: EQV [2025-09-26T23:05:03.638320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EQV' from 'https://tdm.silogroup.org/data/derivative_storage/EQV.csv'. [2025-09-26T23:05:03.648049] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EQV'. [2025-09-26T23:05:03.648405] [INFO ] [FORECASTER] Starting predict_future for EQV [2025-09-26T23:05:03.675082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:03.675961] [DEBUG] [LOCAL ] No optimal features file found for EQV: ./output/feature-sets/EQV.txt [2025-09-26T23:05:03.676021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:03.676060] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:03.676091] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:03.676164] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:03.695472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:03.696292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:03.696415] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:03.696472] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:03.732492] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:03.732703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:03.732766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:03.732802] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:03.736743] [DEBUG] [FORECASTER] EQV: Forecast T+1@11:T+2@11: DOWN (p=48.93%) [2025-09-26T23:05:03.737060] [INFO ] [FORECASTER] Completed predict_future for EQV [2025-09-26T23:05:03.737215] [INFO ] [sig ] EQV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:03.902394] [INFO ] [LOCAL ] Saved forecast: EQV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EQV.txt [2025-09-26T23:05:03.902695] [WARN ] [sig ] [583/2043] Failed EQV after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:03.902787] [INFO ] [sig ] [584/2043] Forecasting ERJ... [2025-09-26T23:05:03.902827] [INFO ] [sig ] Generating forecast for: ERJ [2025-09-26T23:05:03.902862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERJ' from 'https://tdm.silogroup.org/data/derivative_storage/ERJ.csv'. [2025-09-26T23:05:03.915866] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ERJ'. [2025-09-26T23:05:03.916357] [INFO ] [FORECASTER] Starting predict_future for ERJ [2025-09-26T23:05:03.946402] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:03.947375] [DEBUG] [LOCAL ] No optimal features file found for ERJ: ./output/feature-sets/ERJ.txt [2025-09-26T23:05:03.947434] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:03.947470] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:03.947500] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:03.947560] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:03.965749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:03.966372] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:03.966464] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:03.966499] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:04.007877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:04.008077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:04.008133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:04.008165] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:04.012083] [DEBUG] [FORECASTER] ERJ: Forecast T+1@11:T+2@11: DOWN (p=27.91%) [2025-09-26T23:05:04.012386] [INFO ] [FORECASTER] Completed predict_future for ERJ [2025-09-26T23:05:04.012616] [INFO ] [sig ] ERJ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:04.162562] [INFO ] [LOCAL ] Saved forecast: ERJ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ERJ.txt [2025-09-26T23:05:04.162851] [WARN ] [sig ] [584/2043] Failed ERJ after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:04.162937] [INFO ] [sig ] [585/2043] Forecasting ERO... [2025-09-26T23:05:04.162979] [INFO ] [sig ] Generating forecast for: ERO [2025-09-26T23:05:04.163015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'. [2025-09-26T23:05:04.176420] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ERO'. [2025-09-26T23:05:04.176882] [INFO ] [FORECASTER] Starting predict_future for ERO [2025-09-26T23:05:04.207534] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:04.208406] [DEBUG] [LOCAL ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt [2025-09-26T23:05:04.208465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:04.208501] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:04.208534] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:04.208595] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:04.230166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:04.231057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:04.231154] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:04.231190] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:04.269753] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:04.270368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:04.270434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:04.270468] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:04.276782] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=26.68%) [2025-09-26T23:05:04.277260] [INFO ] [FORECASTER] Completed predict_future for ERO [2025-09-26T23:05:04.277517] [INFO ] [sig ] ERO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:04.446390] [INFO ] [LOCAL ] Saved forecast: ERO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ERO.txt [2025-09-26T23:05:04.446718] [WARN ] [sig ] [585/2043] Failed ERO after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:04.446813] [INFO ] [sig ] [586/2043] Forecasting ES... [2025-09-26T23:05:04.446856] [INFO ] [sig ] Generating forecast for: ES [2025-09-26T23:05:04.446892] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'. [2025-09-26T23:05:04.457165] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ES'. [2025-09-26T23:05:04.457519] [INFO ] [FORECASTER] Starting predict_future for ES [2025-09-26T23:05:04.484746] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:04.485612] [DEBUG] [LOCAL ] No optimal features file found for ES: ./output/feature-sets/ES.txt [2025-09-26T23:05:04.485699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:04.485748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:04.485780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:04.485843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:04.508967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:04.510294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:04.510411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:04.510475] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:04.560566] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:04.560798] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:04.560869] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:04.560919] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:04.566528] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=78.05%) [2025-09-26T23:05:04.567015] [INFO ] [FORECASTER] Completed predict_future for ES [2025-09-26T23:05:04.567218] [INFO ] [sig ] ES: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:04.727561] [INFO ] [LOCAL ] Saved forecast: ES 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ES.txt [2025-09-26T23:05:04.727849] [WARN ] [sig ] [586/2043] Failed ES after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:04.727941] [INFO ] [sig ] [587/2043] Forecasting ESAB... [2025-09-26T23:05:04.727982] [INFO ] [sig ] Generating forecast for: ESAB [2025-09-26T23:05:04.728022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'. [2025-09-26T23:05:04.738865] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESAB'. [2025-09-26T23:05:04.739338] [INFO ] [FORECASTER] Starting predict_future for ESAB [2025-09-26T23:05:04.767107] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:04.768050] [DEBUG] [LOCAL ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt [2025-09-26T23:05:04.768110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:04.768152] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:04.768188] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:04.768257] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:04.788225] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:04.789213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:04.789333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:04.789375] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:04.826809] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:04.827003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:04.827052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:04.827083] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:04.831004] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=23.82%) [2025-09-26T23:05:04.831351] [INFO ] [FORECASTER] Completed predict_future for ESAB [2025-09-26T23:05:04.831506] [INFO ] [sig ] ESAB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:04.989431] [INFO ] [LOCAL ] Saved forecast: ESAB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ESAB.txt [2025-09-26T23:05:04.989732] [WARN ] [sig ] [587/2043] Failed ESAB after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:04.989820] [INFO ] [sig ] [588/2043] Forecasting ESE... [2025-09-26T23:05:04.989863] [INFO ] [sig ] Generating forecast for: ESE [2025-09-26T23:05:04.989899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'. [2025-09-26T23:05:04.999724] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESE'. [2025-09-26T23:05:05.000066] [INFO ] [FORECASTER] Starting predict_future for ESE [2025-09-26T23:05:05.033128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:05.034194] [DEBUG] [LOCAL ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt [2025-09-26T23:05:05.034273] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:05.034366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:05.034419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:05.034484] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:05.054088] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:05.054886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:05.054978] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:05.055016] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:05.092502] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:05.092711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:05.092772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:05.092806] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:05.096790] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=94.94%) [2025-09-26T23:05:05.097103] [INFO ] [FORECASTER] Completed predict_future for ESE [2025-09-26T23:05:05.097276] [INFO ] [sig ] ESE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:05.252528] [INFO ] [LOCAL ] Saved forecast: ESE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ESE.txt [2025-09-26T23:05:05.252803] [WARN ] [sig ] [588/2043] Failed ESE after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:05.252903] [INFO ] [sig ] [589/2043] Forecasting ESI... [2025-09-26T23:05:05.252944] [INFO ] [sig ] Generating forecast for: ESI [2025-09-26T23:05:05.253034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'. [2025-09-26T23:05:05.263928] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESI'. [2025-09-26T23:05:05.264298] [INFO ] [FORECASTER] Starting predict_future for ESI [2025-09-26T23:05:05.291968] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:05.292820] [DEBUG] [LOCAL ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt [2025-09-26T23:05:05.292879] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:05.292914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:05.292943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:05.293002] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:05.311808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:05.312411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:05.312499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:05.312535] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:05.354398] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:05.354576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:05.354631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:05.354703] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:05.358630] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-09-26T23:05:05.358976] [INFO ] [FORECASTER] Completed predict_future for ESI [2025-09-26T23:05:05.359142] [INFO ] [sig ] ESI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:05.515826] [INFO ] [LOCAL ] Saved forecast: ESI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ESI.txt [2025-09-26T23:05:05.516049] [WARN ] [sig ] [589/2043] Failed ESI after 0.3s | 4.24 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:05.516125] [INFO ] [sig ] [590/2043] Forecasting ESNT... [2025-09-26T23:05:05.516165] [INFO ] [sig ] Generating forecast for: ESNT [2025-09-26T23:05:05.516198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESNT' from 'https://tdm.silogroup.org/data/derivative_storage/ESNT.csv'. [2025-09-26T23:05:05.521866] [WARN ] [REMOTE ] Historical data not found for symbol 'ESNT' (404). [2025-09-26T23:05:05.522176] [FATAL] [sig ] ESNT: No historical data fetched. [2025-09-26T23:05:05.522274] [WARN ] [sig ] [590/2043] Failed ESNT after 0.0s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:05.522346] [INFO ] [sig ] [591/2043] Forecasting ESRT... [2025-09-26T23:05:05.522388] [INFO ] [sig ] Generating forecast for: ESRT [2025-09-26T23:05:05.522424] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESRT' from 'https://tdm.silogroup.org/data/derivative_storage/ESRT.csv'. [2025-09-26T23:05:05.532447] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESRT'. [2025-09-26T23:05:05.532874] [INFO ] [FORECASTER] Starting predict_future for ESRT [2025-09-26T23:05:05.561850] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:05.562749] [DEBUG] [LOCAL ] No optimal features file found for ESRT: ./output/feature-sets/ESRT.txt [2025-09-26T23:05:05.562817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:05.562856] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:05.562886] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:05.562945] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:05.583661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:05.584390] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:05.584484] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:05.584522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:05.623607] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:05.623801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:05.623853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:05.623884] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:05.627822] [DEBUG] [FORECASTER] ESRT: Forecast T+1@11:T+2@11: DOWN (p=9.70%) [2025-09-26T23:05:05.628167] [INFO ] [FORECASTER] Completed predict_future for ESRT [2025-09-26T23:05:05.628325] [INFO ] [sig ] ESRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:05.782960] [INFO ] [LOCAL ] Saved forecast: ESRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ESRT.txt [2025-09-26T23:05:05.783365] [WARN ] [sig ] [591/2043] Failed ESRT after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:05.783456] [INFO ] [sig ] [592/2043] Forecasting ESS... [2025-09-26T23:05:05.783498] [INFO ] [sig ] Generating forecast for: ESS [2025-09-26T23:05:05.783534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESS' from 'https://tdm.silogroup.org/data/derivative_storage/ESS.csv'. [2025-09-26T23:05:05.793433] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESS'. [2025-09-26T23:05:05.793795] [INFO ] [FORECASTER] Starting predict_future for ESS [2025-09-26T23:05:05.821031] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:05.821903] [DEBUG] [LOCAL ] No optimal features file found for ESS: ./output/feature-sets/ESS.txt [2025-09-26T23:05:05.821963] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:05.822000] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:05.822030] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:05.822089] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:05.840822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:05.841461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:05.841546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:05.841581] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:05.881624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:05.881800] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:05.881847] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:05.881877] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:05.885612] [DEBUG] [FORECASTER] ESS: Forecast T+1@11:T+2@11: UP (p=98.59%) [2025-09-26T23:05:05.885946] [INFO ] [FORECASTER] Completed predict_future for ESS [2025-09-26T23:05:05.886091] [INFO ] [sig ] ESS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:06.042784] [INFO ] [LOCAL ] Saved forecast: ESS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ESS.txt [2025-09-26T23:05:06.043092] [WARN ] [sig ] [592/2043] Failed ESS after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:06.043196] [INFO ] [sig ] [593/2043] Forecasting ESTC... [2025-09-26T23:05:06.043252] [INFO ] [sig ] Generating forecast for: ESTC [2025-09-26T23:05:06.043299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'. [2025-09-26T23:05:06.055412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ESTC'. [2025-09-26T23:05:06.055769] [INFO ] [FORECASTER] Starting predict_future for ESTC [2025-09-26T23:05:06.082881] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:06.083760] [DEBUG] [LOCAL ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt [2025-09-26T23:05:06.083858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:06.083901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:06.083932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:06.083992] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:06.102529] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:06.103154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:06.103241] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:06.103278] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:06.140883] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:06.141038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:06.141081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:06.141111] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:06.144726] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=91.59%) [2025-09-26T23:05:06.145023] [INFO ] [FORECASTER] Completed predict_future for ESTC [2025-09-26T23:05:06.145166] [INFO ] [sig ] ESTC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:06.291606] [INFO ] [LOCAL ] Saved forecast: ESTC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ESTC.txt [2025-09-26T23:05:06.291867] [WARN ] [sig ] [593/2043] Failed ESTC after 0.2s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:06.291947] [INFO ] [sig ] [594/2043] Forecasting ET... [2025-09-26T23:05:06.291986] [INFO ] [sig ] Generating forecast for: ET [2025-09-26T23:05:06.292021] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ET' from 'https://tdm.silogroup.org/data/derivative_storage/ET.csv'. [2025-09-26T23:05:06.302142] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ET'. [2025-09-26T23:05:06.302479] [INFO ] [FORECASTER] Starting predict_future for ET [2025-09-26T23:05:06.328387] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:06.329206] [DEBUG] [LOCAL ] No optimal features file found for ET: ./output/feature-sets/ET.txt [2025-09-26T23:05:06.329264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:06.329316] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:06.329347] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:06.329406] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:06.347365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:06.348046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:06.348135] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:06.348170] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:06.384860] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:06.385031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:06.385075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:06.385106] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:06.388862] [DEBUG] [FORECASTER] ET: Forecast T+1@11:T+2@11: DOWN (p=1.65%) [2025-09-26T23:05:06.389206] [INFO ] [FORECASTER] Completed predict_future for ET [2025-09-26T23:05:06.389375] [INFO ] [sig ] ET: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:06.542482] [INFO ] [LOCAL ] Saved forecast: ET 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ET.txt [2025-09-26T23:05:06.542806] [WARN ] [sig ] [594/2043] Failed ET after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:06.542894] [INFO ] [sig ] [595/2043] Forecasting ETD... [2025-09-26T23:05:06.542935] [INFO ] [sig ] Generating forecast for: ETD [2025-09-26T23:05:06.542971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'. [2025-09-26T23:05:06.554213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETD'. [2025-09-26T23:05:06.554748] [INFO ] [FORECASTER] Starting predict_future for ETD [2025-09-26T23:05:06.582865] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:06.583758] [DEBUG] [LOCAL ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt [2025-09-26T23:05:06.583820] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:06.583857] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:06.583887] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:06.583946] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:06.603176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:06.604012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:06.604105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:06.604143] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:06.639845] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:06.640007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:06.640049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:06.640078] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:06.643927] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: DOWN (p=20.69%) [2025-09-26T23:05:06.644235] [INFO ] [FORECASTER] Completed predict_future for ETD [2025-09-26T23:05:06.644380] [INFO ] [sig ] ETD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:06.795145] [INFO ] [LOCAL ] Saved forecast: ETD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ETD.txt [2025-09-26T23:05:06.795395] [WARN ] [sig ] [595/2043] Failed ETD after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:06.795477] [INFO ] [sig ] [596/2043] Forecasting ETG... [2025-09-26T23:05:06.795517] [INFO ] [sig ] Generating forecast for: ETG [2025-09-26T23:05:06.795553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'. [2025-09-26T23:05:06.809730] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETG'. [2025-09-26T23:05:06.810105] [INFO ] [FORECASTER] Starting predict_future for ETG [2025-09-26T23:05:06.836867] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:06.837711] [DEBUG] [LOCAL ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt [2025-09-26T23:05:06.837768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:06.837802] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:06.837830] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:06.837888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:06.855955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:06.856690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:06.856786] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:06.856843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:06.892240] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:06.892400] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:06.892442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:06.892510] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:06.898104] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-09-26T23:05:06.898441] [INFO ] [FORECASTER] Completed predict_future for ETG [2025-09-26T23:05:06.898588] [INFO ] [sig ] ETG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:07.054454] [INFO ] [LOCAL ] Saved forecast: ETG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ETG.txt [2025-09-26T23:05:07.054721] [WARN ] [sig ] [596/2043] Failed ETG after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:07.054815] [INFO ] [sig ] [597/2043] Forecasting ETJ... [2025-09-26T23:05:07.054854] [INFO ] [sig ] Generating forecast for: ETJ [2025-09-26T23:05:07.054889] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'. [2025-09-26T23:05:07.066020] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETJ'. [2025-09-26T23:05:07.066350] [INFO ] [FORECASTER] Starting predict_future for ETJ [2025-09-26T23:05:07.093815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:07.094633] [DEBUG] [LOCAL ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt [2025-09-26T23:05:07.094715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:07.094754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:07.094783] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:07.094841] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:07.114236] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:07.114986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:07.115083] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:07.115125] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:07.150621] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:07.150783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:07.150832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:07.150862] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:07.154495] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=77.93%) [2025-09-26T23:05:07.154894] [INFO ] [FORECASTER] Completed predict_future for ETJ [2025-09-26T23:05:07.155063] [INFO ] [sig ] ETJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:07.307044] [INFO ] [LOCAL ] Saved forecast: ETJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ETJ.txt [2025-09-26T23:05:07.307334] [WARN ] [sig ] [597/2043] Failed ETJ after 0.3s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:07.307417] [INFO ] [sig ] [598/2043] Forecasting ETN... [2025-09-26T23:05:07.307467] [INFO ] [sig ] Generating forecast for: ETN [2025-09-26T23:05:07.307513] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'. [2025-09-26T23:05:07.318046] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETN'. [2025-09-26T23:05:07.318409] [INFO ] [FORECASTER] Starting predict_future for ETN [2025-09-26T23:05:07.345053] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:07.346014] [DEBUG] [LOCAL ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt [2025-09-26T23:05:07.346076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:07.346113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:07.346142] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:07.346203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:07.364515] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:07.365397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:07.365525] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:07.365575] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:07.403364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:07.403539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:07.403591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:07.403632] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:07.407440] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=49.27%) [2025-09-26T23:05:07.407791] [INFO ] [FORECASTER] Completed predict_future for ETN [2025-09-26T23:05:07.407946] [INFO ] [sig ] ETN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:07.554755] [INFO ] [LOCAL ] Saved forecast: ETN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ETN.txt [2025-09-26T23:05:07.555021] [WARN ] [sig ] [598/2043] Failed ETN after 0.2s | 4.25 sym/s | Total: 2.3m | ETA: 5.7m [2025-09-26T23:05:07.555100] [INFO ] [sig ] [599/2043] Forecasting ETO... [2025-09-26T23:05:07.555141] [INFO ] [sig ] Generating forecast for: ETO [2025-09-26T23:05:07.555174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'. [2025-09-26T23:05:07.565293] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETO'. [2025-09-26T23:05:07.565703] [INFO ] [FORECASTER] Starting predict_future for ETO [2025-09-26T23:05:07.597793] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:07.598751] [DEBUG] [LOCAL ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt [2025-09-26T23:05:07.598810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:07.598844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:07.598872] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:07.598930] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:07.617583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:07.618471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:07.618564] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:07.618599] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:07.659120] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:07.659357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:07.659430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:07.659476] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:07.664920] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: UP (p=81.92%) [2025-09-26T23:05:07.665339] [INFO ] [FORECASTER] Completed predict_future for ETO [2025-09-26T23:05:07.665537] [INFO ] [sig ] ETO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:07.818455] [INFO ] [LOCAL ] Saved forecast: ETO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ETO.txt [2025-09-26T23:05:07.818745] [WARN ] [sig ] [599/2043] Failed ETO after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:07.818828] [INFO ] [sig ] [600/2043] Forecasting ETW... [2025-09-26T23:05:07.818870] [INFO ] [sig ] Generating forecast for: ETW [2025-09-26T23:05:07.818905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETW' from 'https://tdm.silogroup.org/data/derivative_storage/ETW.csv'. [2025-09-26T23:05:07.830504] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETW'. [2025-09-26T23:05:07.830997] [INFO ] [FORECASTER] Starting predict_future for ETW [2025-09-26T23:05:07.857559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:07.858403] [DEBUG] [LOCAL ] No optimal features file found for ETW: ./output/feature-sets/ETW.txt [2025-09-26T23:05:07.858459] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:07.858495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:07.858523] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:07.858581] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:07.876664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:07.877316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:07.877404] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:07.877439] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:07.917141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:07.917306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:07.917349] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:07.917379] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:07.921070] [DEBUG] [FORECASTER] ETW: Forecast T+1@11:T+2@11: UP (p=98.06%) [2025-09-26T23:05:07.921402] [INFO ] [FORECASTER] Completed predict_future for ETW [2025-09-26T23:05:07.921553] [INFO ] [sig ] ETW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:08.069396] [INFO ] [LOCAL ] Saved forecast: ETW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ETW.txt [2025-09-26T23:05:08.069675] [WARN ] [sig ] [600/2043] Failed ETW after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:08.069760] [INFO ] [sig ] [601/2043] Forecasting ETX... [2025-09-26T23:05:08.069801] [INFO ] [sig ] Generating forecast for: ETX [2025-09-26T23:05:08.069835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETX' from 'https://tdm.silogroup.org/data/derivative_storage/ETX.csv'. [2025-09-26T23:05:08.080352] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETX'. [2025-09-26T23:05:08.080692] [INFO ] [FORECASTER] Starting predict_future for ETX [2025-09-26T23:05:08.107820] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:08.108632] [DEBUG] [LOCAL ] No optimal features file found for ETX: ./output/feature-sets/ETX.txt [2025-09-26T23:05:08.108718] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:08.108780] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:08.108812] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:08.108883] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:08.127457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:08.128266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:08.128372] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:08.128413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:08.166717] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:08.166874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:08.166917] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:08.166948] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:08.170636] [DEBUG] [FORECASTER] ETX: Forecast T+1@11:T+2@11: UP (p=56.08%) [2025-09-26T23:05:08.170989] [INFO ] [FORECASTER] Completed predict_future for ETX [2025-09-26T23:05:08.171148] [INFO ] [sig ] ETX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:08.319848] [INFO ] [LOCAL ] Saved forecast: ETX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ETX.txt [2025-09-26T23:05:08.320114] [WARN ] [sig ] [601/2043] Failed ETX after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:08.320195] [INFO ] [sig ] [602/2043] Forecasting ETY... [2025-09-26T23:05:08.320235] [INFO ] [sig ] Generating forecast for: ETY [2025-09-26T23:05:08.320270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'. [2025-09-26T23:05:08.331356] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ETY'. [2025-09-26T23:05:08.331720] [INFO ] [FORECASTER] Starting predict_future for ETY [2025-09-26T23:05:08.363176] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:08.364120] [DEBUG] [LOCAL ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt [2025-09-26T23:05:08.364183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:08.364220] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:08.364250] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:08.364312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:08.382750] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:08.383408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:08.383501] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:08.383536] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:08.424475] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:08.424685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:08.424748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:08.424781] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:08.428694] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=89.55%) [2025-09-26T23:05:08.429004] [INFO ] [FORECASTER] Completed predict_future for ETY [2025-09-26T23:05:08.429160] [INFO ] [sig ] ETY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:08.590597] [INFO ] [LOCAL ] Saved forecast: ETY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ETY.txt [2025-09-26T23:05:08.590993] [WARN ] [sig ] [602/2043] Failed ETY after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:08.591103] [INFO ] [sig ] [603/2043] Forecasting EVC... [2025-09-26T23:05:08.591175] [INFO ] [sig ] Generating forecast for: EVC [2025-09-26T23:05:08.591226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'. [2025-09-26T23:05:08.602809] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVC'. [2025-09-26T23:05:08.603288] [INFO ] [FORECASTER] Starting predict_future for EVC [2025-09-26T23:05:08.630473] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:08.631472] [DEBUG] [LOCAL ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt [2025-09-26T23:05:08.631535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:08.631569] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:08.631599] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:08.631679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:08.649700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:08.650406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:08.650499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:08.650589] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:08.694972] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:08.695163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:08.695209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:08.695239] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:08.699276] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=40.64%) [2025-09-26T23:05:08.699584] [INFO ] [FORECASTER] Completed predict_future for EVC [2025-09-26T23:05:08.699769] [INFO ] [sig ] EVC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:08.887043] [INFO ] [LOCAL ] Saved forecast: EVC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EVC.txt [2025-09-26T23:05:08.887326] [WARN ] [sig ] [603/2043] Failed EVC after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:08.887409] [INFO ] [sig ] [604/2043] Forecasting EVEX... [2025-09-26T23:05:08.887449] [INFO ] [sig ] Generating forecast for: EVEX [2025-09-26T23:05:08.887483] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'. [2025-09-26T23:05:08.899176] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVEX'. [2025-09-26T23:05:08.899548] [INFO ] [FORECASTER] Starting predict_future for EVEX [2025-09-26T23:05:08.927234] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:08.928023] [DEBUG] [LOCAL ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt [2025-09-26T23:05:08.928081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:08.928117] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:08.928145] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:08.928206] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:08.950707] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:08.951531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:08.951625] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:08.951709] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:08.997294] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:08.997391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:08.997432] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:08.997464] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:09.001679] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: DOWN (p=8.67%) [2025-09-26T23:05:09.001993] [INFO ] [FORECASTER] Completed predict_future for EVEX [2025-09-26T23:05:09.002152] [INFO ] [sig ] EVEX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:09.153533] [INFO ] [LOCAL ] Saved forecast: EVEX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EVEX.txt [2025-09-26T23:05:09.153841] [WARN ] [sig ] [604/2043] Failed EVEX after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:09.153947] [INFO ] [sig ] [605/2043] Forecasting EVF... [2025-09-26T23:05:09.154019] [INFO ] [sig ] Generating forecast for: EVF [2025-09-26T23:05:09.154123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'. [2025-09-26T23:05:09.164581] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVF'. [2025-09-26T23:05:09.165024] [INFO ] [FORECASTER] Starting predict_future for EVF [2025-09-26T23:05:09.191792] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:09.192669] [DEBUG] [LOCAL ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt [2025-09-26T23:05:09.192732] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:09.192769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:09.192798] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:09.192858] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:09.211209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:09.211821] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:09.211912] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:09.211947] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:09.256901] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:09.257256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:09.257328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:09.257383] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:09.262438] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=14.61%) [2025-09-26T23:05:09.262948] [INFO ] [FORECASTER] Completed predict_future for EVF [2025-09-26T23:05:09.263126] [INFO ] [sig ] EVF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:09.421772] [INFO ] [LOCAL ] Saved forecast: EVF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EVF.txt [2025-09-26T23:05:09.422079] [WARN ] [sig ] [605/2043] Failed EVF after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.7m [2025-09-26T23:05:09.422170] [INFO ] [sig ] [606/2043] Forecasting EVG... [2025-09-26T23:05:09.422256] [INFO ] [sig ] Generating forecast for: EVG [2025-09-26T23:05:09.422300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'. [2025-09-26T23:05:09.433124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVG'. [2025-09-26T23:05:09.433448] [INFO ] [FORECASTER] Starting predict_future for EVG [2025-09-26T23:05:09.461270] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:09.462203] [DEBUG] [LOCAL ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt [2025-09-26T23:05:09.462264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:09.462303] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:09.462334] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:09.462394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:09.481852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:09.482744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:09.482841] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:09.482879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:09.523383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:09.523495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:09.523555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:09.523589] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:09.527009] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: UP (p=75.48%) [2025-09-26T23:05:09.527308] [INFO ] [FORECASTER] Completed predict_future for EVG [2025-09-26T23:05:09.527461] [INFO ] [sig ] EVG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:09.675289] [INFO ] [LOCAL ] Saved forecast: EVG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EVG.txt [2025-09-26T23:05:09.675579] [WARN ] [sig ] [606/2043] Failed EVG after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:09.675634] [INFO ] [sig ] [607/2043] Forecasting EVH... [2025-09-26T23:05:09.675711] [INFO ] [sig ] Generating forecast for: EVH [2025-09-26T23:05:09.675752] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'. [2025-09-26T23:05:09.686913] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EVH'. [2025-09-26T23:05:09.687224] [INFO ] [FORECASTER] Starting predict_future for EVH [2025-09-26T23:05:09.713500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:09.714322] [DEBUG] [LOCAL ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt [2025-09-26T23:05:09.714379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:09.714416] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:09.714449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:09.714508] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:09.733277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:09.733944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:09.734037] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:09.734071] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:09.779565] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:09.779707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:09.779760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:09.779792] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:09.783241] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=36.90%) [2025-09-26T23:05:09.783532] [INFO ] [FORECASTER] Completed predict_future for EVH [2025-09-26T23:05:09.783719] [INFO ] [sig ] EVH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:09.930687] [INFO ] [LOCAL ] Saved forecast: EVH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EVH.txt [2025-09-26T23:05:09.930965] [WARN ] [sig ] [607/2043] Failed EVH after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:09.931047] [INFO ] [sig ] [608/2043] Forecasting EVR... [2025-09-26T23:05:09.931087] [INFO ] [sig ] Generating forecast for: EVR [2025-09-26T23:05:09.931121] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVR' from 'https://tdm.silogroup.org/data/derivative_storage/EVR.csv'. [2025-09-26T23:05:09.942581] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'EVR'. [2025-09-26T23:05:09.943071] [INFO ] [FORECASTER] Starting predict_future for EVR [2025-09-26T23:05:09.969573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:09.970420] [DEBUG] [LOCAL ] No optimal features file found for EVR: ./output/feature-sets/EVR.txt [2025-09-26T23:05:09.970478] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:09.970514] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:09.970563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:09.970624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:09.988971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:09.989756] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:09.989848] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:09.989882] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:10.033812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:10.033945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:10.033985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:10.034013] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:10.037536] [DEBUG] [FORECASTER] EVR: Forecast T+1@11:T+2@11: UP (p=88.99%) [2025-09-26T23:05:10.037857] [INFO ] [FORECASTER] Completed predict_future for EVR [2025-09-26T23:05:10.038014] [INFO ] [sig ] EVR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:10.189880] [INFO ] [LOCAL ] Saved forecast: EVR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EVR.txt [2025-09-26T23:05:10.190145] [WARN ] [sig ] [608/2043] Failed EVR after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:10.190240] [INFO ] [sig ] [609/2043] Forecasting EVTC... [2025-09-26T23:05:10.190284] [INFO ] [sig ] Generating forecast for: EVTC [2025-09-26T23:05:10.190318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'. [2025-09-26T23:05:10.197297] [WARN ] [REMOTE ] Historical data not found for symbol 'EVTC' (404). [2025-09-26T23:05:10.197493] [FATAL] [sig ] EVTC: No historical data fetched. [2025-09-26T23:05:10.197591] [WARN ] [sig ] [609/2043] Failed EVTC after 0.0s | 4.25 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:10.197690] [INFO ] [sig ] [610/2043] Forecasting EVTL... [2025-09-26T23:05:10.197742] [INFO ] [sig ] Generating forecast for: EVTL [2025-09-26T23:05:10.197782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'. [2025-09-26T23:05:10.202160] [WARN ] [REMOTE ] Historical data not found for symbol 'EVTL' (404). [2025-09-26T23:05:10.202337] [FATAL] [sig ] EVTL: No historical data fetched. [2025-09-26T23:05:10.202425] [WARN ] [sig ] [610/2043] Failed EVTL after 0.0s | 4.25 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:10.202496] [INFO ] [sig ] [611/2043] Forecasting EVTR... [2025-09-26T23:05:10.202536] [INFO ] [sig ] Generating forecast for: EVTR [2025-09-26T23:05:10.202567] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EVTR' from 'https://tdm.silogroup.org/data/derivative_storage/EVTR.csv'. [2025-09-26T23:05:10.213088] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'EVTR'. [2025-09-26T23:05:10.213437] [INFO ] [FORECASTER] Starting predict_future for EVTR [2025-09-26T23:05:10.241204] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:10.242053] [DEBUG] [LOCAL ] No optimal features file found for EVTR: ./output/feature-sets/EVTR.txt [2025-09-26T23:05:10.242109] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:10.242145] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:10.242173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:10.242230] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:10.261258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:10.261961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:10.262055] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:10.262091] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:10.310237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:10.310461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:10.310527] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:10.310560] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:10.314772] [DEBUG] [FORECASTER] EVTR: Forecast T+1@11:T+2@11: DOWN (p=8.51%) [2025-09-26T23:05:10.315220] [INFO ] [FORECASTER] Completed predict_future for EVTR [2025-09-26T23:05:10.315415] [INFO ] [sig ] EVTR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:10.471465] [INFO ] [LOCAL ] Saved forecast: EVTR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EVTR.txt [2025-09-26T23:05:10.471756] [WARN ] [sig ] [611/2043] Failed EVTR after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:10.471845] [INFO ] [sig ] [612/2043] Forecasting EXG... [2025-09-26T23:05:10.471885] [INFO ] [sig ] Generating forecast for: EXG [2025-09-26T23:05:10.471920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'. [2025-09-26T23:05:10.483769] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXG'. [2025-09-26T23:05:10.484291] [INFO ] [FORECASTER] Starting predict_future for EXG [2025-09-26T23:05:10.512948] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:10.513955] [DEBUG] [LOCAL ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt [2025-09-26T23:05:10.514023] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:10.514064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:10.514094] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:10.514159] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:10.535545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:10.536787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:10.536923] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:10.536962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:10.582497] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:10.582713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:10.582773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:10.582807] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:10.586826] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=74.73%) [2025-09-26T23:05:10.587161] [INFO ] [FORECASTER] Completed predict_future for EXG [2025-09-26T23:05:10.587325] [INFO ] [sig ] EXG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:10.743847] [INFO ] [LOCAL ] Saved forecast: EXG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/EXG.txt [2025-09-26T23:05:10.744158] [WARN ] [sig ] [612/2043] Failed EXG after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:10.744240] [INFO ] [sig ] [613/2043] Forecasting EXK... [2025-09-26T23:05:10.744280] [INFO ] [sig ] Generating forecast for: EXK [2025-09-26T23:05:10.744314] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'. [2025-09-26T23:05:10.755914] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXK'. [2025-09-26T23:05:10.756218] [INFO ] [FORECASTER] Starting predict_future for EXK [2025-09-26T23:05:10.783514] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:10.784395] [DEBUG] [LOCAL ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt [2025-09-26T23:05:10.784454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:10.784512] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:10.784544] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:10.784603] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:10.806840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:10.807913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:10.808034] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:10.808103] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:10.861689] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:10.861905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:10.861960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:10.862024] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:10.867898] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=7.20%) [2025-09-26T23:05:10.868401] [INFO ] [FORECASTER] Completed predict_future for EXK [2025-09-26T23:05:10.868668] [INFO ] [sig ] EXK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:11.068826] [INFO ] [LOCAL ] Saved forecast: EXK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EXK.txt [2025-09-26T23:05:11.069287] [WARN ] [sig ] [613/2043] Failed EXK after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:11.069412] [INFO ] [sig ] [614/2043] Forecasting EXR... [2025-09-26T23:05:11.069510] [INFO ] [sig ] Generating forecast for: EXR [2025-09-26T23:05:11.069605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'EXR' from 'https://tdm.silogroup.org/data/derivative_storage/EXR.csv'. [2025-09-26T23:05:11.083083] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'EXR'. [2025-09-26T23:05:11.083475] [INFO ] [FORECASTER] Starting predict_future for EXR [2025-09-26T23:05:11.125260] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:11.126614] [DEBUG] [LOCAL ] No optimal features file found for EXR: ./output/feature-sets/EXR.txt [2025-09-26T23:05:11.126711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:11.126755] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:11.126786] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:11.126846] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:11.146022] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:11.147055] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:11.147159] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:11.147214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:11.196734] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:11.196916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:11.196962] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:11.196993] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:11.200898] [DEBUG] [FORECASTER] EXR: Forecast T+1@11:T+2@11: DOWN (p=16.90%) [2025-09-26T23:05:11.201235] [INFO ] [FORECASTER] Completed predict_future for EXR [2025-09-26T23:05:11.201404] [INFO ] [sig ] EXR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:11.359826] [INFO ] [LOCAL ] Saved forecast: EXR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/EXR.txt [2025-09-26T23:05:11.360115] [WARN ] [sig ] [614/2043] Failed EXR after 0.3s | 4.25 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:11.360203] [INFO ] [sig ] [615/2043] Forecasting F... [2025-09-26T23:05:11.360244] [INFO ] [sig ] Generating forecast for: F [2025-09-26T23:05:11.360279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'. [2025-09-26T23:05:11.372454] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'F'. [2025-09-26T23:05:11.372829] [INFO ] [FORECASTER] Starting predict_future for F [2025-09-26T23:05:11.401213] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:11.402096] [DEBUG] [LOCAL ] No optimal features file found for F: ./output/feature-sets/F.txt [2025-09-26T23:05:11.402154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:11.402191] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:11.402225] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:11.402289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:11.422633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:11.423733] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:11.423846] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:11.423896] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:11.470334] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:11.470550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:11.470608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:11.470664] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:11.474986] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=64.32%) [2025-09-26T23:05:11.475316] [INFO ] [FORECASTER] Completed predict_future for F [2025-09-26T23:05:11.475482] [INFO ] [sig ] F: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:11.644794] [INFO ] [LOCAL ] Saved forecast: F 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/F.txt [2025-09-26T23:05:11.645102] [WARN ] [sig ] [615/2043] Failed F after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:11.645199] [INFO ] [sig ] [616/2043] Forecasting FAF... [2025-09-26T23:05:11.645241] [INFO ] [sig ] Generating forecast for: FAF [2025-09-26T23:05:11.645278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'. [2025-09-26T23:05:11.656587] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FAF'. [2025-09-26T23:05:11.657012] [INFO ] [FORECASTER] Starting predict_future for FAF [2025-09-26T23:05:11.684834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:11.685804] [DEBUG] [LOCAL ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt [2025-09-26T23:05:11.685865] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:11.685903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:11.685933] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:11.685993] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:11.709257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:11.710554] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:11.710711] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:11.710787] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:11.759873] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:11.760062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:11.760108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:11.760139] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:11.764231] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: UP (p=77.78%) [2025-09-26T23:05:11.764552] [INFO ] [FORECASTER] Completed predict_future for FAF [2025-09-26T23:05:11.764748] [INFO ] [sig ] FAF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:12.070090] [INFO ] [LOCAL ] Saved forecast: FAF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FAF.txt [2025-09-26T23:05:12.070413] [WARN ] [sig ] [616/2043] Failed FAF after 0.4s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:12.070503] [INFO ] [sig ] [617/2043] Forecasting FBIN... [2025-09-26T23:05:12.070608] [INFO ] [sig ] Generating forecast for: FBIN [2025-09-26T23:05:12.070686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'. [2025-09-26T23:05:12.081317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBIN'. [2025-09-26T23:05:12.081732] [INFO ] [FORECASTER] Starting predict_future for FBIN [2025-09-26T23:05:12.109710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:12.110748] [DEBUG] [LOCAL ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt [2025-09-26T23:05:12.110809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:12.110847] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:12.110876] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:12.110935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:12.131079] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:12.132133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:12.132232] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:12.132268] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:12.179773] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:12.179958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:12.180005] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:12.180035] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:12.184834] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: UP (p=87.91%) [2025-09-26T23:05:12.185189] [INFO ] [FORECASTER] Completed predict_future for FBIN [2025-09-26T23:05:12.185359] [INFO ] [sig ] FBIN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:12.349376] [INFO ] [LOCAL ] Saved forecast: FBIN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FBIN.txt [2025-09-26T23:05:12.349715] [WARN ] [sig ] [617/2043] Failed FBIN after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:12.349821] [INFO ] [sig ] [618/2043] Forecasting FBK... [2025-09-26T23:05:12.349917] [INFO ] [sig ] Generating forecast for: FBK [2025-09-26T23:05:12.349981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'. [2025-09-26T23:05:12.362268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBK'. [2025-09-26T23:05:12.362737] [INFO ] [FORECASTER] Starting predict_future for FBK [2025-09-26T23:05:12.390879] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:12.391712] [DEBUG] [LOCAL ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt [2025-09-26T23:05:12.391773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:12.391811] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:12.391840] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:12.391901] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:12.412370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:12.413125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:12.413222] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:12.413258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:12.459854] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:12.460041] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:12.460108] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:12.460140] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:12.464198] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=95.83%) [2025-09-26T23:05:12.464545] [INFO ] [FORECASTER] Completed predict_future for FBK [2025-09-26T23:05:12.465023] [INFO ] [sig ] FBK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:12.618769] [INFO ] [LOCAL ] Saved forecast: FBK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FBK.txt [2025-09-26T23:05:12.619030] [WARN ] [sig ] [618/2043] Failed FBK after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:12.619112] [INFO ] [sig ] [619/2043] Forecasting FBP... [2025-09-26T23:05:12.619153] [INFO ] [sig ] Generating forecast for: FBP [2025-09-26T23:05:12.619188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'. [2025-09-26T23:05:12.630774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBP'. [2025-09-26T23:05:12.631183] [INFO ] [FORECASTER] Starting predict_future for FBP [2025-09-26T23:05:12.658291] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:12.659173] [DEBUG] [LOCAL ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt [2025-09-26T23:05:12.659232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:12.659268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:12.659298] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:12.659357] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:12.678287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:12.678913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:12.678998] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:12.679032] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:12.726278] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:12.726464] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:12.726510] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:12.726539] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:12.730508] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=39.16%) [2025-09-26T23:05:12.730866] [INFO ] [FORECASTER] Completed predict_future for FBP [2025-09-26T23:05:12.731042] [INFO ] [sig ] FBP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:12.893162] [INFO ] [LOCAL ] Saved forecast: FBP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FBP.txt [2025-09-26T23:05:12.893433] [WARN ] [sig ] [619/2043] Failed FBP after 0.3s | 4.24 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:12.893519] [INFO ] [sig ] [620/2043] Forecasting FBRT... [2025-09-26T23:05:12.893560] [INFO ] [sig ] Generating forecast for: FBRT [2025-09-26T23:05:12.893597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FBRT' from 'https://tdm.silogroup.org/data/derivative_storage/FBRT.csv'. [2025-09-26T23:05:12.907035] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FBRT'. [2025-09-26T23:05:12.907566] [INFO ] [FORECASTER] Starting predict_future for FBRT [2025-09-26T23:05:12.934725] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:12.935517] [DEBUG] [LOCAL ] No optimal features file found for FBRT: ./output/feature-sets/FBRT.txt [2025-09-26T23:05:12.935574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:12.935609] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:12.935688] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:12.935772] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:12.953725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:12.954360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:12.954457] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:12.954492] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:12.998199] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:12.998373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:12.998415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:12.998446] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:13.002357] [DEBUG] [FORECASTER] FBRT: Forecast T+1@11:T+2@11: DOWN (p=44.02%) [2025-09-26T23:05:13.002742] [INFO ] [FORECASTER] Completed predict_future for FBRT [2025-09-26T23:05:13.002928] [INFO ] [sig ] FBRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:13.171774] [INFO ] [LOCAL ] Saved forecast: FBRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FBRT.txt [2025-09-26T23:05:13.172489] [WARN ] [sig ] [620/2043] Failed FBRT after 0.3s | 4.23 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:13.172587] [INFO ] [sig ] [621/2043] Forecasting FC... [2025-09-26T23:05:13.172631] [INFO ] [sig ] Generating forecast for: FC [2025-09-26T23:05:13.172712] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'. [2025-09-26T23:05:13.184401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FC'. [2025-09-26T23:05:13.184865] [INFO ] [FORECASTER] Starting predict_future for FC [2025-09-26T23:05:13.212315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:13.213181] [DEBUG] [LOCAL ] No optimal features file found for FC: ./output/feature-sets/FC.txt [2025-09-26T23:05:13.213241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:13.213278] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:13.213307] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:13.213368] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:13.231514] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:13.232471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:13.232569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:13.232604] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:13.276943] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:13.277135] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:13.277183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:13.277213] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:13.281081] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=24.81%) [2025-09-26T23:05:13.281408] [INFO ] [FORECASTER] Completed predict_future for FC [2025-09-26T23:05:13.281569] [INFO ] [sig ] FC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:13.437365] [INFO ] [LOCAL ] Saved forecast: FC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FC.txt [2025-09-26T23:05:13.437623] [WARN ] [sig ] [621/2043] Failed FC after 0.3s | 4.23 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:13.437729] [INFO ] [sig ] [622/2043] Forecasting FCF... [2025-09-26T23:05:13.437769] [INFO ] [sig ] Generating forecast for: FCF [2025-09-26T23:05:13.437808] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'. [2025-09-26T23:05:13.448534] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCF'. [2025-09-26T23:05:13.449076] [INFO ] [FORECASTER] Starting predict_future for FCF [2025-09-26T23:05:13.475929] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:13.476851] [DEBUG] [LOCAL ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt [2025-09-26T23:05:13.476960] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:13.477004] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:13.477035] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:13.477094] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:13.495126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:13.496047] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:13.496164] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:13.496214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:13.540764] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:13.540953] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:13.541000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:13.541030] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:13.545209] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=0.53%) [2025-09-26T23:05:13.545531] [INFO ] [FORECASTER] Completed predict_future for FCF [2025-09-26T23:05:13.545723] [INFO ] [sig ] FCF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:13.704884] [INFO ] [LOCAL ] Saved forecast: FCF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FCF.txt [2025-09-26T23:05:13.705172] [WARN ] [sig ] [622/2043] Failed FCF after 0.3s | 4.23 sym/s | Total: 2.4m | ETA: 5.6m [2025-09-26T23:05:13.705258] [INFO ] [sig ] [623/2043] Forecasting FCN... [2025-09-26T23:05:13.705300] [INFO ] [sig ] Generating forecast for: FCN [2025-09-26T23:05:13.705335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'. [2025-09-26T23:05:13.717183] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCN'. [2025-09-26T23:05:13.717746] [INFO ] [FORECASTER] Starting predict_future for FCN [2025-09-26T23:05:13.745441] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:13.746545] [DEBUG] [LOCAL ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt [2025-09-26T23:05:13.746621] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:13.746694] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:13.746740] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:13.746806] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:13.765479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:13.766699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:13.766822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:13.766887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:13.804619] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:13.804904] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:13.804958] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:13.804990] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:13.809336] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=60.34%) [2025-09-26T23:05:13.809738] [INFO ] [FORECASTER] Completed predict_future for FCN [2025-09-26T23:05:13.809918] [INFO ] [sig ] FCN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:13.961357] [INFO ] [LOCAL ] Saved forecast: FCN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FCN.txt [2025-09-26T23:05:13.961771] [WARN ] [sig ] [623/2043] Failed FCN after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:13.961867] [INFO ] [sig ] [624/2043] Forecasting FCPT... [2025-09-26T23:05:13.961909] [INFO ] [sig ] Generating forecast for: FCPT [2025-09-26T23:05:13.961946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCPT' from 'https://tdm.silogroup.org/data/derivative_storage/FCPT.csv'. [2025-09-26T23:05:13.973948] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCPT'. [2025-09-26T23:05:13.974343] [INFO ] [FORECASTER] Starting predict_future for FCPT [2025-09-26T23:05:14.003988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:14.005026] [DEBUG] [LOCAL ] No optimal features file found for FCPT: ./output/feature-sets/FCPT.txt [2025-09-26T23:05:14.005087] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:14.005125] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:14.005155] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:14.005217] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:14.023335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:14.023969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:14.024060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:14.024094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:14.069919] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:14.070034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:14.070073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:14.070103] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:14.073573] [DEBUG] [FORECASTER] FCPT: Forecast T+1@11:T+2@11: DOWN (p=1.87%) [2025-09-26T23:05:14.073893] [INFO ] [FORECASTER] Completed predict_future for FCPT [2025-09-26T23:05:14.074052] [INFO ] [sig ] FCPT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:14.222477] [INFO ] [LOCAL ] Saved forecast: FCPT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FCPT.txt [2025-09-26T23:05:14.222915] [WARN ] [sig ] [624/2043] Failed FCPT after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:14.223013] [INFO ] [sig ] [625/2043] Forecasting FCT... [2025-09-26T23:05:14.223055] [INFO ] [sig ] Generating forecast for: FCT [2025-09-26T23:05:14.223094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCT' from 'https://tdm.silogroup.org/data/derivative_storage/FCT.csv'. [2025-09-26T23:05:14.235317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCT'. [2025-09-26T23:05:14.235810] [INFO ] [FORECASTER] Starting predict_future for FCT [2025-09-26T23:05:14.266558] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:14.267548] [DEBUG] [LOCAL ] No optimal features file found for FCT: ./output/feature-sets/FCT.txt [2025-09-26T23:05:14.267610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:14.267670] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:14.267724] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:14.267788] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:14.292283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:14.293945] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:14.294097] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:14.294146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:14.346762] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:14.347024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:14.347105] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:14.348031] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:14.354133] [DEBUG] [FORECASTER] FCT: Forecast T+1@11:T+2@11: UP (p=91.80%) [2025-09-26T23:05:14.354715] [INFO ] [FORECASTER] Completed predict_future for FCT [2025-09-26T23:05:14.354985] [INFO ] [sig ] FCT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:14.523556] [INFO ] [LOCAL ] Saved forecast: FCT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FCT.txt [2025-09-26T23:05:14.523871] [WARN ] [sig ] [625/2043] Failed FCT after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:14.523981] [INFO ] [sig ] [626/2043] Forecasting FCX... [2025-09-26T23:05:14.524050] [INFO ] [sig ] Generating forecast for: FCX [2025-09-26T23:05:14.524126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'. [2025-09-26T23:05:14.535027] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FCX'. [2025-09-26T23:05:14.535350] [INFO ] [FORECASTER] Starting predict_future for FCX [2025-09-26T23:05:14.563623] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:14.564639] [DEBUG] [LOCAL ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt [2025-09-26T23:05:14.564735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:14.564782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:14.564812] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:14.564871] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:14.585192] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:14.585865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:14.585961] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:14.586026] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:14.636179] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:14.636341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:14.636398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:14.636430] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:14.640242] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=83.75%) [2025-09-26T23:05:14.640547] [INFO ] [FORECASTER] Completed predict_future for FCX [2025-09-26T23:05:14.640731] [INFO ] [sig ] FCX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:14.792754] [INFO ] [LOCAL ] Saved forecast: FCX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FCX.txt [2025-09-26T23:05:14.792980] [WARN ] [sig ] [626/2043] Failed FCX after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:14.793061] [INFO ] [sig ] [627/2043] Forecasting FDP... [2025-09-26T23:05:14.793101] [INFO ] [sig ] Generating forecast for: FDP [2025-09-26T23:05:14.793134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'. [2025-09-26T23:05:14.803907] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FDP'. [2025-09-26T23:05:14.804226] [INFO ] [FORECASTER] Starting predict_future for FDP [2025-09-26T23:05:14.831707] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:14.832456] [DEBUG] [LOCAL ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt [2025-09-26T23:05:14.832512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:14.832547] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:14.832580] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:14.832679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:14.850953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:14.851797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:14.851907] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:14.851975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:14.898252] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:14.898365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:14.898404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:14.898434] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:14.902087] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=99.08%) [2025-09-26T23:05:14.902375] [INFO ] [FORECASTER] Completed predict_future for FDP [2025-09-26T23:05:14.902539] [INFO ] [sig ] FDP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:15.056617] [INFO ] [LOCAL ] Saved forecast: FDP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FDP.txt [2025-09-26T23:05:15.056886] [WARN ] [sig ] [627/2043] Failed FDP after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:15.056972] [INFO ] [sig ] [628/2043] Forecasting FDS... [2025-09-26T23:05:15.057013] [INFO ] [sig ] Generating forecast for: FDS [2025-09-26T23:05:15.057048] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'. [2025-09-26T23:05:15.067090] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FDS'. [2025-09-26T23:05:15.067388] [INFO ] [FORECASTER] Starting predict_future for FDS [2025-09-26T23:05:15.095496] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:15.096291] [DEBUG] [LOCAL ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt [2025-09-26T23:05:15.096376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:15.096414] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:15.096443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:15.096500] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:15.115228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:15.115869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:15.115958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:15.115993] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:15.166934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:15.167115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:15.167157] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:15.167186] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:15.171438] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=14.31%) [2025-09-26T23:05:15.171857] [INFO ] [FORECASTER] Completed predict_future for FDS [2025-09-26T23:05:15.172037] [INFO ] [sig ] FDS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:15.321193] [INFO ] [LOCAL ] Saved forecast: FDS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FDS.txt [2025-09-26T23:05:15.321407] [WARN ] [sig ] [628/2043] Failed FDS after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:15.321484] [INFO ] [sig ] [629/2043] Forecasting FDX... [2025-09-26T23:05:15.321524] [INFO ] [sig ] Generating forecast for: FDX [2025-09-26T23:05:15.321557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'. [2025-09-26T23:05:15.333531] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FDX'. [2025-09-26T23:05:15.334077] [INFO ] [FORECASTER] Starting predict_future for FDX [2025-09-26T23:05:15.360903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:15.361698] [DEBUG] [LOCAL ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt [2025-09-26T23:05:15.361760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:15.361797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:15.361825] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:15.361885] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:15.379940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:15.380525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:15.380620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:15.380690] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:15.427221] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:15.427382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:15.427422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:15.427452] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:15.431160] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=0.92%) [2025-09-26T23:05:15.431464] [INFO ] [FORECASTER] Completed predict_future for FDX [2025-09-26T23:05:15.431624] [INFO ] [sig ] FDX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:15.581837] [INFO ] [LOCAL ] Saved forecast: FDX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FDX.txt [2025-09-26T23:05:15.582194] [WARN ] [sig ] [629/2043] Failed FDX after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:15.582282] [INFO ] [sig ] [630/2043] Forecasting FE... [2025-09-26T23:05:15.582323] [INFO ] [sig ] Generating forecast for: FE [2025-09-26T23:05:15.582359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'. [2025-09-26T23:05:15.594329] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FE'. [2025-09-26T23:05:15.594849] [INFO ] [FORECASTER] Starting predict_future for FE [2025-09-26T23:05:15.621912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:15.622834] [DEBUG] [LOCAL ] No optimal features file found for FE: ./output/feature-sets/FE.txt [2025-09-26T23:05:15.622894] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:15.622930] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:15.622959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:15.623020] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:15.641071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:15.641965] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:15.642069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:15.642102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:15.689140] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:15.689397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:15.689446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:15.689478] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:15.693576] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=86.50%) [2025-09-26T23:05:15.693936] [INFO ] [FORECASTER] Completed predict_future for FE [2025-09-26T23:05:15.694103] [INFO ] [sig ] FE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:15.846507] [INFO ] [LOCAL ] Saved forecast: FE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FE.txt [2025-09-26T23:05:15.846956] [WARN ] [sig ] [630/2043] Failed FE after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:15.847087] [INFO ] [sig ] [631/2043] Forecasting FERG... [2025-09-26T23:05:15.847130] [INFO ] [sig ] Generating forecast for: FERG [2025-09-26T23:05:15.847166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'. [2025-09-26T23:05:15.858636] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FERG'. [2025-09-26T23:05:15.859012] [INFO ] [FORECASTER] Starting predict_future for FERG [2025-09-26T23:05:15.885559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:15.886401] [DEBUG] [LOCAL ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt [2025-09-26T23:05:15.886464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:15.886501] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:15.886530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:15.886589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:15.904270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:15.904923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:15.905035] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:15.905099] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:15.954368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:15.954526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:15.954566] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:15.954595] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:15.958144] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: DOWN (p=31.44%) [2025-09-26T23:05:15.958448] [INFO ] [FORECASTER] Completed predict_future for FERG [2025-09-26T23:05:15.958608] [INFO ] [sig ] FERG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:16.103851] [INFO ] [LOCAL ] Saved forecast: FERG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FERG.txt [2025-09-26T23:05:16.104195] [WARN ] [sig ] [631/2043] Failed FERG after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:16.104275] [INFO ] [sig ] [632/2043] Forecasting FET... [2025-09-26T23:05:16.104315] [INFO ] [sig ] Generating forecast for: FET [2025-09-26T23:05:16.104350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FET' from 'https://tdm.silogroup.org/data/derivative_storage/FET.csv'. [2025-09-26T23:05:16.116263] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FET'. [2025-09-26T23:05:16.116668] [INFO ] [FORECASTER] Starting predict_future for FET [2025-09-26T23:05:16.143226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:16.144058] [DEBUG] [LOCAL ] No optimal features file found for FET: ./output/feature-sets/FET.txt [2025-09-26T23:05:16.144118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:16.144153] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:16.144182] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:16.144242] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:16.162080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:16.162796] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:16.162892] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:16.162987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:16.213321] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:16.213552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:16.213606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:16.213686] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:16.217929] [DEBUG] [FORECASTER] FET: Forecast T+1@11:T+2@11: UP (p=88.25%) [2025-09-26T23:05:16.218266] [INFO ] [FORECASTER] Completed predict_future for FET [2025-09-26T23:05:16.218436] [INFO ] [sig ] FET: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:16.370561] [INFO ] [LOCAL ] Saved forecast: FET 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FET.txt [2025-09-26T23:05:16.371363] [WARN ] [sig ] [632/2043] Failed FET after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:16.371463] [INFO ] [sig ] [633/2043] Forecasting FF... [2025-09-26T23:05:16.371506] [INFO ] [sig ] Generating forecast for: FF [2025-09-26T23:05:16.371546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'. [2025-09-26T23:05:16.384533] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FF'. [2025-09-26T23:05:16.385121] [INFO ] [FORECASTER] Starting predict_future for FF [2025-09-26T23:05:16.412285] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:16.413219] [DEBUG] [LOCAL ] No optimal features file found for FF: ./output/feature-sets/FF.txt [2025-09-26T23:05:16.413278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:16.413314] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:16.413343] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:16.413403] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:16.431191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:16.431889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:16.431984] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:16.432019] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:16.477173] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:16.477415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:16.477465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:16.477496] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:16.481781] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=84.35%) [2025-09-26T23:05:16.482108] [INFO ] [FORECASTER] Completed predict_future for FF [2025-09-26T23:05:16.482284] [INFO ] [sig ] FF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:16.627554] [INFO ] [LOCAL ] Saved forecast: FF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FF.txt [2025-09-26T23:05:16.627985] [WARN ] [sig ] [633/2043] Failed FF after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:16.628073] [INFO ] [sig ] [634/2043] Forecasting FFA... [2025-09-26T23:05:16.628112] [INFO ] [sig ] Generating forecast for: FFA [2025-09-26T23:05:16.628149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'. [2025-09-26T23:05:16.640041] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FFA'. [2025-09-26T23:05:16.640432] [INFO ] [FORECASTER] Starting predict_future for FFA [2025-09-26T23:05:16.667015] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:16.667885] [DEBUG] [LOCAL ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt [2025-09-26T23:05:16.667944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:16.667980] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:16.668008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:16.668068] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:16.685918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:16.686717] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:16.686819] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:16.686855] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:16.727902] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:16.728153] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:16.728204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:16.728234] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:16.732519] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: UP (p=78.89%) [2025-09-26T23:05:16.732894] [INFO ] [FORECASTER] Completed predict_future for FFA [2025-09-26T23:05:16.733072] [INFO ] [sig ] FFA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:16.882749] [INFO ] [LOCAL ] Saved forecast: FFA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FFA.txt [2025-09-26T23:05:16.883517] [WARN ] [sig ] [634/2043] Failed FFA after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:16.883614] [INFO ] [sig ] [635/2043] Forecasting FFC... [2025-09-26T23:05:16.883693] [INFO ] [sig ] Generating forecast for: FFC [2025-09-26T23:05:16.883747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'. [2025-09-26T23:05:16.895945] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FFC'. [2025-09-26T23:05:16.896378] [INFO ] [FORECASTER] Starting predict_future for FFC [2025-09-26T23:05:16.923396] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:16.924226] [DEBUG] [LOCAL ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt [2025-09-26T23:05:16.924284] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:16.924320] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:16.924349] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:16.924409] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:16.942110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:16.942845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:16.942941] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:16.942976] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:16.988027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:16.988286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:16.988334] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:16.988363] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:16.992515] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=26.22%) [2025-09-26T23:05:16.992888] [INFO ] [FORECASTER] Completed predict_future for FFC [2025-09-26T23:05:16.993072] [INFO ] [sig ] FFC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:17.149500] [INFO ] [LOCAL ] Saved forecast: FFC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FFC.txt [2025-09-26T23:05:17.150463] [WARN ] [sig ] [635/2043] Failed FFC after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.6m [2025-09-26T23:05:17.150588] [INFO ] [sig ] [636/2043] Forecasting FFWM... [2025-09-26T23:05:17.150745] [INFO ] [sig ] Generating forecast for: FFWM [2025-09-26T23:05:17.150820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'. [2025-09-26T23:05:17.157883] [WARN ] [REMOTE ] Historical data not found for symbol 'FFWM' (404). [2025-09-26T23:05:17.158108] [FATAL] [sig ] FFWM: No historical data fetched. [2025-09-26T23:05:17.158221] [WARN ] [sig ] [636/2043] Failed FFWM after 0.0s | 4.23 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:17.158337] [INFO ] [sig ] [637/2043] Forecasting FG... [2025-09-26T23:05:17.158418] [INFO ] [sig ] Generating forecast for: FG [2025-09-26T23:05:17.158493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'. [2025-09-26T23:05:17.169138] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FG'. [2025-09-26T23:05:17.169541] [INFO ] [FORECASTER] Starting predict_future for FG [2025-09-26T23:05:17.197505] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:17.198405] [DEBUG] [LOCAL ] No optimal features file found for FG: ./output/feature-sets/FG.txt [2025-09-26T23:05:17.198465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:17.198502] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:17.198531] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:17.198593] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:17.217450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:17.218176] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:17.218279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:17.218316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:17.265682] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:17.265923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:17.265970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:17.266001] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:17.270180] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=20.79%) [2025-09-26T23:05:17.270504] [INFO ] [FORECASTER] Completed predict_future for FG [2025-09-26T23:05:17.270703] [INFO ] [sig ] FG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:17.416424] [INFO ] [LOCAL ] Saved forecast: FG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FG.txt [2025-09-26T23:05:17.416945] [WARN ] [sig ] [637/2043] Failed FG after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:17.417044] [INFO ] [sig ] [638/2043] Forecasting FGN... [2025-09-26T23:05:17.417083] [INFO ] [sig ] Generating forecast for: FGN [2025-09-26T23:05:17.417119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FGN' from 'https://tdm.silogroup.org/data/derivative_storage/FGN.csv'. [2025-09-26T23:05:17.428498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FGN'. [2025-09-26T23:05:17.428859] [INFO ] [FORECASTER] Starting predict_future for FGN [2025-09-26T23:05:17.455390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:17.456153] [DEBUG] [LOCAL ] No optimal features file found for FGN: ./output/feature-sets/FGN.txt [2025-09-26T23:05:17.456211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:17.456246] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:17.456274] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:17.456358] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:17.474507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:17.475123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:17.475219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:17.475254] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:17.522189] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:17.522356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:17.522408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:17.522509] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:17.526742] [DEBUG] [FORECASTER] FGN: Forecast T+1@11:T+2@11: DOWN (p=49.62%) [2025-09-26T23:05:17.527077] [INFO ] [FORECASTER] Completed predict_future for FGN [2025-09-26T23:05:17.527243] [INFO ] [sig ] FGN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:17.674682] [INFO ] [LOCAL ] Saved forecast: FGN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FGN.txt [2025-09-26T23:05:17.675004] [WARN ] [sig ] [638/2043] Failed FGN after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:17.675086] [INFO ] [sig ] [639/2043] Forecasting FHI... [2025-09-26T23:05:17.675126] [INFO ] [sig ] Generating forecast for: FHI [2025-09-26T23:05:17.675172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'. [2025-09-26T23:05:17.690250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FHI'. [2025-09-26T23:05:17.690959] [INFO ] [FORECASTER] Starting predict_future for FHI [2025-09-26T23:05:17.718081] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:17.718990] [DEBUG] [LOCAL ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt [2025-09-26T23:05:17.719052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:17.719089] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:17.719119] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:17.719179] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:17.736945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:17.737585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:17.737703] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:17.737757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:17.779359] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:17.779603] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:17.779672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:17.779729] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:17.783818] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=23.91%) [2025-09-26T23:05:17.784133] [INFO ] [FORECASTER] Completed predict_future for FHI [2025-09-26T23:05:17.784297] [INFO ] [sig ] FHI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:17.931331] [INFO ] [LOCAL ] Saved forecast: FHI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FHI.txt [2025-09-26T23:05:17.931825] [WARN ] [sig ] [639/2043] Failed FHI after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:17.931939] [INFO ] [sig ] [640/2043] Forecasting FHN... [2025-09-26T23:05:17.931987] [INFO ] [sig ] Generating forecast for: FHN [2025-09-26T23:05:17.932025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'. [2025-09-26T23:05:17.944553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FHN'. [2025-09-26T23:05:17.945181] [INFO ] [FORECASTER] Starting predict_future for FHN [2025-09-26T23:05:17.974339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:17.975353] [DEBUG] [LOCAL ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt [2025-09-26T23:05:17.975465] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:17.975510] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:17.975542] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:17.975602] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:17.995078] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:17.996214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:17.996348] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:17.996405] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:18.045500] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:18.045755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:18.045815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:18.045848] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:18.050250] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: UP (p=97.53%) [2025-09-26T23:05:18.050601] [INFO ] [FORECASTER] Completed predict_future for FHN [2025-09-26T23:05:18.050811] [INFO ] [sig ] FHN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:18.206463] [INFO ] [LOCAL ] Saved forecast: FHN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FHN.txt [2025-09-26T23:05:18.206887] [WARN ] [sig ] [640/2043] Failed FHN after 0.3s | 4.23 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:18.206989] [INFO ] [sig ] [641/2043] Forecasting FI... [2025-09-26T23:05:18.207030] [INFO ] [sig ] Generating forecast for: FI [2025-09-26T23:05:18.207068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FI' from 'https://tdm.silogroup.org/data/derivative_storage/FI.csv'. [2025-09-26T23:05:18.220719] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FI'. [2025-09-26T23:05:18.221201] [INFO ] [FORECASTER] Starting predict_future for FI [2025-09-26T23:05:18.253339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:18.254510] [DEBUG] [LOCAL ] No optimal features file found for FI: ./output/feature-sets/FI.txt [2025-09-26T23:05:18.254572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:18.254609] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:18.254638] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:18.254746] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:18.275288] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:18.276194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:18.276336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:18.276404] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:18.326683] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:18.326874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:18.326920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:18.326950] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:18.331015] [DEBUG] [FORECASTER] FI: Forecast T+1@11:T+2@11: DOWN (p=0.78%) [2025-09-26T23:05:18.331420] [INFO ] [FORECASTER] Completed predict_future for FI [2025-09-26T23:05:18.331621] [INFO ] [sig ] FI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:18.491042] [INFO ] [LOCAL ] Saved forecast: FI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FI.txt [2025-09-26T23:05:18.491429] [WARN ] [sig ] [641/2043] Failed FI after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:18.491517] [INFO ] [sig ] [642/2043] Forecasting FICO... [2025-09-26T23:05:18.491568] [INFO ] [sig ] Generating forecast for: FICO [2025-09-26T23:05:18.491637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'. [2025-09-26T23:05:18.503339] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FICO'. [2025-09-26T23:05:18.503782] [INFO ] [FORECASTER] Starting predict_future for FICO [2025-09-26T23:05:18.532439] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:18.533317] [DEBUG] [LOCAL ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt [2025-09-26T23:05:18.533377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:18.533437] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:18.533479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:18.533541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:18.552395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:18.553085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:18.553180] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:18.553215] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:18.600063] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:18.600228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:18.600271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:18.600302] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:18.604156] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=0.31%) [2025-09-26T23:05:18.604464] [INFO ] [FORECASTER] Completed predict_future for FICO [2025-09-26T23:05:18.604620] [INFO ] [sig ] FICO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:18.758994] [INFO ] [LOCAL ] Saved forecast: FICO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FICO.txt [2025-09-26T23:05:18.759274] [WARN ] [sig ] [642/2043] Failed FICO after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:18.759360] [INFO ] [sig ] [643/2043] Forecasting FIGS... [2025-09-26T23:05:18.759401] [INFO ] [sig ] Generating forecast for: FIGS [2025-09-26T23:05:18.759438] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'. [2025-09-26T23:05:18.771726] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIGS'. [2025-09-26T23:05:18.772191] [INFO ] [FORECASTER] Starting predict_future for FIGS [2025-09-26T23:05:18.800239] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:18.801237] [DEBUG] [LOCAL ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt [2025-09-26T23:05:18.801309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:18.801350] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:18.801380] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:18.801440] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:18.820275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:18.821254] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:18.821356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:18.821391] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:18.867578] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:18.867801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:18.867857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:18.868370] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:18.872866] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=3.66%) [2025-09-26T23:05:18.873247] [INFO ] [FORECASTER] Completed predict_future for FIGS [2025-09-26T23:05:18.873421] [INFO ] [sig ] FIGS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:19.027581] [INFO ] [LOCAL ] Saved forecast: FIGS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FIGS.txt [2025-09-26T23:05:19.027897] [WARN ] [sig ] [643/2043] Failed FIGS after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:19.028025] [INFO ] [sig ] [644/2043] Forecasting FIHL... [2025-09-26T23:05:19.028079] [INFO ] [sig ] Generating forecast for: FIHL [2025-09-26T23:05:19.028116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'. [2025-09-26T23:05:19.039019] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIHL'. [2025-09-26T23:05:19.039466] [INFO ] [FORECASTER] Starting predict_future for FIHL [2025-09-26T23:05:19.067280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:19.068241] [DEBUG] [LOCAL ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt [2025-09-26T23:05:19.068306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:19.068346] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:19.068375] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:19.068433] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:19.087594] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:19.088545] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:19.088662] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:19.088762] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:19.132950] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:19.133155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:19.133206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:19.133238] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:19.137294] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: UP (p=82.55%) [2025-09-26T23:05:19.137635] [INFO ] [FORECASTER] Completed predict_future for FIHL [2025-09-26T23:05:19.137836] [INFO ] [sig ] FIHL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:19.293863] [INFO ] [LOCAL ] Saved forecast: FIHL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FIHL.txt [2025-09-26T23:05:19.294189] [WARN ] [sig ] [644/2043] Failed FIHL after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:19.294278] [INFO ] [sig ] [645/2043] Forecasting FINS... [2025-09-26T23:05:19.294320] [INFO ] [sig ] Generating forecast for: FINS [2025-09-26T23:05:19.294356] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'. [2025-09-26T23:05:19.305001] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'FINS'. [2025-09-26T23:05:19.305355] [INFO ] [FORECASTER] Starting predict_future for FINS [2025-09-26T23:05:19.332929] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:19.333938] [DEBUG] [LOCAL ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt [2025-09-26T23:05:19.334004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:19.334042] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:19.334071] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:19.334131] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:19.353450] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:19.354191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:19.354284] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:19.354321] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:19.397290] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:19.397446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:19.397488] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:19.397521] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:19.401243] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=71.22%) [2025-09-26T23:05:19.401533] [INFO ] [FORECASTER] Completed predict_future for FINS [2025-09-26T23:05:19.401713] [INFO ] [sig ] FINS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:19.556141] [INFO ] [LOCAL ] Saved forecast: FINS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FINS.txt [2025-09-26T23:05:19.556472] [WARN ] [sig ] [645/2043] Failed FINS after 0.3s | 4.22 sym/s | Total: 2.5m | ETA: 5.5m [2025-09-26T23:05:19.556564] [INFO ] [sig ] [646/2043] Forecasting FINV... [2025-09-26T23:05:19.556605] [INFO ] [sig ] Generating forecast for: FINV [2025-09-26T23:05:19.556664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FINV' from 'https://tdm.silogroup.org/data/derivative_storage/FINV.csv'. [2025-09-26T23:05:19.570363] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FINV'. [2025-09-26T23:05:19.570806] [INFO ] [FORECASTER] Starting predict_future for FINV [2025-09-26T23:05:19.598189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:19.599070] [DEBUG] [LOCAL ] No optimal features file found for FINV: ./output/feature-sets/FINV.txt [2025-09-26T23:05:19.599129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:19.599165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:19.599195] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:19.599254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:19.618116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:19.618911] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:19.619009] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:19.619044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:19.663362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:19.663560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:19.663607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:19.663637] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:19.667548] [DEBUG] [FORECASTER] FINV: Forecast T+1@11:T+2@11: DOWN (p=6.25%) [2025-09-26T23:05:19.667877] [INFO ] [FORECASTER] Completed predict_future for FINV [2025-09-26T23:05:19.668037] [INFO ] [sig ] FINV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:19.825666] [INFO ] [LOCAL ] Saved forecast: FINV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FINV.txt [2025-09-26T23:05:19.825981] [WARN ] [sig ] [646/2043] Failed FINV after 0.3s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:19.826063] [INFO ] [sig ] [647/2043] Forecasting FIS... [2025-09-26T23:05:19.826106] [INFO ] [sig ] Generating forecast for: FIS [2025-09-26T23:05:19.826139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'. [2025-09-26T23:05:19.838208] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FIS'. [2025-09-26T23:05:19.838856] [INFO ] [FORECASTER] Starting predict_future for FIS [2025-09-26T23:05:19.868197] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:19.869098] [DEBUG] [LOCAL ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt [2025-09-26T23:05:19.869158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:19.869195] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:19.869224] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:19.869283] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:19.887396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:19.888326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:19.888418] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:19.888454] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:19.934841] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:19.935068] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:19.935147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:19.935197] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:19.939419] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=7.66%) [2025-09-26T23:05:19.939906] [INFO ] [FORECASTER] Completed predict_future for FIS [2025-09-26T23:05:19.940129] [INFO ] [sig ] FIS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:20.104119] [INFO ] [LOCAL ] Saved forecast: FIS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FIS.txt [2025-09-26T23:05:20.104413] [WARN ] [sig ] [647/2043] Failed FIS after 0.3s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:20.104506] [INFO ] [sig ] [648/2043] Forecasting FIX... [2025-09-26T23:05:20.104570] [INFO ] [sig ] Generating forecast for: FIX [2025-09-26T23:05:20.104668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'. [2025-09-26T23:05:20.117757] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'FIX'. [2025-09-26T23:05:20.118182] [INFO ] [FORECASTER] Starting predict_future for FIX [2025-09-26T23:05:20.146060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:20.146992] [DEBUG] [LOCAL ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt [2025-09-26T23:05:20.147051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:20.147086] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:20.147115] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:20.147173] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:20.165406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:20.166455] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:20.166559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:20.166601] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:20.210570] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:20.210856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:20.210919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:20.210952] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:20.214748] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=34.58%) [2025-09-26T23:05:20.215047] [INFO ] [FORECASTER] Completed predict_future for FIX [2025-09-26T23:05:20.215204] [INFO ] [sig ] FIX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:20.364508] [INFO ] [LOCAL ] Saved forecast: FIX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FIX.txt [2025-09-26T23:05:20.364799] [WARN ] [sig ] [648/2043] Failed FIX after 0.3s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:20.364889] [INFO ] [sig ] [649/2043] Forecasting FLC... [2025-09-26T23:05:20.364934] [INFO ] [sig ] Generating forecast for: FLC [2025-09-26T23:05:20.364980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLC' from 'https://tdm.silogroup.org/data/derivative_storage/FLC.csv'. [2025-09-26T23:05:20.376465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLC'. [2025-09-26T23:05:20.376820] [INFO ] [FORECASTER] Starting predict_future for FLC [2025-09-26T23:05:20.405186] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:20.406117] [DEBUG] [LOCAL ] No optimal features file found for FLC: ./output/feature-sets/FLC.txt [2025-09-26T23:05:20.406179] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:20.406217] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:20.406246] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:20.406328] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:20.424553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:20.425313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:20.425414] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:20.425460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:20.470327] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:20.470526] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:20.470612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:20.470705] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:20.474847] [DEBUG] [FORECASTER] FLC: Forecast T+1@11:T+2@11: DOWN (p=1.77%) [2025-09-26T23:05:20.475149] [INFO ] [FORECASTER] Completed predict_future for FLC [2025-09-26T23:05:20.475296] [INFO ] [sig ] FLC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:20.623999] [INFO ] [LOCAL ] Saved forecast: FLC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FLC.txt [2025-09-26T23:05:20.624247] [WARN ] [sig ] [649/2043] Failed FLC after 0.3s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:20.624328] [INFO ] [sig ] [650/2043] Forecasting FLG... [2025-09-26T23:05:20.624369] [INFO ] [sig ] Generating forecast for: FLG [2025-09-26T23:05:20.624403] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLG' from 'https://tdm.silogroup.org/data/derivative_storage/FLG.csv'. [2025-09-26T23:05:20.634890] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLG'. [2025-09-26T23:05:20.635211] [INFO ] [FORECASTER] Starting predict_future for FLG [2025-09-26T23:05:20.662012] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:20.662861] [DEBUG] [LOCAL ] No optimal features file found for FLG: ./output/feature-sets/FLG.txt [2025-09-26T23:05:20.662920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:20.662956] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:20.662986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:20.663045] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:20.683330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:20.684027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:20.684118] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:20.684205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:20.730193] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:20.730374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:20.730427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:20.730458] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:20.734333] [DEBUG] [FORECASTER] FLG: Forecast T+1@11:T+2@11: DOWN (p=19.40%) [2025-09-26T23:05:20.734624] [INFO ] [FORECASTER] Completed predict_future for FLG [2025-09-26T23:05:20.734825] [INFO ] [sig ] FLG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:20.909895] [INFO ] [LOCAL ] Saved forecast: FLG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FLG.txt [2025-09-26T23:05:20.910165] [WARN ] [sig ] [650/2043] Failed FLG after 0.3s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:20.910257] [INFO ] [sig ] [651/2043] Forecasting FLNG... [2025-09-26T23:05:20.910321] [INFO ] [sig ] Generating forecast for: FLNG [2025-09-26T23:05:20.910360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'. [2025-09-26T23:05:20.920838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLNG'. [2025-09-26T23:05:20.921157] [INFO ] [FORECASTER] Starting predict_future for FLNG [2025-09-26T23:05:20.947056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:20.947841] [DEBUG] [LOCAL ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt [2025-09-26T23:05:20.947898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:20.947932] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:20.947959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:20.948018] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:20.966686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:20.967298] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:20.967385] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:20.967420] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:21.009505] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:21.009610] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:21.009675] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:21.009726] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:21.013020] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: DOWN (p=48.41%) [2025-09-26T23:05:21.013309] [INFO ] [FORECASTER] Completed predict_future for FLNG [2025-09-26T23:05:21.013453] [INFO ] [sig ] FLNG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:21.159033] [INFO ] [LOCAL ] Saved forecast: FLNG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FLNG.txt [2025-09-26T23:05:21.159271] [WARN ] [sig ] [651/2043] Failed FLNG after 0.2s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:21.159348] [INFO ] [sig ] [652/2043] Forecasting FLO... [2025-09-26T23:05:21.159388] [INFO ] [sig ] Generating forecast for: FLO [2025-09-26T23:05:21.159421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'. [2025-09-26T23:05:21.170230] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLO'. [2025-09-26T23:05:21.170709] [INFO ] [FORECASTER] Starting predict_future for FLO [2025-09-26T23:05:21.198101] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:21.199115] [DEBUG] [LOCAL ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt [2025-09-26T23:05:21.199180] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:21.199226] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:21.199261] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:21.199327] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:21.219444] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:21.220345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:21.220441] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:21.220483] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:21.264398] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:21.264588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:21.264634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:21.264708] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:21.268544] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=40.16%) [2025-09-26T23:05:21.268865] [INFO ] [FORECASTER] Completed predict_future for FLO [2025-09-26T23:05:21.269019] [INFO ] [sig ] FLO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:21.422323] [INFO ] [LOCAL ] Saved forecast: FLO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FLO.txt [2025-09-26T23:05:21.422564] [WARN ] [sig ] [652/2043] Failed FLO after 0.3s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:21.422667] [INFO ] [sig ] [653/2043] Forecasting FLR... [2025-09-26T23:05:21.422725] [INFO ] [sig ] Generating forecast for: FLR [2025-09-26T23:05:21.422772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLR' from 'https://tdm.silogroup.org/data/derivative_storage/FLR.csv'. [2025-09-26T23:05:21.432955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLR'. [2025-09-26T23:05:21.433297] [INFO ] [FORECASTER] Starting predict_future for FLR [2025-09-26T23:05:21.460927] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:21.461993] [DEBUG] [LOCAL ] No optimal features file found for FLR: ./output/feature-sets/FLR.txt [2025-09-26T23:05:21.462056] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:21.462092] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:21.462122] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:21.462219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:21.481861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:21.482630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:21.482749] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:21.482794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:21.527816] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:21.528008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:21.528053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:21.528084] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:21.531981] [DEBUG] [FORECASTER] FLR: Forecast T+1@11:T+2@11: UP (p=89.70%) [2025-09-26T23:05:21.532277] [INFO ] [FORECASTER] Completed predict_future for FLR [2025-09-26T23:05:21.532435] [INFO ] [sig ] FLR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:21.688634] [INFO ] [LOCAL ] Saved forecast: FLR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FLR.txt [2025-09-26T23:05:21.689034] [WARN ] [sig ] [653/2043] Failed FLR after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:21.689104] [INFO ] [sig ] [654/2043] Forecasting FLS... [2025-09-26T23:05:21.689140] [INFO ] [sig ] Generating forecast for: FLS [2025-09-26T23:05:21.689174] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'. [2025-09-26T23:05:21.700859] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLS'. [2025-09-26T23:05:21.701201] [INFO ] [FORECASTER] Starting predict_future for FLS [2025-09-26T23:05:21.731124] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:21.732083] [DEBUG] [LOCAL ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt [2025-09-26T23:05:21.732148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:21.732185] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:21.732214] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:21.732274] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:21.751362] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:21.752466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:21.752570] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:21.752607] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:21.795310] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:21.795439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:21.795478] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:21.795508] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:21.799095] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=12.87%) [2025-09-26T23:05:21.799382] [INFO ] [FORECASTER] Completed predict_future for FLS [2025-09-26T23:05:21.799526] [INFO ] [sig ] FLS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:21.971904] [INFO ] [LOCAL ] Saved forecast: FLS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FLS.txt [2025-09-26T23:05:21.972143] [WARN ] [sig ] [654/2043] Failed FLS after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:21.972220] [INFO ] [sig ] [655/2043] Forecasting FLUT... [2025-09-26T23:05:21.972260] [INFO ] [sig ] Generating forecast for: FLUT [2025-09-26T23:05:21.972292] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLUT' from 'https://tdm.silogroup.org/data/derivative_storage/FLUT.csv'. [2025-09-26T23:05:21.983331] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLUT'. [2025-09-26T23:05:21.983663] [INFO ] [FORECASTER] Starting predict_future for FLUT [2025-09-26T23:05:22.010685] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:22.011458] [DEBUG] [LOCAL ] No optimal features file found for FLUT: ./output/feature-sets/FLUT.txt [2025-09-26T23:05:22.011525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:22.011613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:22.011685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:22.011764] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:22.030453] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:22.031068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:22.031157] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:22.031192] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:22.072603] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:22.072763] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:22.072814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:22.072844] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:22.076486] [DEBUG] [FORECASTER] FLUT: Forecast T+1@11:T+2@11: DOWN (p=12.96%) [2025-09-26T23:05:22.076827] [INFO ] [FORECASTER] Completed predict_future for FLUT [2025-09-26T23:05:22.076993] [INFO ] [sig ] FLUT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:22.232812] [INFO ] [LOCAL ] Saved forecast: FLUT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FLUT.txt [2025-09-26T23:05:22.233054] [WARN ] [sig ] [655/2043] Failed FLUT after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:22.233131] [INFO ] [sig ] [656/2043] Forecasting FLXR... [2025-09-26T23:05:22.233171] [INFO ] [sig ] Generating forecast for: FLXR [2025-09-26T23:05:22.233206] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FLXR' from 'https://tdm.silogroup.org/data/derivative_storage/FLXR.csv'. [2025-09-26T23:05:22.243331] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FLXR'. [2025-09-26T23:05:22.243627] [INFO ] [FORECASTER] Starting predict_future for FLXR [2025-09-26T23:05:22.270039] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:22.270830] [DEBUG] [LOCAL ] No optimal features file found for FLXR: ./output/feature-sets/FLXR.txt [2025-09-26T23:05:22.270887] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:22.270922] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:22.270951] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:22.271009] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:22.290174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:22.290972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:22.291071] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:22.291112] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:22.328941] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:22.329063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:22.329101] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:22.329132] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:22.332592] [DEBUG] [FORECASTER] FLXR: Forecast T+1@11:T+2@11: UP (p=97.34%) [2025-09-26T23:05:22.332909] [INFO ] [FORECASTER] Completed predict_future for FLXR [2025-09-26T23:05:22.333057] [INFO ] [sig ] FLXR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:22.502082] [INFO ] [LOCAL ] Saved forecast: FLXR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FLXR.txt [2025-09-26T23:05:22.502423] [WARN ] [sig ] [656/2043] Failed FLXR after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:22.502527] [INFO ] [sig ] [657/2043] Forecasting FMC... [2025-09-26T23:05:22.502599] [INFO ] [sig ] Generating forecast for: FMC [2025-09-26T23:05:22.502676] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'. [2025-09-26T23:05:22.515398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMC'. [2025-09-26T23:05:22.515903] [INFO ] [FORECASTER] Starting predict_future for FMC [2025-09-26T23:05:22.545748] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:22.546685] [DEBUG] [LOCAL ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt [2025-09-26T23:05:22.546748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:22.546853] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:22.546893] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:22.546953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:22.565745] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:22.566614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:22.566734] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:22.566778] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:22.607890] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:22.608117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:22.608175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:22.608208] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:22.612053] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=9.23%) [2025-09-26T23:05:22.612355] [INFO ] [FORECASTER] Completed predict_future for FMC [2025-09-26T23:05:22.612506] [INFO ] [sig ] FMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:22.762801] [INFO ] [LOCAL ] Saved forecast: FMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FMC.txt [2025-09-26T23:05:22.763106] [WARN ] [sig ] [657/2043] Failed FMC after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:22.763200] [INFO ] [sig ] [658/2043] Forecasting FMN... [2025-09-26T23:05:22.763252] [INFO ] [sig ] Generating forecast for: FMN [2025-09-26T23:05:22.763289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'. [2025-09-26T23:05:22.773690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMN'. [2025-09-26T23:05:22.774049] [INFO ] [FORECASTER] Starting predict_future for FMN [2025-09-26T23:05:22.802166] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:22.803076] [DEBUG] [LOCAL ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt [2025-09-26T23:05:22.803143] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:22.803180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:22.803209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:22.803278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:22.822778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:22.823491] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:22.823583] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:22.823620] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:22.865016] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:22.865166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:22.865210] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:22.865241] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:22.869233] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: UP (p=85.76%) [2025-09-26T23:05:22.869566] [INFO ] [FORECASTER] Completed predict_future for FMN [2025-09-26T23:05:22.869752] [INFO ] [sig ] FMN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:23.022136] [INFO ] [LOCAL ] Saved forecast: FMN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FMN.txt [2025-09-26T23:05:23.022382] [WARN ] [sig ] [658/2043] Failed FMN after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:23.022464] [INFO ] [sig ] [659/2043] Forecasting FMS... [2025-09-26T23:05:23.022505] [INFO ] [sig ] Generating forecast for: FMS [2025-09-26T23:05:23.022542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'. [2025-09-26T23:05:23.033631] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMS'. [2025-09-26T23:05:23.034082] [INFO ] [FORECASTER] Starting predict_future for FMS [2025-09-26T23:05:23.061168] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:23.061927] [DEBUG] [LOCAL ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt [2025-09-26T23:05:23.061984] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:23.062019] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:23.062048] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:23.062106] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:23.080957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:23.081564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:23.081673] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:23.081728] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:23.120637] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:23.120759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:23.120799] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:23.120828] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:23.124070] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=36.05%) [2025-09-26T23:05:23.124365] [INFO ] [FORECASTER] Completed predict_future for FMS [2025-09-26T23:05:23.124510] [INFO ] [sig ] FMS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:23.269211] [INFO ] [LOCAL ] Saved forecast: FMS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FMS.txt [2025-09-26T23:05:23.269468] [WARN ] [sig ] [659/2043] Failed FMS after 0.2s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:23.269546] [INFO ] [sig ] [660/2043] Forecasting FMX... [2025-09-26T23:05:23.269586] [INFO ] [sig ] Generating forecast for: FMX [2025-09-26T23:05:23.269619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'. [2025-09-26T23:05:23.280393] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FMX'. [2025-09-26T23:05:23.280818] [INFO ] [FORECASTER] Starting predict_future for FMX [2025-09-26T23:05:23.308226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:23.309168] [DEBUG] [LOCAL ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt [2025-09-26T23:05:23.309231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:23.309270] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:23.309299] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:23.309358] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:23.327793] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:23.328636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:23.328805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:23.328843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:23.371038] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:23.371228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:23.371272] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:23.371302] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:23.375770] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=37.41%) [2025-09-26T23:05:23.376107] [INFO ] [FORECASTER] Completed predict_future for FMX [2025-09-26T23:05:23.376268] [INFO ] [sig ] FMX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:23.529357] [INFO ] [LOCAL ] Saved forecast: FMX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FMX.txt [2025-09-26T23:05:23.529734] [WARN ] [sig ] [660/2043] Failed FMX after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:23.529827] [INFO ] [sig ] [661/2043] Forecasting FMY... [2025-09-26T23:05:23.529869] [INFO ] [sig ] Generating forecast for: FMY [2025-09-26T23:05:23.529904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FMY' from 'https://tdm.silogroup.org/data/derivative_storage/FMY.csv'. [2025-09-26T23:05:23.535537] [WARN ] [REMOTE ] Historical data not found for symbol 'FMY' (404). [2025-09-26T23:05:23.535895] [FATAL] [sig ] FMY: No historical data fetched. [2025-09-26T23:05:23.535995] [WARN ] [sig ] [661/2043] Failed FMY after 0.0s | 4.22 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:23.536067] [INFO ] [sig ] [662/2043] Forecasting FN... [2025-09-26T23:05:23.536108] [INFO ] [sig ] Generating forecast for: FN [2025-09-26T23:05:23.536140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'. [2025-09-26T23:05:23.546628] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FN'. [2025-09-26T23:05:23.547107] [INFO ] [FORECASTER] Starting predict_future for FN [2025-09-26T23:05:23.575920] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:23.576956] [DEBUG] [LOCAL ] No optimal features file found for FN: ./output/feature-sets/FN.txt [2025-09-26T23:05:23.577022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:23.577060] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:23.577091] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:23.577151] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:23.596617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:23.597588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:23.597720] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:23.597770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:23.639547] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:23.639761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:23.639820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:23.639854] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:23.643985] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: UP (p=51.54%) [2025-09-26T23:05:23.644424] [INFO ] [FORECASTER] Completed predict_future for FN [2025-09-26T23:05:23.644600] [INFO ] [sig ] FN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:23.813893] [INFO ] [LOCAL ] Saved forecast: FN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FN.txt [2025-09-26T23:05:23.814450] [WARN ] [sig ] [662/2043] Failed FN after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:23.814542] [INFO ] [sig ] [663/2043] Forecasting FND... [2025-09-26T23:05:23.814584] [INFO ] [sig ] Generating forecast for: FND [2025-09-26T23:05:23.814620] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'. [2025-09-26T23:05:23.832573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FND'. [2025-09-26T23:05:23.833164] [INFO ] [FORECASTER] Starting predict_future for FND [2025-09-26T23:05:23.862862] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:23.863804] [DEBUG] [LOCAL ] No optimal features file found for FND: ./output/feature-sets/FND.txt [2025-09-26T23:05:23.863866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:23.863903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:23.863933] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:23.863992] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:23.883591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:23.884676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:23.884779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:23.884816] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:23.923735] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:23.923916] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:23.923966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:23.923999] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:23.928130] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: DOWN (p=19.54%) [2025-09-26T23:05:23.928451] [INFO ] [FORECASTER] Completed predict_future for FND [2025-09-26T23:05:23.928603] [INFO ] [sig ] FND: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:24.085992] [INFO ] [LOCAL ] Saved forecast: FND 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FND.txt [2025-09-26T23:05:24.086278] [WARN ] [sig ] [663/2043] Failed FND after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:24.086377] [INFO ] [sig ] [664/2043] Forecasting FNF... [2025-09-26T23:05:24.086427] [INFO ] [sig ] Generating forecast for: FNF [2025-09-26T23:05:24.086462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'. [2025-09-26T23:05:24.098444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FNF'. [2025-09-26T23:05:24.098947] [INFO ] [FORECASTER] Starting predict_future for FNF [2025-09-26T23:05:24.127601] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:24.128484] [DEBUG] [LOCAL ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt [2025-09-26T23:05:24.128543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:24.128579] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:24.128607] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:24.128689] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:24.147996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:24.148798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:24.148890] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:24.148925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:24.188193] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:24.188362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:24.188405] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:24.188435] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:24.192243] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: UP (p=78.54%) [2025-09-26T23:05:24.192566] [INFO ] [FORECASTER] Completed predict_future for FNF [2025-09-26T23:05:24.192751] [INFO ] [sig ] FNF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:24.343052] [INFO ] [LOCAL ] Saved forecast: FNF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FNF.txt [2025-09-26T23:05:24.343408] [WARN ] [sig ] [664/2043] Failed FNF after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:24.343495] [INFO ] [sig ] [665/2043] Forecasting FNV... [2025-09-26T23:05:24.343536] [INFO ] [sig ] Generating forecast for: FNV [2025-09-26T23:05:24.343587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FNV' from 'https://tdm.silogroup.org/data/derivative_storage/FNV.csv'. [2025-09-26T23:05:24.355562] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FNV'. [2025-09-26T23:05:24.356015] [INFO ] [FORECASTER] Starting predict_future for FNV [2025-09-26T23:05:24.383805] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:24.384708] [DEBUG] [LOCAL ] No optimal features file found for FNV: ./output/feature-sets/FNV.txt [2025-09-26T23:05:24.384768] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:24.384806] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:24.384836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:24.384898] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:24.404071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:24.405216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:24.405323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:24.405364] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:24.438995] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:24.439181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:24.439226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:24.439260] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:24.443196] [DEBUG] [FORECASTER] FNV: Forecast T+1@11:T+2@11: UP (p=57.96%) [2025-09-26T23:05:24.443750] [INFO ] [FORECASTER] Completed predict_future for FNV [2025-09-26T23:05:24.443963] [INFO ] [sig ] FNV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:24.607882] [INFO ] [LOCAL ] Saved forecast: FNV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FNV.txt [2025-09-26T23:05:24.608171] [WARN ] [sig ] [665/2043] Failed FNV after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.5m [2025-09-26T23:05:24.608262] [INFO ] [sig ] [666/2043] Forecasting FOA... [2025-09-26T23:05:24.608304] [INFO ] [sig ] Generating forecast for: FOA [2025-09-26T23:05:24.608340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'. [2025-09-26T23:05:24.619850] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOA'. [2025-09-26T23:05:24.620364] [INFO ] [FORECASTER] Starting predict_future for FOA [2025-09-26T23:05:24.647863] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:24.648927] [DEBUG] [LOCAL ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt [2025-09-26T23:05:24.649001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:24.649038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:24.649068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:24.649127] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:24.667971] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:24.668845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:24.668938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:24.668972] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:24.705903] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:24.706077] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:24.706121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:24.706151] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:24.715584] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: DOWN (p=19.99%) [2025-09-26T23:05:24.716153] [INFO ] [FORECASTER] Completed predict_future for FOA [2025-09-26T23:05:24.716375] [INFO ] [sig ] FOA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:24.870945] [INFO ] [LOCAL ] Saved forecast: FOA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FOA.txt [2025-09-26T23:05:24.871261] [WARN ] [sig ] [666/2043] Failed FOA after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.4m [2025-09-26T23:05:24.871352] [INFO ] [sig ] [667/2043] Forecasting FOF... [2025-09-26T23:05:24.871393] [INFO ] [sig ] Generating forecast for: FOF [2025-09-26T23:05:24.871429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'. [2025-09-26T23:05:24.885456] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOF'. [2025-09-26T23:05:24.885896] [INFO ] [FORECASTER] Starting predict_future for FOF [2025-09-26T23:05:24.912816] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:24.913687] [DEBUG] [LOCAL ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt [2025-09-26T23:05:24.913749] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:24.913786] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:24.913814] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:24.913874] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:24.931987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:24.932704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:24.932834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:24.932884] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:24.963605] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:24.963816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:24.963868] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:24.963901] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:24.967842] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=93.28%) [2025-09-26T23:05:24.968133] [INFO ] [FORECASTER] Completed predict_future for FOF [2025-09-26T23:05:24.968279] [INFO ] [sig ] FOF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:25.122019] [INFO ] [LOCAL ] Saved forecast: FOF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FOF.txt [2025-09-26T23:05:25.122278] [WARN ] [sig ] [667/2043] Failed FOF after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.4m [2025-09-26T23:05:25.122360] [INFO ] [sig ] [668/2043] Forecasting FOR... [2025-09-26T23:05:25.122401] [INFO ] [sig ] Generating forecast for: FOR [2025-09-26T23:05:25.122436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOR' from 'https://tdm.silogroup.org/data/derivative_storage/FOR.csv'. [2025-09-26T23:05:25.135094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOR'. [2025-09-26T23:05:25.135703] [INFO ] [FORECASTER] Starting predict_future for FOR [2025-09-26T23:05:25.167639] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:25.168538] [DEBUG] [LOCAL ] No optimal features file found for FOR: ./output/feature-sets/FOR.txt [2025-09-26T23:05:25.168599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:25.168636] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:25.168728] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:25.168848] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:25.187383] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:25.188278] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:25.188377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:25.188413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:25.230576] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:25.230779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:25.230835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:25.230869] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:25.235302] [DEBUG] [FORECASTER] FOR: Forecast T+1@11:T+2@11: DOWN (p=11.97%) [2025-09-26T23:05:25.235692] [INFO ] [FORECASTER] Completed predict_future for FOR [2025-09-26T23:05:25.235859] [INFO ] [sig ] FOR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:25.393588] [INFO ] [LOCAL ] Saved forecast: FOR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FOR.txt [2025-09-26T23:05:25.393996] [WARN ] [sig ] [668/2043] Failed FOR after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.4m [2025-09-26T23:05:25.394089] [INFO ] [sig ] [669/2043] Forecasting FOUR... [2025-09-26T23:05:25.394132] [INFO ] [sig ] Generating forecast for: FOUR [2025-09-26T23:05:25.394168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FOUR' from 'https://tdm.silogroup.org/data/derivative_storage/FOUR.csv'. [2025-09-26T23:05:25.404989] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FOUR'. [2025-09-26T23:05:25.405396] [INFO ] [FORECASTER] Starting predict_future for FOUR [2025-09-26T23:05:25.434299] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:25.435290] [DEBUG] [LOCAL ] No optimal features file found for FOUR: ./output/feature-sets/FOUR.txt [2025-09-26T23:05:25.435372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:25.435412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:25.435441] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:25.435500] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:25.456546] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:25.457414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:25.457509] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:25.457545] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:25.502634] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:25.502852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:25.502900] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:25.502932] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:25.507005] [DEBUG] [FORECASTER] FOUR: Forecast T+1@11:T+2@11: UP (p=98.17%) [2025-09-26T23:05:25.507369] [INFO ] [FORECASTER] Completed predict_future for FOUR [2025-09-26T23:05:25.507531] [INFO ] [sig ] FOUR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:25.678490] [INFO ] [LOCAL ] Saved forecast: FOUR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FOUR.txt [2025-09-26T23:05:25.678839] [WARN ] [sig ] [669/2043] Failed FOUR after 0.3s | 4.21 sym/s | Total: 2.6m | ETA: 5.4m [2025-09-26T23:05:25.678929] [INFO ] [sig ] [670/2043] Forecasting FPF... [2025-09-26T23:05:25.678970] [INFO ] [sig ] Generating forecast for: FPF [2025-09-26T23:05:25.679007] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'. [2025-09-26T23:05:25.690050] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FPF'. [2025-09-26T23:05:25.690463] [INFO ] [FORECASTER] Starting predict_future for FPF [2025-09-26T23:05:25.719511] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:25.720494] [DEBUG] [LOCAL ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt [2025-09-26T23:05:25.720557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:25.720595] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:25.720625] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:25.720746] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:25.742247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:25.743229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:25.743325] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:25.743361] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:25.787799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:25.787979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:25.788027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:25.788059] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:25.791945] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: DOWN (p=24.82%) [2025-09-26T23:05:25.792246] [INFO ] [FORECASTER] Completed predict_future for FPF [2025-09-26T23:05:25.792393] [INFO ] [sig ] FPF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:25.940448] [INFO ] [LOCAL ] Saved forecast: FPF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FPF.txt [2025-09-26T23:05:25.940744] [WARN ] [sig ] [670/2043] Failed FPF after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:25.940831] [INFO ] [sig ] [671/2043] Forecasting FPH... [2025-09-26T23:05:25.940872] [INFO ] [sig ] Generating forecast for: FPH [2025-09-26T23:05:25.940915] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'. [2025-09-26T23:05:25.951203] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FPH'. [2025-09-26T23:05:25.951562] [INFO ] [FORECASTER] Starting predict_future for FPH [2025-09-26T23:05:25.978511] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:25.979354] [DEBUG] [LOCAL ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt [2025-09-26T23:05:25.979412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:25.979449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:25.979479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:25.979538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:25.998060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:25.998901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:25.998999] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:25.999034] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:26.040028] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:26.040277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:26.040326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:26.040356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:26.044100] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: DOWN (p=37.15%) [2025-09-26T23:05:26.044437] [INFO ] [FORECASTER] Completed predict_future for FPH [2025-09-26T23:05:26.044587] [INFO ] [sig ] FPH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:26.213300] [INFO ] [LOCAL ] Saved forecast: FPH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FPH.txt [2025-09-26T23:05:26.213553] [WARN ] [sig ] [671/2043] Failed FPH after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:26.213662] [INFO ] [sig ] [672/2043] Forecasting FPI... [2025-09-26T23:05:26.213721] [INFO ] [sig ] Generating forecast for: FPI [2025-09-26T23:05:26.213759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'. [2025-09-26T23:05:26.225115] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FPI'. [2025-09-26T23:05:26.225464] [INFO ] [FORECASTER] Starting predict_future for FPI [2025-09-26T23:05:26.255581] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:26.256737] [DEBUG] [LOCAL ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt [2025-09-26T23:05:26.256806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:26.256844] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:26.256874] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:26.256932] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:26.275828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:26.276444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:26.276531] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:26.276565] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:26.315989] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:26.316161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:26.316204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:26.316234] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:26.320239] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=97.91%) [2025-09-26T23:05:26.320564] [INFO ] [FORECASTER] Completed predict_future for FPI [2025-09-26T23:05:26.320775] [INFO ] [sig ] FPI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:26.466920] [INFO ] [LOCAL ] Saved forecast: FPI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FPI.txt [2025-09-26T23:05:26.467122] [WARN ] [sig ] [672/2043] Failed FPI after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:26.467201] [INFO ] [sig ] [673/2043] Forecasting FR... [2025-09-26T23:05:26.467241] [INFO ] [sig ] Generating forecast for: FR [2025-09-26T23:05:26.467274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FR' from 'https://tdm.silogroup.org/data/derivative_storage/FR.csv'. [2025-09-26T23:05:26.477291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FR'. [2025-09-26T23:05:26.477581] [INFO ] [FORECASTER] Starting predict_future for FR [2025-09-26T23:05:26.503983] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:26.504811] [DEBUG] [LOCAL ] No optimal features file found for FR: ./output/feature-sets/FR.txt [2025-09-26T23:05:26.504869] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:26.504906] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:26.504986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:26.505069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:26.523369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:26.523963] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:26.524050] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:26.524086] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:26.563677] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:26.563777] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:26.563816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:26.563846] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:26.567210] [DEBUG] [FORECASTER] FR: Forecast T+1@11:T+2@11: UP (p=90.65%) [2025-09-26T23:05:26.567491] [INFO ] [FORECASTER] Completed predict_future for FR [2025-09-26T23:05:26.567631] [INFO ] [sig ] FR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:26.717524] [INFO ] [LOCAL ] Saved forecast: FR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FR.txt [2025-09-26T23:05:26.717784] [WARN ] [sig ] [673/2043] Failed FR after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:26.717867] [INFO ] [sig ] [674/2043] Forecasting FRA... [2025-09-26T23:05:26.717908] [INFO ] [sig ] Generating forecast for: FRA [2025-09-26T23:05:26.717943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'. [2025-09-26T23:05:26.729195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRA'. [2025-09-26T23:05:26.729571] [INFO ] [FORECASTER] Starting predict_future for FRA [2025-09-26T23:05:26.756962] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:26.757739] [DEBUG] [LOCAL ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt [2025-09-26T23:05:26.757797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:26.757831] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:26.757859] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:26.757916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:26.777210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:26.777814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:26.777900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:26.777994] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:26.818333] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:26.818433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:26.818470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:26.818501] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:26.821899] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: DOWN (p=43.49%) [2025-09-26T23:05:26.822188] [INFO ] [FORECASTER] Completed predict_future for FRA [2025-09-26T23:05:26.822335] [INFO ] [sig ] FRA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:26.973824] [INFO ] [LOCAL ] Saved forecast: FRA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FRA.txt [2025-09-26T23:05:26.974050] [WARN ] [sig ] [674/2043] Failed FRA after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:26.974125] [INFO ] [sig ] [675/2043] Forecasting FRGE... [2025-09-26T23:05:26.974165] [INFO ] [sig ] Generating forecast for: FRGE [2025-09-26T23:05:26.974200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'. [2025-09-26T23:05:26.984391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRGE'. [2025-09-26T23:05:26.984861] [INFO ] [FORECASTER] Starting predict_future for FRGE [2025-09-26T23:05:27.011222] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:27.012099] [DEBUG] [LOCAL ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt [2025-09-26T23:05:27.012160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:27.012197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:27.012227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:27.012286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:27.031906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:27.032852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:27.032951] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:27.032987] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:27.074928] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:27.075188] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:27.075248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:27.075282] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:27.079186] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=78.79%) [2025-09-26T23:05:27.079489] [INFO ] [FORECASTER] Completed predict_future for FRGE [2025-09-26T23:05:27.079706] [INFO ] [sig ] FRGE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:27.228508] [INFO ] [LOCAL ] Saved forecast: FRGE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FRGE.txt [2025-09-26T23:05:27.228759] [WARN ] [sig ] [675/2043] Failed FRGE after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:27.228850] [INFO ] [sig ] [676/2043] Forecasting FRO... [2025-09-26T23:05:27.228894] [INFO ] [sig ] Generating forecast for: FRO [2025-09-26T23:05:27.228928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'. [2025-09-26T23:05:27.239340] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRO'. [2025-09-26T23:05:27.239669] [INFO ] [FORECASTER] Starting predict_future for FRO [2025-09-26T23:05:27.266056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:27.266869] [DEBUG] [LOCAL ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt [2025-09-26T23:05:27.266930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:27.266983] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:27.267014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:27.267072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:27.285294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:27.285969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:27.286059] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:27.286093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:27.324378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:27.324543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:27.324585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:27.324615] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:27.328423] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=43.14%) [2025-09-26T23:05:27.328773] [INFO ] [FORECASTER] Completed predict_future for FRO [2025-09-26T23:05:27.328931] [INFO ] [sig ] FRO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:27.477957] [INFO ] [LOCAL ] Saved forecast: FRO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FRO.txt [2025-09-26T23:05:27.478183] [WARN ] [sig ] [676/2043] Failed FRO after 0.2s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:27.478262] [INFO ] [sig ] [677/2043] Forecasting FRT... [2025-09-26T23:05:27.478303] [INFO ] [sig ] Generating forecast for: FRT [2025-09-26T23:05:27.478337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FRT' from 'https://tdm.silogroup.org/data/derivative_storage/FRT.csv'. [2025-09-26T23:05:27.489132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FRT'. [2025-09-26T23:05:27.489453] [INFO ] [FORECASTER] Starting predict_future for FRT [2025-09-26T23:05:27.516343] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:27.517132] [DEBUG] [LOCAL ] No optimal features file found for FRT: ./output/feature-sets/FRT.txt [2025-09-26T23:05:27.517192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:27.517227] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:27.517255] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:27.517313] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:27.535411] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:27.536010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:27.536100] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:27.536142] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:27.576813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:27.576910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:27.576947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:27.576976] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:27.580473] [DEBUG] [FORECASTER] FRT: Forecast T+1@11:T+2@11: DOWN (p=19.06%) [2025-09-26T23:05:27.580847] [INFO ] [FORECASTER] Completed predict_future for FRT [2025-09-26T23:05:27.581001] [INFO ] [sig ] FRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:27.731804] [INFO ] [LOCAL ] Saved forecast: FRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FRT.txt [2025-09-26T23:05:27.732041] [WARN ] [sig ] [677/2043] Failed FRT after 0.3s | 4.21 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:27.732120] [INFO ] [sig ] [678/2043] Forecasting FSCO... [2025-09-26T23:05:27.732161] [INFO ] [sig ] Generating forecast for: FSCO [2025-09-26T23:05:27.732195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'. [2025-09-26T23:05:27.742258] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSCO'. [2025-09-26T23:05:27.742555] [INFO ] [FORECASTER] Starting predict_future for FSCO [2025-09-26T23:05:27.769735] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:27.770526] [DEBUG] [LOCAL ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt [2025-09-26T23:05:27.770591] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:27.770631] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:27.770699] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:27.770770] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:27.789621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:27.790211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:27.790295] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:27.790330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:27.829380] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:27.829497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:27.829535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:27.829564] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:27.834248] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=58.27%) [2025-09-26T23:05:27.834529] [INFO ] [FORECASTER] Completed predict_future for FSCO [2025-09-26T23:05:27.834703] [INFO ] [sig ] FSCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:27.989602] [INFO ] [LOCAL ] Saved forecast: FSCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FSCO.txt [2025-09-26T23:05:27.989895] [WARN ] [sig ] [678/2043] Failed FSCO after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:27.989981] [INFO ] [sig ] [679/2043] Forecasting FSK... [2025-09-26T23:05:27.990023] [INFO ] [sig ] Generating forecast for: FSK [2025-09-26T23:05:27.990058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'. [2025-09-26T23:05:28.000926] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSK'. [2025-09-26T23:05:28.001245] [INFO ] [FORECASTER] Starting predict_future for FSK [2025-09-26T23:05:28.029604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:28.030442] [DEBUG] [LOCAL ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt [2025-09-26T23:05:28.030500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:28.030534] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:28.030563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:28.030621] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:28.050342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:28.050951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:28.051043] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:28.051078] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:28.092154] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:28.092335] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:28.092379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:28.092409] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:28.096347] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=98.43%) [2025-09-26T23:05:28.096765] [INFO ] [FORECASTER] Completed predict_future for FSK [2025-09-26T23:05:28.096949] [INFO ] [sig ] FSK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:28.257753] [INFO ] [LOCAL ] Saved forecast: FSK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FSK.txt [2025-09-26T23:05:28.258040] [WARN ] [sig ] [679/2043] Failed FSK after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:28.258123] [INFO ] [sig ] [680/2043] Forecasting FSLY... [2025-09-26T23:05:28.258164] [INFO ] [sig ] Generating forecast for: FSLY [2025-09-26T23:05:28.258203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'. [2025-09-26T23:05:28.269769] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSLY'. [2025-09-26T23:05:28.270323] [INFO ] [FORECASTER] Starting predict_future for FSLY [2025-09-26T23:05:28.304768] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:28.305665] [DEBUG] [LOCAL ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt [2025-09-26T23:05:28.305731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:28.305769] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:28.305799] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:28.305858] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:28.324889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:28.325620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:28.325739] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:28.325782] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:28.365766] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:28.365950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:28.365996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:28.366027] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:28.370071] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=25.53%) [2025-09-26T23:05:28.370425] [INFO ] [FORECASTER] Completed predict_future for FSLY [2025-09-26T23:05:28.370577] [INFO ] [sig ] FSLY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:28.527464] [INFO ] [LOCAL ] Saved forecast: FSLY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FSLY.txt [2025-09-26T23:05:28.527768] [WARN ] [sig ] [680/2043] Failed FSLY after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:28.527864] [INFO ] [sig ] [681/2043] Forecasting FSM... [2025-09-26T23:05:28.527905] [INFO ] [sig ] Generating forecast for: FSM [2025-09-26T23:05:28.527938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'. [2025-09-26T23:05:28.538413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSM'. [2025-09-26T23:05:28.538824] [INFO ] [FORECASTER] Starting predict_future for FSM [2025-09-26T23:05:28.565262] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:28.566104] [DEBUG] [LOCAL ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt [2025-09-26T23:05:28.566161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:28.566196] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:28.566235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:28.566333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:28.584327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:28.585009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:28.585098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:28.585132] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:28.623202] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:28.623366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:28.623410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:28.623441] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:28.627377] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-09-26T23:05:28.627729] [INFO ] [FORECASTER] Completed predict_future for FSM [2025-09-26T23:05:28.627896] [INFO ] [sig ] FSM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:28.786547] [INFO ] [LOCAL ] Saved forecast: FSM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FSM.txt [2025-09-26T23:05:28.786896] [WARN ] [sig ] [681/2043] Failed FSM after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:28.786996] [INFO ] [sig ] [682/2043] Forecasting FSS... [2025-09-26T23:05:28.787040] [INFO ] [sig ] Generating forecast for: FSS [2025-09-26T23:05:28.787127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'. [2025-09-26T23:05:28.797324] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FSS'. [2025-09-26T23:05:28.797752] [INFO ] [FORECASTER] Starting predict_future for FSS [2025-09-26T23:05:28.825480] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:28.826486] [DEBUG] [LOCAL ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt [2025-09-26T23:05:28.826548] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:28.826585] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:28.826614] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:28.826702] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:28.846610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:28.847626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:28.847757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:28.847798] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:28.889980] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:28.890157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:28.890202] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:28.890235] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:28.894431] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=84.31%) [2025-09-26T23:05:28.894938] [INFO ] [FORECASTER] Completed predict_future for FSS [2025-09-26T23:05:28.895115] [INFO ] [sig ] FSS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:29.054957] [INFO ] [LOCAL ] Saved forecast: FSS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FSS.txt [2025-09-26T23:05:29.055232] [WARN ] [sig ] [682/2043] Failed FSS after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:29.055312] [INFO ] [sig ] [683/2043] Forecasting FT... [2025-09-26T23:05:29.055353] [INFO ] [sig ] Generating forecast for: FT [2025-09-26T23:05:29.055387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FT' from 'https://tdm.silogroup.org/data/derivative_storage/FT.csv'. [2025-09-26T23:05:29.066005] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FT'. [2025-09-26T23:05:29.066420] [INFO ] [FORECASTER] Starting predict_future for FT [2025-09-26T23:05:29.094930] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:29.095891] [DEBUG] [LOCAL ] No optimal features file found for FT: ./output/feature-sets/FT.txt [2025-09-26T23:05:29.095954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:29.096053] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:29.096098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:29.096184] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:29.115924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:29.116600] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:29.116711] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:29.116759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:29.153287] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:29.153452] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:29.153507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:29.153541] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:29.157390] [DEBUG] [FORECASTER] FT: Forecast T+1@11:T+2@11: DOWN (p=8.88%) [2025-09-26T23:05:29.157724] [INFO ] [FORECASTER] Completed predict_future for FT [2025-09-26T23:05:29.157891] [INFO ] [sig ] FT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:29.313079] [INFO ] [LOCAL ] Saved forecast: FT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FT.txt [2025-09-26T23:05:29.313353] [WARN ] [sig ] [683/2043] Failed FT after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:29.313438] [INFO ] [sig ] [684/2043] Forecasting FTHY... [2025-09-26T23:05:29.313486] [INFO ] [sig ] Generating forecast for: FTHY [2025-09-26T23:05:29.313527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'. [2025-09-26T23:05:29.324122] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTHY'. [2025-09-26T23:05:29.324417] [INFO ] [FORECASTER] Starting predict_future for FTHY [2025-09-26T23:05:29.351467] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:29.352278] [DEBUG] [LOCAL ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt [2025-09-26T23:05:29.352367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:29.352412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:29.352443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:29.352503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:29.371298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:29.371998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:29.372084] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:29.372129] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:29.409862] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:29.409961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:29.410012] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:29.410044] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:29.413792] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=8.24%) [2025-09-26T23:05:29.414099] [INFO ] [FORECASTER] Completed predict_future for FTHY [2025-09-26T23:05:29.414254] [INFO ] [sig ] FTHY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:29.563794] [INFO ] [LOCAL ] Saved forecast: FTHY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FTHY.txt [2025-09-26T23:05:29.564029] [WARN ] [sig ] [684/2043] Failed FTHY after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:29.564107] [INFO ] [sig ] [685/2043] Forecasting FTK... [2025-09-26T23:05:29.564147] [INFO ] [sig ] Generating forecast for: FTK [2025-09-26T23:05:29.564181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'. [2025-09-26T23:05:29.575901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTK'. [2025-09-26T23:05:29.576484] [INFO ] [FORECASTER] Starting predict_future for FTK [2025-09-26T23:05:29.606636] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:29.607525] [DEBUG] [LOCAL ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt [2025-09-26T23:05:29.607585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:29.607622] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:29.607685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:29.607812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:29.626325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:29.627430] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:29.627534] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:29.627572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:29.667529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:29.667754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:29.667831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:29.667870] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:29.671700] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: UP (p=92.87%) [2025-09-26T23:05:29.672019] [INFO ] [FORECASTER] Completed predict_future for FTK [2025-09-26T23:05:29.672176] [INFO ] [sig ] FTK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:29.824271] [INFO ] [LOCAL ] Saved forecast: FTK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FTK.txt [2025-09-26T23:05:29.824585] [WARN ] [sig ] [685/2043] Failed FTK after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:29.824706] [INFO ] [sig ] [686/2043] Forecasting FTS... [2025-09-26T23:05:29.824754] [INFO ] [sig ] Generating forecast for: FTS [2025-09-26T23:05:29.824791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'. [2025-09-26T23:05:29.835815] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTS'. [2025-09-26T23:05:29.836227] [INFO ] [FORECASTER] Starting predict_future for FTS [2025-09-26T23:05:29.864382] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:29.865262] [DEBUG] [LOCAL ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt [2025-09-26T23:05:29.865359] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:29.865400] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:29.865431] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:29.865530] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:29.884537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:29.885571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:29.885692] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:29.885750] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:29.926522] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:29.926718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:29.926785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:29.926821] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:29.930992] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=2.78%) [2025-09-26T23:05:29.931355] [INFO ] [FORECASTER] Completed predict_future for FTS [2025-09-26T23:05:29.931518] [INFO ] [sig ] FTS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:30.091629] [INFO ] [LOCAL ] Saved forecast: FTS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FTS.txt [2025-09-26T23:05:30.091938] [WARN ] [sig ] [686/2043] Failed FTS after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:30.092019] [INFO ] [sig ] [687/2043] Forecasting FTV... [2025-09-26T23:05:30.092059] [INFO ] [sig ] Generating forecast for: FTV [2025-09-26T23:05:30.092094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTV' from 'https://tdm.silogroup.org/data/derivative_storage/FTV.csv'. [2025-09-26T23:05:30.102933] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FTV'. [2025-09-26T23:05:30.103300] [INFO ] [FORECASTER] Starting predict_future for FTV [2025-09-26T23:05:30.130296] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:30.131157] [DEBUG] [LOCAL ] No optimal features file found for FTV: ./output/feature-sets/FTV.txt [2025-09-26T23:05:30.131215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:30.131251] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:30.131281] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:30.131340] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:30.150153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:30.151108] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:30.151203] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:30.151238] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:30.188336] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:30.188518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:30.188563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:30.188594] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:30.192321] [DEBUG] [FORECASTER] FTV: Forecast T+1@11:T+2@11: UP (p=58.52%) [2025-09-26T23:05:30.192631] [INFO ] [FORECASTER] Completed predict_future for FTV [2025-09-26T23:05:30.192827] [INFO ] [sig ] FTV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:30.343384] [INFO ] [LOCAL ] Saved forecast: FTV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FTV.txt [2025-09-26T23:05:30.343679] [WARN ] [sig ] [687/2043] Failed FTV after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:30.343764] [INFO ] [sig ] [688/2043] Forecasting FTWO... [2025-09-26T23:05:30.343807] [INFO ] [sig ] Generating forecast for: FTWO [2025-09-26T23:05:30.343844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FTWO' from 'https://tdm.silogroup.org/data/derivative_storage/FTWO.csv'. [2025-09-26T23:05:30.354102] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'FTWO'. [2025-09-26T23:05:30.354608] [INFO ] [FORECASTER] Starting predict_future for FTWO [2025-09-26T23:05:30.383135] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:30.384133] [DEBUG] [LOCAL ] No optimal features file found for FTWO: ./output/feature-sets/FTWO.txt [2025-09-26T23:05:30.384196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:30.384234] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:30.384265] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:30.384327] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:30.403177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:30.404260] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:30.404368] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:30.404412] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:30.446838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:30.447053] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:30.447109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:30.447143] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:30.451201] [DEBUG] [FORECASTER] FTWO: Forecast T+1@11:T+2@11: UP (p=91.44%) [2025-09-26T23:05:30.451528] [INFO ] [FORECASTER] Completed predict_future for FTWO [2025-09-26T23:05:30.452118] [INFO ] [sig ] FTWO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:30.601585] [INFO ] [LOCAL ] Saved forecast: FTWO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FTWO.txt [2025-09-26T23:05:30.601940] [WARN ] [sig ] [688/2043] Failed FTWO after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:30.602029] [INFO ] [sig ] [689/2043] Forecasting FUBO... [2025-09-26T23:05:30.602070] [INFO ] [sig ] Generating forecast for: FUBO [2025-09-26T23:05:30.602105] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'. [2025-09-26T23:05:30.613520] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FUBO'. [2025-09-26T23:05:30.614005] [INFO ] [FORECASTER] Starting predict_future for FUBO [2025-09-26T23:05:30.641155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:30.642067] [DEBUG] [LOCAL ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt [2025-09-26T23:05:30.642131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:30.642169] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:30.642200] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:30.642260] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:30.661117] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:30.662078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:30.662173] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:30.662209] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:30.703177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:30.703362] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:30.703408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:30.703440] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:30.707363] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-09-26T23:05:30.707713] [INFO ] [FORECASTER] Completed predict_future for FUBO [2025-09-26T23:05:30.707875] [INFO ] [sig ] FUBO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:30.860929] [INFO ] [LOCAL ] Saved forecast: FUBO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FUBO.txt [2025-09-26T23:05:30.861207] [WARN ] [sig ] [689/2043] Failed FUBO after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:30.861291] [INFO ] [sig ] [690/2043] Forecasting FUL... [2025-09-26T23:05:30.861333] [INFO ] [sig ] Generating forecast for: FUL [2025-09-26T23:05:30.861367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'. [2025-09-26T23:05:30.872227] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FUL'. [2025-09-26T23:05:30.872675] [INFO ] [FORECASTER] Starting predict_future for FUL [2025-09-26T23:05:30.901070] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:30.901957] [DEBUG] [LOCAL ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt [2025-09-26T23:05:30.902018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:30.902074] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:30.902105] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:30.902166] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:30.921767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:30.922577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:30.922696] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:30.922752] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:30.966514] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:30.966725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:30.966786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:30.966821] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:30.970861] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=18.93%) [2025-09-26T23:05:30.971237] [INFO ] [FORECASTER] Completed predict_future for FUL [2025-09-26T23:05:30.971416] [INFO ] [sig ] FUL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:31.133036] [INFO ] [LOCAL ] Saved forecast: FUL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/FUL.txt [2025-09-26T23:05:31.133744] [WARN ] [sig ] [690/2043] Failed FUL after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:31.133832] [INFO ] [sig ] [691/2043] Forecasting FUN... [2025-09-26T23:05:31.133872] [INFO ] [sig ] Generating forecast for: FUN [2025-09-26T23:05:31.133906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'. [2025-09-26T23:05:31.148357] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FUN'. [2025-09-26T23:05:31.148898] [INFO ] [FORECASTER] Starting predict_future for FUN [2025-09-26T23:05:31.176538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:31.177408] [DEBUG] [LOCAL ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt [2025-09-26T23:05:31.177467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:31.177503] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:31.177531] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:31.177591] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:31.196721] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:31.197373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:31.197465] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:31.197501] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:31.236827] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:31.236996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:31.237040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:31.237069] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:31.240847] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=98.26%) [2025-09-26T23:05:31.241145] [INFO ] [FORECASTER] Completed predict_future for FUN [2025-09-26T23:05:31.241300] [INFO ] [sig ] FUN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:31.405537] [INFO ] [LOCAL ] Saved forecast: FUN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FUN.txt [2025-09-26T23:05:31.405868] [WARN ] [sig ] [691/2043] Failed FUN after 0.3s | 4.20 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:31.405956] [INFO ] [sig ] [692/2043] Forecasting FVR... [2025-09-26T23:05:31.405999] [INFO ] [sig ] Generating forecast for: FVR [2025-09-26T23:05:31.406034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVR' from 'https://tdm.silogroup.org/data/derivative_storage/FVR.csv'. [2025-09-26T23:05:31.418350] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FVR'. [2025-09-26T23:05:31.418851] [INFO ] [FORECASTER] Starting predict_future for FVR [2025-09-26T23:05:31.447331] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:31.448683] [DEBUG] [LOCAL ] No optimal features file found for FVR: ./output/feature-sets/FVR.txt [2025-09-26T23:05:31.448760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:31.448813] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:31.448860] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:31.448948] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:31.471923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:31.472997] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:31.473094] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:31.473131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:31.525373] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:31.525582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:31.525668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:31.525738] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:31.530957] [DEBUG] [FORECASTER] FVR: Forecast T+1@11:T+2@11: UP (p=82.40%) [2025-09-26T23:05:31.531343] [INFO ] [FORECASTER] Completed predict_future for FVR [2025-09-26T23:05:31.531535] [INFO ] [sig ] FVR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:31.707796] [INFO ] [LOCAL ] Saved forecast: FVR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FVR.txt [2025-09-26T23:05:31.708071] [WARN ] [sig ] [692/2043] Failed FVR after 0.3s | 4.19 sym/s | Total: 2.7m | ETA: 5.4m [2025-09-26T23:05:31.708150] [INFO ] [sig ] [693/2043] Forecasting FVRR... [2025-09-26T23:05:31.708190] [INFO ] [sig ] Generating forecast for: FVRR [2025-09-26T23:05:31.708224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'FVRR' from 'https://tdm.silogroup.org/data/derivative_storage/FVRR.csv'. [2025-09-26T23:05:31.718947] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'FVRR'. [2025-09-26T23:05:31.719328] [INFO ] [FORECASTER] Starting predict_future for FVRR [2025-09-26T23:05:31.751881] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:31.752815] [DEBUG] [LOCAL ] No optimal features file found for FVRR: ./output/feature-sets/FVRR.txt [2025-09-26T23:05:31.752878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:31.752915] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:31.752945] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:31.753004] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:31.773421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:31.774058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:31.774147] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:31.774182] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:31.813805] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:31.813975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:31.814019] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:31.814049] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:31.818447] [DEBUG] [FORECASTER] FVRR: Forecast T+1@11:T+2@11: UP (p=66.30%) [2025-09-26T23:05:31.818805] [INFO ] [FORECASTER] Completed predict_future for FVRR [2025-09-26T23:05:31.818960] [INFO ] [sig ] FVRR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:31.989484] [INFO ] [LOCAL ] Saved forecast: FVRR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/FVRR.txt [2025-09-26T23:05:31.989761] [WARN ] [sig ] [693/2043] Failed FVRR after 0.3s | 4.19 sym/s | Total: 2.8m | ETA: 5.4m [2025-09-26T23:05:31.989874] [INFO ] [sig ] [694/2043] Forecasting G... [2025-09-26T23:05:31.989929] [INFO ] [sig ] Generating forecast for: G [2025-09-26T23:05:31.989967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'. [2025-09-26T23:05:32.000945] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'G'. [2025-09-26T23:05:32.001386] [INFO ] [FORECASTER] Starting predict_future for G [2025-09-26T23:05:32.029278] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:32.030154] [DEBUG] [LOCAL ] No optimal features file found for G: ./output/feature-sets/G.txt [2025-09-26T23:05:32.030215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:32.030252] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:32.030281] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:32.030342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:32.049738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:32.050427] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:32.050546] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:32.050601] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:32.088822] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:32.089003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:32.089078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:32.089113] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:32.092802] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=4.89%) [2025-09-26T23:05:32.093104] [INFO ] [FORECASTER] Completed predict_future for G [2025-09-26T23:05:32.093245] [INFO ] [sig ] G: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:32.257116] [INFO ] [LOCAL ] Saved forecast: G 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/G.txt [2025-09-26T23:05:32.257389] [WARN ] [sig ] [694/2043] Failed G after 0.3s | 4.19 sym/s | Total: 2.8m | ETA: 5.4m [2025-09-26T23:05:32.257470] [INFO ] [sig ] [695/2043] Forecasting GAB... [2025-09-26T23:05:32.257512] [INFO ] [sig ] Generating forecast for: GAB [2025-09-26T23:05:32.257546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'. [2025-09-26T23:05:32.267811] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GAB'. [2025-09-26T23:05:32.268168] [INFO ] [FORECASTER] Starting predict_future for GAB [2025-09-26T23:05:32.296407] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:32.297367] [DEBUG] [LOCAL ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt [2025-09-26T23:05:32.297430] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:32.297468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:32.297496] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:32.297553] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:32.317792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:32.318737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:32.318833] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:32.318870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:32.356765] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:32.356911] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:32.357008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:32.357042] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:32.361939] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: UP (p=91.21%) [2025-09-26T23:05:32.362316] [INFO ] [FORECASTER] Completed predict_future for GAB [2025-09-26T23:05:32.362486] [INFO ] [sig ] GAB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:32.522130] [INFO ] [LOCAL ] Saved forecast: GAB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GAB.txt [2025-09-26T23:05:32.522371] [WARN ] [sig ] [695/2043] Failed GAB after 0.3s | 4.19 sym/s | Total: 2.8m | ETA: 5.4m [2025-09-26T23:05:32.522453] [INFO ] [sig ] [696/2043] Forecasting GAM... [2025-09-26T23:05:32.522493] [INFO ] [sig ] Generating forecast for: GAM [2025-09-26T23:05:32.522528] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'. [2025-09-26T23:05:32.532564] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GAM'. [2025-09-26T23:05:32.532942] [INFO ] [FORECASTER] Starting predict_future for GAM [2025-09-26T23:05:32.559264] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:32.560148] [DEBUG] [LOCAL ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt [2025-09-26T23:05:32.560206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:32.560242] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:32.560272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:32.560331] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:32.578697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:32.579307] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:32.579393] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:32.579427] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:32.617390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:32.617570] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:32.617616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:32.617676] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:32.621803] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=34.65%) [2025-09-26T23:05:32.622135] [INFO ] [FORECASTER] Completed predict_future for GAM [2025-09-26T23:05:32.622291] [INFO ] [sig ] GAM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:32.783251] [INFO ] [LOCAL ] Saved forecast: GAM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GAM.txt [2025-09-26T23:05:32.783508] [WARN ] [sig ] [696/2043] Failed GAM after 0.3s | 4.19 sym/s | Total: 2.8m | ETA: 5.4m [2025-09-26T23:05:32.783589] [INFO ] [sig ] [697/2043] Forecasting GAP... [2025-09-26T23:05:32.783675] [INFO ] [sig ] Generating forecast for: GAP [2025-09-26T23:05:32.783739] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GAP' from 'https://tdm.silogroup.org/data/derivative_storage/GAP.csv'. [2025-09-26T23:05:32.788904] [WARN ] [REMOTE ] Historical data not found for symbol 'GAP' (404). [2025-09-26T23:05:32.789135] [FATAL] [sig ] GAP: No historical data fetched. [2025-09-26T23:05:32.789227] [WARN ] [sig ] [697/2043] Failed GAP after 0.0s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:32.789304] [INFO ] [sig ] [698/2043] Forecasting GATX... [2025-09-26T23:05:32.789367] [INFO ] [sig ] Generating forecast for: GATX [2025-09-26T23:05:32.789416] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'. [2025-09-26T23:05:32.793677] [WARN ] [REMOTE ] Historical data not found for symbol 'GATX' (404). [2025-09-26T23:05:32.793890] [FATAL] [sig ] GATX: No historical data fetched. [2025-09-26T23:05:32.793980] [WARN ] [sig ] [698/2043] Failed GATX after 0.0s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:32.794049] [INFO ] [sig ] [699/2043] Forecasting GBAB... [2025-09-26T23:05:32.794090] [INFO ] [sig ] Generating forecast for: GBAB [2025-09-26T23:05:32.794123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'. [2025-09-26T23:05:32.803547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBAB'. [2025-09-26T23:05:32.803904] [INFO ] [FORECASTER] Starting predict_future for GBAB [2025-09-26T23:05:32.830370] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:32.831218] [DEBUG] [LOCAL ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt [2025-09-26T23:05:32.831280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:32.831316] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:32.831344] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:32.831402] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:32.849766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:32.850497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:32.850586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:32.850621] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:32.887017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:32.887167] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:32.887209] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:32.887239] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:32.890875] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=81.92%) [2025-09-26T23:05:32.891177] [INFO ] [FORECASTER] Completed predict_future for GBAB [2025-09-26T23:05:32.891317] [INFO ] [sig ] GBAB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:33.042532] [INFO ] [LOCAL ] Saved forecast: GBAB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GBAB.txt [2025-09-26T23:05:33.042784] [WARN ] [sig ] [699/2043] Failed GBAB after 0.2s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:33.042867] [INFO ] [sig ] [700/2043] Forecasting GBCI... [2025-09-26T23:05:33.042907] [INFO ] [sig ] Generating forecast for: GBCI [2025-09-26T23:05:33.042942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'. [2025-09-26T23:05:33.047807] [WARN ] [REMOTE ] Historical data not found for symbol 'GBCI' (404). [2025-09-26T23:05:33.048015] [FATAL] [sig ] GBCI: No historical data fetched. [2025-09-26T23:05:33.048120] [WARN ] [sig ] [700/2043] Failed GBCI after 0.0s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:33.048190] [INFO ] [sig ] [701/2043] Forecasting GBTG... [2025-09-26T23:05:33.048271] [INFO ] [sig ] Generating forecast for: GBTG [2025-09-26T23:05:33.048329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'. [2025-09-26T23:05:33.057354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBTG'. [2025-09-26T23:05:33.057721] [INFO ] [FORECASTER] Starting predict_future for GBTG [2025-09-26T23:05:33.085917] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:33.087631] [DEBUG] [LOCAL ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt [2025-09-26T23:05:33.087801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:33.087862] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:33.087897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:33.087966] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:33.107464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:33.108345] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:33.108451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:33.108488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:33.153341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:33.153475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:33.153516] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:33.153549] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:33.159091] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=74.41%) [2025-09-26T23:05:33.159409] [INFO ] [FORECASTER] Completed predict_future for GBTG [2025-09-26T23:05:33.159567] [INFO ] [sig ] GBTG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:33.309212] [INFO ] [LOCAL ] Saved forecast: GBTG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GBTG.txt [2025-09-26T23:05:33.309480] [WARN ] [sig ] [701/2043] Failed GBTG after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:33.309562] [INFO ] [sig ] [702/2043] Forecasting GBX... [2025-09-26T23:05:33.309601] [INFO ] [sig ] Generating forecast for: GBX [2025-09-26T23:05:33.309635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'. [2025-09-26T23:05:33.321367] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GBX'. [2025-09-26T23:05:33.321890] [INFO ] [FORECASTER] Starting predict_future for GBX [2025-09-26T23:05:33.348035] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:33.348944] [DEBUG] [LOCAL ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt [2025-09-26T23:05:33.349005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:33.349041] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:33.349072] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:33.349129] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:33.373402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:33.374131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:33.374224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:33.374260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:33.411137] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:33.411315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:33.411360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:33.411390] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:33.415095] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: UP (p=89.34%) [2025-09-26T23:05:33.415391] [INFO ] [FORECASTER] Completed predict_future for GBX [2025-09-26T23:05:33.415542] [INFO ] [sig ] GBX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:33.567284] [INFO ] [LOCAL ] Saved forecast: GBX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GBX.txt [2025-09-26T23:05:33.567564] [WARN ] [sig ] [702/2043] Failed GBX after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:33.567672] [INFO ] [sig ] [703/2043] Forecasting GCI... [2025-09-26T23:05:33.567725] [INFO ] [sig ] Generating forecast for: GCI [2025-09-26T23:05:33.567764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCI' from 'https://tdm.silogroup.org/data/derivative_storage/GCI.csv'. [2025-09-26T23:05:33.578998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCI'. [2025-09-26T23:05:33.579441] [INFO ] [FORECASTER] Starting predict_future for GCI [2025-09-26T23:05:33.606351] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:33.607226] [DEBUG] [LOCAL ] No optimal features file found for GCI: ./output/feature-sets/GCI.txt [2025-09-26T23:05:33.607287] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:33.607324] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:33.607353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:33.607411] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:33.626146] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:33.626906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:33.626998] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:33.627034] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:33.665833] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:33.666006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:33.666049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:33.666080] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:33.669935] [DEBUG] [FORECASTER] GCI: Forecast T+1@11:T+2@11: DOWN (p=4.86%) [2025-09-26T23:05:33.670238] [INFO ] [FORECASTER] Completed predict_future for GCI [2025-09-26T23:05:33.670386] [INFO ] [sig ] GCI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:33.841844] [INFO ] [LOCAL ] Saved forecast: GCI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GCI.txt [2025-09-26T23:05:33.842072] [WARN ] [sig ] [703/2043] Failed GCI after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:33.842150] [INFO ] [sig ] [704/2043] Forecasting GCO... [2025-09-26T23:05:33.842191] [INFO ] [sig ] Generating forecast for: GCO [2025-09-26T23:05:33.842224] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'. [2025-09-26T23:05:33.853356] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCO'. [2025-09-26T23:05:33.853846] [INFO ] [FORECASTER] Starting predict_future for GCO [2025-09-26T23:05:33.882241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:33.883104] [DEBUG] [LOCAL ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt [2025-09-26T23:05:33.883165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:33.883207] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:33.883239] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:33.883312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:33.901942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:33.902884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:33.902991] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:33.903031] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:33.943179] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:33.943353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:33.943396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:33.943427] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:33.947425] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: UP (p=67.56%) [2025-09-26T23:05:33.947771] [INFO ] [FORECASTER] Completed predict_future for GCO [2025-09-26T23:05:33.947931] [INFO ] [sig ] GCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:34.099992] [INFO ] [LOCAL ] Saved forecast: GCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GCO.txt [2025-09-26T23:05:34.100257] [WARN ] [sig ] [704/2043] Failed GCO after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:34.100341] [INFO ] [sig ] [705/2043] Forecasting GCTS... [2025-09-26T23:05:34.100381] [INFO ] [sig ] Generating forecast for: GCTS [2025-09-26T23:05:34.100433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCTS' from 'https://tdm.silogroup.org/data/derivative_storage/GCTS.csv'. [2025-09-26T23:05:34.110956] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GCTS'. [2025-09-26T23:05:34.111324] [INFO ] [FORECASTER] Starting predict_future for GCTS [2025-09-26T23:05:34.138500] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:34.139312] [DEBUG] [LOCAL ] No optimal features file found for GCTS: ./output/feature-sets/GCTS.txt [2025-09-26T23:05:34.139371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:34.139408] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:34.139437] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:34.139568] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:34.162537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:34.163492] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:34.163588] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:34.163626] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:34.198032] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:34.198240] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:34.198293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:34.198327] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:34.202708] [DEBUG] [FORECASTER] GCTS: Forecast T+1@11:T+2@11: DOWN (p=8.21%) [2025-09-26T23:05:34.203143] [INFO ] [FORECASTER] Completed predict_future for GCTS [2025-09-26T23:05:34.203364] [INFO ] [sig ] GCTS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:34.381198] [INFO ] [LOCAL ] Saved forecast: GCTS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GCTS.txt [2025-09-26T23:05:34.381502] [WARN ] [sig ] [705/2043] Failed GCTS after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:34.381591] [INFO ] [sig ] [706/2043] Forecasting GCV... [2025-09-26T23:05:34.381631] [INFO ] [sig ] Generating forecast for: GCV [2025-09-26T23:05:34.381706] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GCV' from 'https://tdm.silogroup.org/data/derivative_storage/GCV.csv'. [2025-09-26T23:05:34.387164] [WARN ] [REMOTE ] Historical data not found for symbol 'GCV' (404). [2025-09-26T23:05:34.387451] [FATAL] [sig ] GCV: No historical data fetched. [2025-09-26T23:05:34.387561] [WARN ] [sig ] [706/2043] Failed GCV after 0.0s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:34.387684] [INFO ] [sig ] [707/2043] Forecasting GD... [2025-09-26T23:05:34.387761] [INFO ] [sig ] Generating forecast for: GD [2025-09-26T23:05:34.387814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'. [2025-09-26T23:05:34.398377] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GD'. [2025-09-26T23:05:34.398795] [INFO ] [FORECASTER] Starting predict_future for GD [2025-09-26T23:05:34.426135] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:34.427314] [DEBUG] [LOCAL ] No optimal features file found for GD: ./output/feature-sets/GD.txt [2025-09-26T23:05:34.427387] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:34.427484] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:34.427532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:34.427595] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:34.449963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:34.450826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:34.450923] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:34.450969] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:34.487169] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:34.487344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:34.487391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:34.487423] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:34.491412] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=80.65%) [2025-09-26T23:05:34.491777] [INFO ] [FORECASTER] Completed predict_future for GD [2025-09-26T23:05:34.491936] [INFO ] [sig ] GD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:34.643700] [INFO ] [LOCAL ] Saved forecast: GD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GD.txt [2025-09-26T23:05:34.643956] [WARN ] [sig ] [707/2043] Failed GD after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:34.644034] [INFO ] [sig ] [708/2043] Forecasting GDDY... [2025-09-26T23:05:34.644074] [INFO ] [sig ] Generating forecast for: GDDY [2025-09-26T23:05:34.644108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'. [2025-09-26T23:05:34.654823] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDDY'. [2025-09-26T23:05:34.655212] [INFO ] [FORECASTER] Starting predict_future for GDDY [2025-09-26T23:05:34.683595] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:34.684593] [DEBUG] [LOCAL ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt [2025-09-26T23:05:34.684680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:34.684734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:34.684768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:34.684830] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:34.704257] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:34.705206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:34.705303] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:34.705382] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:34.747498] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:34.747706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:34.747771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:34.747806] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:34.752136] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: DOWN (p=17.00%) [2025-09-26T23:05:34.752494] [INFO ] [FORECASTER] Completed predict_future for GDDY [2025-09-26T23:05:34.752684] [INFO ] [sig ] GDDY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:34.920285] [INFO ] [LOCAL ] Saved forecast: GDDY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GDDY.txt [2025-09-26T23:05:34.920563] [WARN ] [sig ] [708/2043] Failed GDDY after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:34.920669] [INFO ] [sig ] [709/2043] Forecasting GDIV... [2025-09-26T23:05:34.920727] [INFO ] [sig ] Generating forecast for: GDIV [2025-09-26T23:05:34.920764] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDIV' from 'https://tdm.silogroup.org/data/derivative_storage/GDIV.csv'. [2025-09-26T23:05:34.931125] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GDIV'. [2025-09-26T23:05:34.931473] [INFO ] [FORECASTER] Starting predict_future for GDIV [2025-09-26T23:05:34.959160] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:34.960070] [DEBUG] [LOCAL ] No optimal features file found for GDIV: ./output/feature-sets/GDIV.txt [2025-09-26T23:05:34.960172] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:34.960216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:34.960248] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:34.960310] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:34.978785] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:34.979766] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:34.979859] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:34.979894] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:35.020006] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:35.020181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:35.020224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:35.020253] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:35.024091] [DEBUG] [FORECASTER] GDIV: Forecast T+1@11:T+2@11: UP (p=94.58%) [2025-09-26T23:05:35.024418] [INFO ] [FORECASTER] Completed predict_future for GDIV [2025-09-26T23:05:35.024567] [INFO ] [sig ] GDIV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:35.172011] [INFO ] [LOCAL ] Saved forecast: GDIV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GDIV.txt [2025-09-26T23:05:35.172304] [WARN ] [sig ] [709/2043] Failed GDIV after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:35.172385] [INFO ] [sig ] [710/2043] Forecasting GDL... [2025-09-26T23:05:35.172424] [INFO ] [sig ] Generating forecast for: GDL [2025-09-26T23:05:35.172465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDL' from 'https://tdm.silogroup.org/data/derivative_storage/GDL.csv'. [2025-09-26T23:05:35.181965] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GDL'. [2025-09-26T23:05:35.182358] [INFO ] [FORECASTER] Starting predict_future for GDL [2025-09-26T23:05:35.209679] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:35.210504] [DEBUG] [LOCAL ] No optimal features file found for GDL: ./output/feature-sets/GDL.txt [2025-09-26T23:05:35.210563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:35.210599] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:35.210629] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:35.210728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:35.229491] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:35.230134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:35.230223] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:35.230259] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:35.268047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:35.268163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:35.268203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:35.268234] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:35.271992] [DEBUG] [FORECASTER] GDL: Forecast T+1@11:T+2@11: DOWN (p=3.13%) [2025-09-26T23:05:35.272280] [INFO ] [FORECASTER] Completed predict_future for GDL [2025-09-26T23:05:35.272429] [INFO ] [sig ] GDL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:35.426182] [INFO ] [LOCAL ] Saved forecast: GDL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GDL.txt [2025-09-26T23:05:35.426531] [WARN ] [sig ] [710/2043] Failed GDL after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:35.426629] [INFO ] [sig ] [711/2043] Forecasting GDO... [2025-09-26T23:05:35.426711] [INFO ] [sig ] Generating forecast for: GDO [2025-09-26T23:05:35.426774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDO' from 'https://tdm.silogroup.org/data/derivative_storage/GDO.csv'. [2025-09-26T23:05:35.437796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDO'. [2025-09-26T23:05:35.438399] [INFO ] [FORECASTER] Starting predict_future for GDO [2025-09-26T23:05:35.468029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:35.469220] [DEBUG] [LOCAL ] No optimal features file found for GDO: ./output/feature-sets/GDO.txt [2025-09-26T23:05:35.469300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:35.469369] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:35.469436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:35.469550] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:35.491898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:35.492938] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:35.493039] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:35.493078] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:35.535833] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:35.536008] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:35.536053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:35.536085] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:35.540869] [DEBUG] [FORECASTER] GDO: Forecast T+1@11:T+2@11: UP (p=68.52%) [2025-09-26T23:05:35.541326] [INFO ] [FORECASTER] Completed predict_future for GDO [2025-09-26T23:05:35.541549] [INFO ] [sig ] GDO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:35.712027] [INFO ] [LOCAL ] Saved forecast: GDO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GDO.txt [2025-09-26T23:05:35.712483] [WARN ] [sig ] [711/2043] Failed GDO after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:35.712615] [INFO ] [sig ] [712/2043] Forecasting GDOT... [2025-09-26T23:05:35.712703] [INFO ] [sig ] Generating forecast for: GDOT [2025-09-26T23:05:35.712754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDOT' from 'https://tdm.silogroup.org/data/derivative_storage/GDOT.csv'. [2025-09-26T23:05:35.723752] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDOT'. [2025-09-26T23:05:35.724165] [INFO ] [FORECASTER] Starting predict_future for GDOT [2025-09-26T23:05:35.752465] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:35.753405] [DEBUG] [LOCAL ] No optimal features file found for GDOT: ./output/feature-sets/GDOT.txt [2025-09-26T23:05:35.753469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:35.753507] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:35.753536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:35.753597] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:35.772359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:35.773049] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:35.773146] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:35.773181] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:35.813337] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:35.813520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:35.813564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:35.813631] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:35.818099] [DEBUG] [FORECASTER] GDOT: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-09-26T23:05:35.818446] [INFO ] [FORECASTER] Completed predict_future for GDOT [2025-09-26T23:05:35.818604] [INFO ] [sig ] GDOT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:35.974582] [INFO ] [LOCAL ] Saved forecast: GDOT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GDOT.txt [2025-09-26T23:05:35.974891] [WARN ] [sig ] [712/2043] Failed GDOT after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:35.974981] [INFO ] [sig ] [713/2043] Forecasting GDV... [2025-09-26T23:05:35.975022] [INFO ] [sig ] Generating forecast for: GDV [2025-09-26T23:05:35.975058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GDV' from 'https://tdm.silogroup.org/data/derivative_storage/GDV.csv'. [2025-09-26T23:05:35.985880] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GDV'. [2025-09-26T23:05:35.986190] [INFO ] [FORECASTER] Starting predict_future for GDV [2025-09-26T23:05:36.013737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:36.014632] [DEBUG] [LOCAL ] No optimal features file found for GDV: ./output/feature-sets/GDV.txt [2025-09-26T23:05:36.014722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:36.014768] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:36.014805] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:36.014867] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:36.034161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:36.034824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:36.034914] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:36.034950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:36.076808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:36.076936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:36.076975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:36.077005] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:36.080558] [DEBUG] [FORECASTER] GDV: Forecast T+1@11:T+2@11: UP (p=66.33%) [2025-09-26T23:05:36.080881] [INFO ] [FORECASTER] Completed predict_future for GDV [2025-09-26T23:05:36.081035] [INFO ] [sig ] GDV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:36.232199] [INFO ] [LOCAL ] Saved forecast: GDV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GDV.txt [2025-09-26T23:05:36.232495] [WARN ] [sig ] [713/2043] Failed GDV after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:36.232574] [INFO ] [sig ] [714/2043] Forecasting GE... [2025-09-26T23:05:36.232615] [INFO ] [sig ] Generating forecast for: GE [2025-09-26T23:05:36.232679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'. [2025-09-26T23:05:36.243688] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GE'. [2025-09-26T23:05:36.244107] [INFO ] [FORECASTER] Starting predict_future for GE [2025-09-26T23:05:36.271066] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:36.271931] [DEBUG] [LOCAL ] No optimal features file found for GE: ./output/feature-sets/GE.txt [2025-09-26T23:05:36.271990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:36.272087] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:36.272140] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:36.272204] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:36.291685] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:36.292634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:36.292751] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:36.292788] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:36.331795] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:36.332001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:36.332048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:36.332079] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:36.335850] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: DOWN (p=7.77%) [2025-09-26T23:05:36.336137] [INFO ] [FORECASTER] Completed predict_future for GE [2025-09-26T23:05:36.336287] [INFO ] [sig ] GE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:36.520955] [INFO ] [LOCAL ] Saved forecast: GE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GE.txt [2025-09-26T23:05:36.521300] [WARN ] [sig ] [714/2043] Failed GE after 0.3s | 4.21 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:36.521401] [INFO ] [sig ] [715/2043] Forecasting GEF... [2025-09-26T23:05:36.521450] [INFO ] [sig ] Generating forecast for: GEF [2025-09-26T23:05:36.521493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'. [2025-09-26T23:05:36.534214] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEF'. [2025-09-26T23:05:36.534546] [INFO ] [FORECASTER] Starting predict_future for GEF [2025-09-26T23:05:36.571321] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:36.572321] [DEBUG] [LOCAL ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt [2025-09-26T23:05:36.572392] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:36.572435] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:36.572470] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:36.572551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:36.598712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:36.599453] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:36.599557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:36.599598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:36.655091] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:36.655233] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:36.655280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:36.655317] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:36.659927] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=55.48%) [2025-09-26T23:05:36.660290] [INFO ] [FORECASTER] Completed predict_future for GEF [2025-09-26T23:05:36.660470] [INFO ] [sig ] GEF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:36.833870] [INFO ] [LOCAL ] Saved forecast: GEF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GEF.txt [2025-09-26T23:05:36.834185] [WARN ] [sig ] [715/2043] Failed GEF after 0.3s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:36.834269] [INFO ] [sig ] [716/2043] Forecasting GEL... [2025-09-26T23:05:36.834310] [INFO ] [sig ] Generating forecast for: GEL [2025-09-26T23:05:36.834346] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'. [2025-09-26T23:05:36.845404] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEL'. [2025-09-26T23:05:36.845948] [INFO ] [FORECASTER] Starting predict_future for GEL [2025-09-26T23:05:36.875714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:36.876628] [DEBUG] [LOCAL ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt [2025-09-26T23:05:36.876713] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:36.876758] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:36.876788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:36.876848] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:36.897558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:36.898436] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:36.898531] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:36.898568] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:36.937868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:36.938078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:36.938135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:36.938179] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:36.942209] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=8.37%) [2025-09-26T23:05:36.942567] [INFO ] [FORECASTER] Completed predict_future for GEL [2025-09-26T23:05:36.942769] [INFO ] [sig ] GEL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:37.099925] [INFO ] [LOCAL ] Saved forecast: GEL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GEL.txt [2025-09-26T23:05:37.100239] [WARN ] [sig ] [716/2043] Failed GEL after 0.3s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:37.100324] [INFO ] [sig ] [717/2043] Forecasting GENI... [2025-09-26T23:05:37.100365] [INFO ] [sig ] Generating forecast for: GENI [2025-09-26T23:05:37.100400] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'. [2025-09-26T23:05:37.111384] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GENI'. [2025-09-26T23:05:37.111792] [INFO ] [FORECASTER] Starting predict_future for GENI [2025-09-26T23:05:37.142319] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:37.143738] [DEBUG] [LOCAL ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt [2025-09-26T23:05:37.143823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:37.143896] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:37.143961] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:37.144076] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:37.164262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:37.165121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:37.165219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:37.165257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:37.206435] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:37.206597] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:37.206662] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:37.206719] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:37.210517] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: UP (p=94.00%) [2025-09-26T23:05:37.210853] [INFO ] [FORECASTER] Completed predict_future for GENI [2025-09-26T23:05:37.211019] [INFO ] [sig ] GENI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:37.367831] [INFO ] [LOCAL ] Saved forecast: GENI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GENI.txt [2025-09-26T23:05:37.368147] [WARN ] [sig ] [717/2043] Failed GENI after 0.3s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:37.368228] [INFO ] [sig ] [718/2043] Forecasting GEO... [2025-09-26T23:05:37.368268] [INFO ] [sig ] Generating forecast for: GEO [2025-09-26T23:05:37.368302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEO' from 'https://tdm.silogroup.org/data/derivative_storage/GEO.csv'. [2025-09-26T23:05:37.378936] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEO'. [2025-09-26T23:05:37.379316] [INFO ] [FORECASTER] Starting predict_future for GEO [2025-09-26T23:05:37.410271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:37.411144] [DEBUG] [LOCAL ] No optimal features file found for GEO: ./output/feature-sets/GEO.txt [2025-09-26T23:05:37.411203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:37.411241] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:37.411272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:37.411333] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:37.430667] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:37.431411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:37.431502] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:37.431538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:37.471586] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:37.471806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:37.471860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:37.471892] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:37.475460] [DEBUG] [FORECASTER] GEO: Forecast T+1@11:T+2@11: DOWN (p=6.30%) [2025-09-26T23:05:37.475797] [INFO ] [FORECASTER] Completed predict_future for GEO [2025-09-26T23:05:37.475947] [INFO ] [sig ] GEO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:37.630465] [INFO ] [LOCAL ] Saved forecast: GEO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GEO.txt [2025-09-26T23:05:37.630775] [WARN ] [sig ] [718/2043] Failed GEO after 0.3s | 4.20 sym/s | Total: 2.8m | ETA: 5.3m [2025-09-26T23:05:37.630886] [INFO ] [sig ] [719/2043] Forecasting GES... [2025-09-26T23:05:37.630940] [INFO ] [sig ] Generating forecast for: GES [2025-09-26T23:05:37.630978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'. [2025-09-26T23:05:37.642068] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GES'. [2025-09-26T23:05:37.642472] [INFO ] [FORECASTER] Starting predict_future for GES [2025-09-26T23:05:37.670383] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:37.671265] [DEBUG] [LOCAL ] No optimal features file found for GES: ./output/feature-sets/GES.txt [2025-09-26T23:05:37.671330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:37.671368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:37.671399] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:37.671458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:37.691486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:37.692515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:37.692665] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:37.692778] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:37.737081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:37.737297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:37.737400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:37.737462] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:37.741482] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: UP (p=93.84%) [2025-09-26T23:05:37.741967] [INFO ] [FORECASTER] Completed predict_future for GES [2025-09-26T23:05:37.742165] [INFO ] [sig ] GES: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:37.916102] [INFO ] [LOCAL ] Saved forecast: GES 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GES.txt [2025-09-26T23:05:37.916638] [WARN ] [sig ] [719/2043] Failed GES after 0.3s | 4.20 sym/s | Total: 2.9m | ETA: 5.3m [2025-09-26T23:05:37.916752] [INFO ] [sig ] [720/2043] Forecasting GETY... [2025-09-26T23:05:37.916794] [INFO ] [sig ] Generating forecast for: GETY [2025-09-26T23:05:37.916829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GETY' from 'https://tdm.silogroup.org/data/derivative_storage/GETY.csv'. [2025-09-26T23:05:37.930695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GETY'. [2025-09-26T23:05:37.931305] [INFO ] [FORECASTER] Starting predict_future for GETY [2025-09-26T23:05:37.965342] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:37.966586] [DEBUG] [LOCAL ] No optimal features file found for GETY: ./output/feature-sets/GETY.txt [2025-09-26T23:05:37.966699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:37.966773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:37.966826] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:37.966893] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:37.988315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:37.989408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:37.989511] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:37.989549] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:38.032392] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:38.032608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:38.032718] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:38.032784] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:38.038912] [DEBUG] [FORECASTER] GETY: Forecast T+1@11:T+2@11: UP (p=80.46%) [2025-09-26T23:05:38.039423] [INFO ] [FORECASTER] Completed predict_future for GETY [2025-09-26T23:05:38.039683] [INFO ] [sig ] GETY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:38.296665] [INFO ] [LOCAL ] Saved forecast: GETY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GETY.txt [2025-09-26T23:05:38.297147] [WARN ] [sig ] [720/2043] Failed GETY after 0.4s | 4.20 sym/s | Total: 2.9m | ETA: 5.3m [2025-09-26T23:05:38.297265] [INFO ] [sig ] [721/2043] Forecasting GEV... [2025-09-26T23:05:38.297328] [INFO ] [sig ] Generating forecast for: GEV [2025-09-26T23:05:38.297388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GEV' from 'https://tdm.silogroup.org/data/derivative_storage/GEV.csv'. [2025-09-26T23:05:38.312461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GEV'. [2025-09-26T23:05:38.313126] [INFO ] [FORECASTER] Starting predict_future for GEV [2025-09-26T23:05:38.350439] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:38.351711] [DEBUG] [LOCAL ] No optimal features file found for GEV: ./output/feature-sets/GEV.txt [2025-09-26T23:05:38.351793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:38.351837] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:38.351895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:38.351976] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:38.382098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:38.383402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:38.383544] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:38.383608] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:38.431261] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:38.431478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:38.431537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:38.431571] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:38.436060] [DEBUG] [FORECASTER] GEV: Forecast T+1@11:T+2@11: UP (p=98.33%) [2025-09-26T23:05:38.436542] [INFO ] [FORECASTER] Completed predict_future for GEV [2025-09-26T23:05:38.436755] [INFO ] [sig ] GEV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:38.623433] [INFO ] [LOCAL ] Saved forecast: GEV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GEV.txt [2025-09-26T23:05:38.623819] [WARN ] [sig ] [721/2043] Failed GEV after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.3m [2025-09-26T23:05:38.623915] [INFO ] [sig ] [722/2043] Forecasting GF... [2025-09-26T23:05:38.623961] [INFO ] [sig ] Generating forecast for: GF [2025-09-26T23:05:38.623998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GF' from 'https://tdm.silogroup.org/data/derivative_storage/GF.csv'. [2025-09-26T23:05:38.635791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GF'. [2025-09-26T23:05:38.636432] [INFO ] [FORECASTER] Starting predict_future for GF [2025-09-26T23:05:38.670886] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:38.671863] [DEBUG] [LOCAL ] No optimal features file found for GF: ./output/feature-sets/GF.txt [2025-09-26T23:05:38.671932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:38.671972] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:38.672007] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:38.672070] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:38.700051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:38.701102] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:38.701238] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:38.701303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:38.740176] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:38.740395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:38.740475] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:38.740521] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:38.746077] [DEBUG] [FORECASTER] GF: Forecast T+1@11:T+2@11: DOWN (p=47.29%) [2025-09-26T23:05:38.746807] [INFO ] [FORECASTER] Completed predict_future for GF [2025-09-26T23:05:38.747059] [INFO ] [sig ] GF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:38.983049] [INFO ] [LOCAL ] Saved forecast: GF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GF.txt [2025-09-26T23:05:38.983460] [WARN ] [sig ] [722/2043] Failed GF after 0.4s | 4.19 sym/s | Total: 2.9m | ETA: 5.3m [2025-09-26T23:05:38.983574] [INFO ] [sig ] [723/2043] Forecasting GFF... [2025-09-26T23:05:38.983682] [INFO ] [sig ] Generating forecast for: GFF [2025-09-26T23:05:38.983758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'. [2025-09-26T23:05:38.995755] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFF'. [2025-09-26T23:05:38.996274] [INFO ] [FORECASTER] Starting predict_future for GFF [2025-09-26T23:05:39.027887] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:39.028814] [DEBUG] [LOCAL ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt [2025-09-26T23:05:39.028874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:39.028910] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:39.028940] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:39.028999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:39.049460] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:39.050393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:39.050492] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:39.050528] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:39.095326] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:39.095527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:39.095577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:39.095610] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:39.100280] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=97.00%) [2025-09-26T23:05:39.100724] [INFO ] [FORECASTER] Completed predict_future for GFF [2025-09-26T23:05:39.100921] [INFO ] [sig ] GFF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:39.276755] [INFO ] [LOCAL ] Saved forecast: GFF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GFF.txt [2025-09-26T23:05:39.277037] [WARN ] [sig ] [723/2043] Failed GFF after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:39.277121] [INFO ] [sig ] [724/2043] Forecasting GFI... [2025-09-26T23:05:39.277184] [INFO ] [sig ] Generating forecast for: GFI [2025-09-26T23:05:39.277239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'. [2025-09-26T23:05:39.289207] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFI'. [2025-09-26T23:05:39.289712] [INFO ] [FORECASTER] Starting predict_future for GFI [2025-09-26T23:05:39.329013] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:39.329954] [DEBUG] [LOCAL ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt [2025-09-26T23:05:39.330015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:39.330052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:39.330086] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:39.330162] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:39.351025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:39.351961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:39.352057] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:39.352093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:39.396550] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:39.396769] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:39.396829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:39.396865] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:39.401222] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: UP (p=58.07%) [2025-09-26T23:05:39.401692] [INFO ] [FORECASTER] Completed predict_future for GFI [2025-09-26T23:05:39.401875] [INFO ] [sig ] GFI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:39.554103] [INFO ] [LOCAL ] Saved forecast: GFI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GFI.txt [2025-09-26T23:05:39.554363] [WARN ] [sig ] [724/2043] Failed GFI after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:39.554440] [INFO ] [sig ] [725/2043] Forecasting GFL... [2025-09-26T23:05:39.554482] [INFO ] [sig ] Generating forecast for: GFL [2025-09-26T23:05:39.554516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'. [2025-09-26T23:05:39.565342] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFL'. [2025-09-26T23:05:39.565857] [INFO ] [FORECASTER] Starting predict_future for GFL [2025-09-26T23:05:39.592491] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:39.593335] [DEBUG] [LOCAL ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt [2025-09-26T23:05:39.593401] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:39.593437] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:39.593467] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:39.593526] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:39.612027] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:39.612743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:39.612834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:39.612871] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:39.659676] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:39.659846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:39.659893] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:39.659927] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:39.664321] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: DOWN (p=1.11%) [2025-09-26T23:05:39.664697] [INFO ] [FORECASTER] Completed predict_future for GFL [2025-09-26T23:05:39.664876] [INFO ] [sig ] GFL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:39.824353] [INFO ] [LOCAL ] Saved forecast: GFL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GFL.txt [2025-09-26T23:05:39.824677] [WARN ] [sig ] [725/2043] Failed GFL after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:39.824797] [INFO ] [sig ] [726/2043] Forecasting GFR... [2025-09-26T23:05:39.824838] [INFO ] [sig ] Generating forecast for: GFR [2025-09-26T23:05:39.824875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GFR' from 'https://tdm.silogroup.org/data/derivative_storage/GFR.csv'. [2025-09-26T23:05:39.835596] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GFR'. [2025-09-26T23:05:39.836010] [INFO ] [FORECASTER] Starting predict_future for GFR [2025-09-26T23:05:39.864005] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:39.865051] [DEBUG] [LOCAL ] No optimal features file found for GFR: ./output/feature-sets/GFR.txt [2025-09-26T23:05:39.865123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:39.865160] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:39.865308] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:39.865381] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:39.886590] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:39.887565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:39.887684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:39.887741] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:39.929677] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:39.929868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:39.929922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:39.929973] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:39.933852] [DEBUG] [FORECASTER] GFR: Forecast T+1@11:T+2@11: UP (p=90.03%) [2025-09-26T23:05:39.934190] [INFO ] [FORECASTER] Completed predict_future for GFR [2025-09-26T23:05:39.934352] [INFO ] [sig ] GFR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:40.097200] [INFO ] [LOCAL ] Saved forecast: GFR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GFR.txt [2025-09-26T23:05:40.097477] [WARN ] [sig ] [726/2043] Failed GFR after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:40.097561] [INFO ] [sig ] [727/2043] Forecasting GGB... [2025-09-26T23:05:40.097601] [INFO ] [sig ] Generating forecast for: GGB [2025-09-26T23:05:40.097637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'. [2025-09-26T23:05:40.108707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GGB'. [2025-09-26T23:05:40.109103] [INFO ] [FORECASTER] Starting predict_future for GGB [2025-09-26T23:05:40.136604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:40.137460] [DEBUG] [LOCAL ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt [2025-09-26T23:05:40.137524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:40.137561] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:40.137589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:40.137669] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:40.156194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:40.156858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:40.156948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:40.156983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:40.197380] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:40.197541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:40.197587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:40.197619] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:40.201676] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=52.87%) [2025-09-26T23:05:40.202014] [INFO ] [FORECASTER] Completed predict_future for GGB [2025-09-26T23:05:40.202172] [INFO ] [sig ] GGB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:40.354357] [INFO ] [LOCAL ] Saved forecast: GGB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GGB.txt [2025-09-26T23:05:40.354917] [WARN ] [sig ] [727/2043] Failed GGB after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:40.355005] [INFO ] [sig ] [728/2043] Forecasting GGG... [2025-09-26T23:05:40.355047] [INFO ] [sig ] Generating forecast for: GGG [2025-09-26T23:05:40.355082] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'. [2025-09-26T23:05:40.359840] [WARN ] [REMOTE ] Historical data not found for symbol 'GGG' (404). [2025-09-26T23:05:40.360036] [FATAL] [sig ] GGG: No historical data fetched. [2025-09-26T23:05:40.360129] [WARN ] [sig ] [728/2043] Failed GGG after 0.0s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:40.360198] [INFO ] [sig ] [729/2043] Forecasting GGT... [2025-09-26T23:05:40.360237] [INFO ] [sig ] Generating forecast for: GGT [2025-09-26T23:05:40.360269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGT' from 'https://tdm.silogroup.org/data/derivative_storage/GGT.csv'. [2025-09-26T23:05:40.370618] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GGT'. [2025-09-26T23:05:40.371141] [INFO ] [FORECASTER] Starting predict_future for GGT [2025-09-26T23:05:40.403242] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:40.404300] [DEBUG] [LOCAL ] No optimal features file found for GGT: ./output/feature-sets/GGT.txt [2025-09-26T23:05:40.404364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:40.404401] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:40.404431] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:40.404490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:40.423527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:40.424249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:40.424394] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:40.424450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:40.457441] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:40.457574] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:40.457615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:40.457670] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:40.461183] [DEBUG] [FORECASTER] GGT: Forecast T+1@11:T+2@11: UP (p=57.22%) [2025-09-26T23:05:40.461472] [INFO ] [FORECASTER] Completed predict_future for GGT [2025-09-26T23:05:40.461618] [INFO ] [sig ] GGT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:40.618430] [INFO ] [LOCAL ] Saved forecast: GGT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GGT.txt [2025-09-26T23:05:40.618721] [WARN ] [sig ] [729/2043] Failed GGT after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:40.618805] [INFO ] [sig ] [730/2043] Forecasting GGZ... [2025-09-26T23:05:40.618847] [INFO ] [sig ] Generating forecast for: GGZ [2025-09-26T23:05:40.618882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GGZ' from 'https://tdm.silogroup.org/data/derivative_storage/GGZ.csv'. [2025-09-26T23:05:40.628573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GGZ'. [2025-09-26T23:05:40.628939] [INFO ] [FORECASTER] Starting predict_future for GGZ [2025-09-26T23:05:40.655155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:40.655963] [DEBUG] [LOCAL ] No optimal features file found for GGZ: ./output/feature-sets/GGZ.txt [2025-09-26T23:05:40.656020] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:40.656054] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:40.656082] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:40.656141] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:40.674634] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:40.675576] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:40.675700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:40.675756] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:40.715820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:40.715946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:40.716448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:40.716489] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:40.720579] [DEBUG] [FORECASTER] GGZ: Forecast T+1@11:T+2@11: UP (p=95.77%) [2025-09-26T23:05:40.720900] [INFO ] [FORECASTER] Completed predict_future for GGZ [2025-09-26T23:05:40.721043] [INFO ] [sig ] GGZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:40.868795] [INFO ] [LOCAL ] Saved forecast: GGZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GGZ.txt [2025-09-26T23:05:40.869056] [WARN ] [sig ] [730/2043] Failed GGZ after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:40.869142] [INFO ] [sig ] [731/2043] Forecasting GHC... [2025-09-26T23:05:40.869191] [INFO ] [sig ] Generating forecast for: GHC [2025-09-26T23:05:40.869235] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHC' from 'https://tdm.silogroup.org/data/derivative_storage/GHC.csv'. [2025-09-26T23:05:40.879042] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHC'. [2025-09-26T23:05:40.879513] [INFO ] [FORECASTER] Starting predict_future for GHC [2025-09-26T23:05:40.907145] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:40.908098] [DEBUG] [LOCAL ] No optimal features file found for GHC: ./output/feature-sets/GHC.txt [2025-09-26T23:05:40.908173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:40.908219] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:40.908250] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:40.908311] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:40.926544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:40.927285] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:40.927373] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:40.927409] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:40.967368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:40.967530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:40.967572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:40.967602] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:40.971326] [DEBUG] [FORECASTER] GHC: Forecast T+1@11:T+2@11: DOWN (p=14.87%) [2025-09-26T23:05:40.971683] [INFO ] [FORECASTER] Completed predict_future for GHC [2025-09-26T23:05:40.971854] [INFO ] [sig ] GHC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:41.122441] [INFO ] [LOCAL ] Saved forecast: GHC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GHC.txt [2025-09-26T23:05:41.122788] [WARN ] [sig ] [731/2043] Failed GHC after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:41.122877] [INFO ] [sig ] [732/2043] Forecasting GHG... [2025-09-26T23:05:41.122918] [INFO ] [sig ] Generating forecast for: GHG [2025-09-26T23:05:41.122953] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHG' from 'https://tdm.silogroup.org/data/derivative_storage/GHG.csv'. [2025-09-26T23:05:41.133071] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GHG'. [2025-09-26T23:05:41.133513] [INFO ] [FORECASTER] Starting predict_future for GHG [2025-09-26T23:05:41.162224] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:41.163163] [DEBUG] [LOCAL ] No optimal features file found for GHG: ./output/feature-sets/GHG.txt [2025-09-26T23:05:41.163225] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:41.163261] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:41.163291] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:41.163350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:41.182661] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:41.183488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:41.183586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:41.183622] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:41.213304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:41.213470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:41.213514] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:41.213563] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:41.217389] [DEBUG] [FORECASTER] GHG: Forecast T+1@11:T+2@11: UP (p=66.33%) [2025-09-26T23:05:41.217732] [INFO ] [FORECASTER] Completed predict_future for GHG [2025-09-26T23:05:41.217912] [INFO ] [sig ] GHG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:41.372486] [INFO ] [LOCAL ] Saved forecast: GHG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GHG.txt [2025-09-26T23:05:41.372900] [WARN ] [sig ] [732/2043] Failed GHG after 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:41.373002] [INFO ] [sig ] [733/2043] Forecasting GHI... [2025-09-26T23:05:41.373050] [INFO ] [sig ] Generating forecast for: GHI [2025-09-26T23:05:41.373134] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'. [2025-09-26T23:05:41.384234] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHI'. [2025-09-26T23:05:41.384712] [INFO ] [FORECASTER] Starting predict_future for GHI [2025-09-26T23:05:41.412529] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:41.413429] [DEBUG] [LOCAL ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt [2025-09-26T23:05:41.413492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:41.413530] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:41.413560] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:41.413633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:41.432913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:41.433848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:41.433945] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:41.433981] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:41.471813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:41.472004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:41.472052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:41.472086] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:41.476451] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=53.55%) [2025-09-26T23:05:41.476802] [INFO ] [FORECASTER] Completed predict_future for GHI [2025-09-26T23:05:41.476957] [INFO ] [sig ] GHI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:41.627577] [INFO ] [LOCAL ] Saved forecast: GHI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GHI.txt [2025-09-26T23:05:41.627871] [WARN ] [sig ] [733/2043] Failed GHI after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:41.627956] [INFO ] [sig ] [734/2043] Forecasting GHLD... [2025-09-26T23:05:41.627997] [INFO ] [sig ] Generating forecast for: GHLD [2025-09-26T23:05:41.628031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHLD' from 'https://tdm.silogroup.org/data/derivative_storage/GHLD.csv'. [2025-09-26T23:05:41.638735] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHLD'. [2025-09-26T23:05:41.639154] [INFO ] [FORECASTER] Starting predict_future for GHLD [2025-09-26T23:05:41.666846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:41.667792] [DEBUG] [LOCAL ] No optimal features file found for GHLD: ./output/feature-sets/GHLD.txt [2025-09-26T23:05:41.667859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:41.667931] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:41.667975] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:41.668039] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:41.688783] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:41.689544] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:41.689662] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:41.689720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:41.732709] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:41.732929] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:41.732989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:41.733023] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:41.737443] [DEBUG] [FORECASTER] GHLD: Forecast T+1@11:T+2@11: UP (p=85.67%) [2025-09-26T23:05:41.737820] [INFO ] [FORECASTER] Completed predict_future for GHLD [2025-09-26T23:05:41.738024] [INFO ] [sig ] GHLD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:41.897722] [INFO ] [LOCAL ] Saved forecast: GHLD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GHLD.txt [2025-09-26T23:05:41.898001] [WARN ] [sig ] [734/2043] Failed GHLD after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:41.898087] [INFO ] [sig ] [735/2043] Forecasting GHM... [2025-09-26T23:05:41.898130] [INFO ] [sig ] Generating forecast for: GHM [2025-09-26T23:05:41.898167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'. [2025-09-26T23:05:41.909355] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHM'. [2025-09-26T23:05:41.909868] [INFO ] [FORECASTER] Starting predict_future for GHM [2025-09-26T23:05:41.937773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:41.938703] [DEBUG] [LOCAL ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt [2025-09-26T23:05:41.938772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:41.938809] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:41.938837] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:41.938896] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:41.957816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:41.958764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:41.958867] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:41.958907] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:41.999239] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:41.999453] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:41.999515] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:41.999548] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:42.003552] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: DOWN (p=11.75%) [2025-09-26T23:05:42.003954] [INFO ] [FORECASTER] Completed predict_future for GHM [2025-09-26T23:05:42.004126] [INFO ] [sig ] GHM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:42.169989] [INFO ] [LOCAL ] Saved forecast: GHM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GHM.txt [2025-09-26T23:05:42.170275] [WARN ] [sig ] [735/2043] Failed GHM after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:42.170359] [INFO ] [sig ] [736/2043] Forecasting GHY... [2025-09-26T23:05:42.170399] [INFO ] [sig ] Generating forecast for: GHY [2025-09-26T23:05:42.170434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'. [2025-09-26T23:05:42.181739] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GHY'. [2025-09-26T23:05:42.182239] [INFO ] [FORECASTER] Starting predict_future for GHY [2025-09-26T23:05:42.212219] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:42.213260] [DEBUG] [LOCAL ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt [2025-09-26T23:05:42.213322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:42.213366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:42.213402] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:42.213465] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:42.235874] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:42.237019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:42.237134] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:42.237182] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:42.281533] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:42.281762] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:42.281834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:42.281880] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:42.287146] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: DOWN (p=32.17%) [2025-09-26T23:05:42.287609] [INFO ] [FORECASTER] Completed predict_future for GHY [2025-09-26T23:05:42.288077] [INFO ] [sig ] GHY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:42.463393] [INFO ] [LOCAL ] Saved forecast: GHY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GHY.txt [2025-09-26T23:05:42.463719] [WARN ] [sig ] [736/2043] Failed GHY after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:42.463814] [INFO ] [sig ] [737/2043] Forecasting GIB... [2025-09-26T23:05:42.463856] [INFO ] [sig ] Generating forecast for: GIB [2025-09-26T23:05:42.463893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'. [2025-09-26T23:05:42.474444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIB'. [2025-09-26T23:05:42.474957] [INFO ] [FORECASTER] Starting predict_future for GIB [2025-09-26T23:05:42.503703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:42.504748] [DEBUG] [LOCAL ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt [2025-09-26T23:05:42.504815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:42.504854] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:42.504885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:42.504945] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:42.524214] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:42.525273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:42.525372] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:42.525410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:42.564461] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:42.564678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:42.564748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:42.564786] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:42.569460] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=7.79%) [2025-09-26T23:05:42.569839] [INFO ] [FORECASTER] Completed predict_future for GIB [2025-09-26T23:05:42.570006] [INFO ] [sig ] GIB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:42.718516] [INFO ] [LOCAL ] Saved forecast: GIB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GIB.txt [2025-09-26T23:05:42.718796] [WARN ] [sig ] [737/2043] Failed GIB after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:42.718893] [INFO ] [sig ] [738/2043] Forecasting GIC... [2025-09-26T23:05:42.718937] [INFO ] [sig ] Generating forecast for: GIC [2025-09-26T23:05:42.718973] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIC' from 'https://tdm.silogroup.org/data/derivative_storage/GIC.csv'. [2025-09-26T23:05:42.729072] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIC'. [2025-09-26T23:05:42.729411] [INFO ] [FORECASTER] Starting predict_future for GIC [2025-09-26T23:05:42.757181] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:42.758151] [DEBUG] [LOCAL ] No optimal features file found for GIC: ./output/feature-sets/GIC.txt [2025-09-26T23:05:42.758215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:42.758253] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:42.758284] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:42.758352] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:42.777591] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:42.778318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:42.778410] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:42.778448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:42.821776] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:42.821976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:42.822036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:42.822085] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:42.826976] [DEBUG] [FORECASTER] GIC: Forecast T+1@11:T+2@11: UP (p=60.22%) [2025-09-26T23:05:42.827360] [INFO ] [FORECASTER] Completed predict_future for GIC [2025-09-26T23:05:42.827544] [INFO ] [sig ] GIC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:42.986154] [INFO ] [LOCAL ] Saved forecast: GIC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GIC.txt [2025-09-26T23:05:42.986432] [WARN ] [sig ] [738/2043] Failed GIC after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:42.986518] [INFO ] [sig ] [739/2043] Forecasting GIL... [2025-09-26T23:05:42.986581] [INFO ] [sig ] Generating forecast for: GIL [2025-09-26T23:05:42.986682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'. [2025-09-26T23:05:42.996722] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIL'. [2025-09-26T23:05:42.997095] [INFO ] [FORECASTER] Starting predict_future for GIL [2025-09-26T23:05:43.024030] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:43.024905] [DEBUG] [LOCAL ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt [2025-09-26T23:05:43.024967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:43.025005] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:43.025034] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:43.025096] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:43.044439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:43.045168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:43.045261] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:43.045297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:43.080338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:43.080465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:43.080505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:43.080556] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:43.084564] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=9.82%) [2025-09-26T23:05:43.084924] [INFO ] [FORECASTER] Completed predict_future for GIL [2025-09-26T23:05:43.085073] [INFO ] [sig ] GIL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:43.235238] [INFO ] [LOCAL ] Saved forecast: GIL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GIL.txt [2025-09-26T23:05:43.235465] [WARN ] [sig ] [739/2043] Failed GIL after 0.2s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:43.235541] [INFO ] [sig ] [740/2043] Forecasting GIS... [2025-09-26T23:05:43.235582] [INFO ] [sig ] Generating forecast for: GIS [2025-09-26T23:05:43.235615] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'. [2025-09-26T23:05:43.246953] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GIS'. [2025-09-26T23:05:43.247476] [INFO ] [FORECASTER] Starting predict_future for GIS [2025-09-26T23:05:43.275102] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:43.276012] [DEBUG] [LOCAL ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt [2025-09-26T23:05:43.276076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:43.276113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:43.276142] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:43.276203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:43.295152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:43.296067] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:43.296164] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:43.296199] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:43.334697] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:43.334887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:43.334935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:43.334964] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:43.339035] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=44.82%) [2025-09-26T23:05:43.339350] [INFO ] [FORECASTER] Completed predict_future for GIS [2025-09-26T23:05:43.339504] [INFO ] [sig ] GIS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:43.491838] [INFO ] [LOCAL ] Saved forecast: GIS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GIS.txt [2025-09-26T23:05:43.492111] [WARN ] [sig ] [740/2043] Failed GIS after 0.3s | 4.19 sym/s | Total: 2.9m | ETA: 5.2m [2025-09-26T23:05:43.492192] [INFO ] [sig ] [741/2043] Forecasting GKOS... [2025-09-26T23:05:43.492240] [INFO ] [sig ] Generating forecast for: GKOS [2025-09-26T23:05:43.492276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'. [2025-09-26T23:05:43.503029] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GKOS'. [2025-09-26T23:05:43.503507] [INFO ] [FORECASTER] Starting predict_future for GKOS [2025-09-26T23:05:43.530891] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:43.531782] [DEBUG] [LOCAL ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt [2025-09-26T23:05:43.531844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:43.531880] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:43.531910] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:43.531968] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:43.550844] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:43.551471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:43.551560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:43.551595] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:43.591633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:43.591745] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:43.591785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:43.591815] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:43.595240] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=7.37%) [2025-09-26T23:05:43.595511] [INFO ] [FORECASTER] Completed predict_future for GKOS [2025-09-26T23:05:43.595680] [INFO ] [sig ] GKOS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:43.749067] [INFO ] [LOCAL ] Saved forecast: GKOS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GKOS.txt [2025-09-26T23:05:43.749511] [WARN ] [sig ] [741/2043] Failed GKOS after 0.3s | 4.19 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:43.749601] [INFO ] [sig ] [742/2043] Forecasting GL... [2025-09-26T23:05:43.749679] [INFO ] [sig ] Generating forecast for: GL [2025-09-26T23:05:43.749743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'. [2025-09-26T23:05:43.761853] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GL'. [2025-09-26T23:05:43.762452] [INFO ] [FORECASTER] Starting predict_future for GL [2025-09-26T23:05:43.790868] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:43.791729] [DEBUG] [LOCAL ] No optimal features file found for GL: ./output/feature-sets/GL.txt [2025-09-26T23:05:43.791788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:43.791825] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:43.791854] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:43.791914] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:43.810818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:43.811421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:43.811513] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:43.811550] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:43.854306] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:43.854527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:43.854575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:43.854607] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:43.858688] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=9.23%) [2025-09-26T23:05:43.859006] [INFO ] [FORECASTER] Completed predict_future for GL [2025-09-26T23:05:43.859174] [INFO ] [sig ] GL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:44.012688] [INFO ] [LOCAL ] Saved forecast: GL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GL.txt [2025-09-26T23:05:44.012940] [WARN ] [sig ] [742/2043] Failed GL after 0.3s | 4.19 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:44.013020] [INFO ] [sig ] [743/2043] Forecasting GLOB... [2025-09-26T23:05:44.013060] [INFO ] [sig ] Generating forecast for: GLOB [2025-09-26T23:05:44.013094] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'. [2025-09-26T23:05:44.026002] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GLOB'. [2025-09-26T23:05:44.026623] [INFO ] [FORECASTER] Starting predict_future for GLOB [2025-09-26T23:05:44.060770] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:44.061637] [DEBUG] [LOCAL ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt [2025-09-26T23:05:44.061724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:44.061763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:44.061793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:44.061851] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:44.080284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:44.081242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:44.081341] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:44.081376] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:44.120063] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:44.120298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:44.120362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:44.120396] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:44.124928] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=15.02%) [2025-09-26T23:05:44.125339] [INFO ] [FORECASTER] Completed predict_future for GLOB [2025-09-26T23:05:44.125510] [INFO ] [sig ] GLOB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:44.279711] [INFO ] [LOCAL ] Saved forecast: GLOB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GLOB.txt [2025-09-26T23:05:44.280001] [WARN ] [sig ] [743/2043] Failed GLOB after 0.3s | 4.19 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:44.280086] [INFO ] [sig ] [744/2043] Forecasting GLP... [2025-09-26T23:05:44.280131] [INFO ] [sig ] Generating forecast for: GLP [2025-09-26T23:05:44.280167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'. [2025-09-26T23:05:44.290275] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GLP'. [2025-09-26T23:05:44.290749] [INFO ] [FORECASTER] Starting predict_future for GLP [2025-09-26T23:05:44.318154] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:44.318990] [DEBUG] [LOCAL ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt [2025-09-26T23:05:44.319091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:44.319138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:44.319170] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:44.319229] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:44.337831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:44.338714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:44.338808] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:44.338843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:44.378428] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:44.378551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:44.378591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:44.378620] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:44.382210] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: DOWN (p=4.50%) [2025-09-26T23:05:44.382504] [INFO ] [FORECASTER] Completed predict_future for GLP [2025-09-26T23:05:44.382684] [INFO ] [sig ] GLP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:44.532098] [INFO ] [LOCAL ] Saved forecast: GLP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GLP.txt [2025-09-26T23:05:44.532346] [WARN ] [sig ] [744/2043] Failed GLP after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:44.532434] [INFO ] [sig ] [745/2043] Forecasting GLW... [2025-09-26T23:05:44.532474] [INFO ] [sig ] Generating forecast for: GLW [2025-09-26T23:05:44.532508] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GLW' from 'https://tdm.silogroup.org/data/derivative_storage/GLW.csv'. [2025-09-26T23:05:44.543955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GLW'. [2025-09-26T23:05:44.544293] [INFO ] [FORECASTER] Starting predict_future for GLW [2025-09-26T23:05:44.571595] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:44.572449] [DEBUG] [LOCAL ] No optimal features file found for GLW: ./output/feature-sets/GLW.txt [2025-09-26T23:05:44.572512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:44.572550] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:44.572580] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:44.572664] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:44.591870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:44.592624] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:44.592743] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:44.592785] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:44.633917] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:44.634099] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:44.634147] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:44.634177] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:44.638045] [DEBUG] [FORECASTER] GLW: Forecast T+1@11:T+2@11: UP (p=93.07%) [2025-09-26T23:05:44.638361] [INFO ] [FORECASTER] Completed predict_future for GLW [2025-09-26T23:05:44.638515] [INFO ] [sig ] GLW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:44.791254] [INFO ] [LOCAL ] Saved forecast: GLW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GLW.txt [2025-09-26T23:05:44.791526] [WARN ] [sig ] [745/2043] Failed GLW after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:44.791606] [INFO ] [sig ] [746/2043] Forecasting GM... [2025-09-26T23:05:44.791673] [INFO ] [sig ] Generating forecast for: GM [2025-09-26T23:05:44.791729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GM' from 'https://tdm.silogroup.org/data/derivative_storage/GM.csv'. [2025-09-26T23:05:44.802329] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GM'. [2025-09-26T23:05:44.802764] [INFO ] [FORECASTER] Starting predict_future for GM [2025-09-26T23:05:44.829459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:44.830336] [DEBUG] [LOCAL ] No optimal features file found for GM: ./output/feature-sets/GM.txt [2025-09-26T23:05:44.830398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:44.830435] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:44.830464] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:44.830522] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:44.849576] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:44.850446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:44.850542] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:44.850580] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:44.891369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:44.891557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:44.891601] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:44.891631] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:44.896084] [DEBUG] [FORECASTER] GM: Forecast T+1@11:T+2@11: UP (p=88.29%) [2025-09-26T23:05:44.896543] [INFO ] [FORECASTER] Completed predict_future for GM [2025-09-26T23:05:44.896755] [INFO ] [sig ] GM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:45.051029] [INFO ] [LOCAL ] Saved forecast: GM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GM.txt [2025-09-26T23:05:45.051445] [WARN ] [sig ] [746/2043] Failed GM after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:45.051531] [INFO ] [sig ] [747/2043] Forecasting GME... [2025-09-26T23:05:45.051572] [INFO ] [sig ] Generating forecast for: GME [2025-09-26T23:05:45.051607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'. [2025-09-26T23:05:45.062833] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GME'. [2025-09-26T23:05:45.063237] [INFO ] [FORECASTER] Starting predict_future for GME [2025-09-26T23:05:45.093281] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:45.094231] [DEBUG] [LOCAL ] No optimal features file found for GME: ./output/feature-sets/GME.txt [2025-09-26T23:05:45.094299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:45.094339] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:45.094370] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:45.094432] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:45.113291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:45.114149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:45.114249] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:45.114322] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:45.154120] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:45.154312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:45.154359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:45.154438] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:45.159020] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=28.31%) [2025-09-26T23:05:45.159331] [INFO ] [FORECASTER] Completed predict_future for GME [2025-09-26T23:05:45.159480] [INFO ] [sig ] GME: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:45.310743] [INFO ] [LOCAL ] Saved forecast: GME 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GME.txt [2025-09-26T23:05:45.311012] [WARN ] [sig ] [747/2043] Failed GME after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:45.311095] [INFO ] [sig ] [748/2043] Forecasting GMED... [2025-09-26T23:05:45.311136] [INFO ] [sig ] Generating forecast for: GMED [2025-09-26T23:05:45.311170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'. [2025-09-26T23:05:45.320975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GMED'. [2025-09-26T23:05:45.321306] [INFO ] [FORECASTER] Starting predict_future for GMED [2025-09-26T23:05:45.348541] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:45.349348] [DEBUG] [LOCAL ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt [2025-09-26T23:05:45.349406] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:45.349443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:45.349473] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:45.349532] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:45.368859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:45.369457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:45.369543] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:45.369577] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:45.403733] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:45.403854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:45.403894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:45.403926] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:45.408045] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: UP (p=90.86%) [2025-09-26T23:05:45.408518] [INFO ] [FORECASTER] Completed predict_future for GMED [2025-09-26T23:05:45.408726] [INFO ] [sig ] GMED: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:45.563475] [INFO ] [LOCAL ] Saved forecast: GMED 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GMED.txt [2025-09-26T23:05:45.563754] [WARN ] [sig ] [748/2043] Failed GMED after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:45.563838] [INFO ] [sig ] [749/2043] Forecasting GMRE... [2025-09-26T23:05:45.563879] [INFO ] [sig ] Generating forecast for: GMRE [2025-09-26T23:05:45.563913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'. [2025-09-26T23:05:45.574590] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GMRE'. [2025-09-26T23:05:45.574946] [INFO ] [FORECASTER] Starting predict_future for GMRE [2025-09-26T23:05:45.603821] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:45.604865] [DEBUG] [LOCAL ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt [2025-09-26T23:05:45.604930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:45.604967] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:45.604998] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:45.605061] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:45.625155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:45.626132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:45.626235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:45.626273] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:45.669543] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:45.669740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:45.669798] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:45.669832] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:45.674028] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=89.88%) [2025-09-26T23:05:45.674334] [INFO ] [FORECASTER] Completed predict_future for GMRE [2025-09-26T23:05:45.674481] [INFO ] [sig ] GMRE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:45.854189] [INFO ] [LOCAL ] Saved forecast: GMRE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GMRE.txt [2025-09-26T23:05:45.854606] [WARN ] [sig ] [749/2043] Failed GMRE after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:45.854745] [INFO ] [sig ] [750/2043] Forecasting GNE... [2025-09-26T23:05:45.854799] [INFO ] [sig ] Generating forecast for: GNE [2025-09-26T23:05:45.854842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'. [2025-09-26T23:05:45.872125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNE'. [2025-09-26T23:05:45.872672] [INFO ] [FORECASTER] Starting predict_future for GNE [2025-09-26T23:05:45.901841] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:45.902799] [DEBUG] [LOCAL ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt [2025-09-26T23:05:45.902859] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:45.902895] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:45.902925] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:45.902988] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:45.922235] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:45.923059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:45.923156] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:45.923191] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:45.952962] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:45.953134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:45.953178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:45.953210] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:45.957048] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=93.92%) [2025-09-26T23:05:45.957354] [INFO ] [FORECASTER] Completed predict_future for GNE [2025-09-26T23:05:45.957494] [INFO ] [sig ] GNE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:46.110233] [INFO ] [LOCAL ] Saved forecast: GNE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GNE.txt [2025-09-26T23:05:46.110537] [WARN ] [sig ] [750/2043] Failed GNE after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:46.110630] [INFO ] [sig ] [751/2043] Forecasting GNK... [2025-09-26T23:05:46.110724] [INFO ] [sig ] Generating forecast for: GNK [2025-09-26T23:05:46.110787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'. [2025-09-26T23:05:46.121195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNK'. [2025-09-26T23:05:46.121696] [INFO ] [FORECASTER] Starting predict_future for GNK [2025-09-26T23:05:46.150499] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:46.151371] [DEBUG] [LOCAL ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt [2025-09-26T23:05:46.151433] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:46.151471] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:46.151500] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:46.151560] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:46.171025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:46.171956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:46.172051] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:46.172086] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:46.205223] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:46.205404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:46.205471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:46.205509] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:46.210067] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=4.82%) [2025-09-26T23:05:46.210430] [INFO ] [FORECASTER] Completed predict_future for GNK [2025-09-26T23:05:46.210588] [INFO ] [sig ] GNK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:46.366266] [INFO ] [LOCAL ] Saved forecast: GNK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GNK.txt [2025-09-26T23:05:46.366575] [WARN ] [sig ] [751/2043] Failed GNK after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.2m [2025-09-26T23:05:46.366693] [INFO ] [sig ] [752/2043] Forecasting GNL... [2025-09-26T23:05:46.366775] [INFO ] [sig ] Generating forecast for: GNL [2025-09-26T23:05:46.366841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'. [2025-09-26T23:05:46.376234] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNL'. [2025-09-26T23:05:46.376594] [INFO ] [FORECASTER] Starting predict_future for GNL [2025-09-26T23:05:46.404991] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:46.405947] [DEBUG] [LOCAL ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt [2025-09-26T23:05:46.406015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:46.406052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:46.406081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:46.406139] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:46.424800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:46.425786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:46.425897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:46.425944] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:46.457049] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:46.457274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:46.457335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:46.457369] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:46.461043] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=93.47%) [2025-09-26T23:05:46.461337] [INFO ] [FORECASTER] Completed predict_future for GNL [2025-09-26T23:05:46.461474] [INFO ] [sig ] GNL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:46.614737] [INFO ] [LOCAL ] Saved forecast: GNL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GNL.txt [2025-09-26T23:05:46.614993] [WARN ] [sig ] [752/2043] Failed GNL after 0.2s | 4.18 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:46.615078] [INFO ] [sig ] [753/2043] Forecasting GNRC... [2025-09-26T23:05:46.615119] [INFO ] [sig ] Generating forecast for: GNRC [2025-09-26T23:05:46.615153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'. [2025-09-26T23:05:46.624822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNRC'. [2025-09-26T23:05:46.625207] [INFO ] [FORECASTER] Starting predict_future for GNRC [2025-09-26T23:05:46.652771] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:46.653793] [DEBUG] [LOCAL ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt [2025-09-26T23:05:46.653883] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:46.653957] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:46.654028] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:46.654138] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:46.673007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:46.673698] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:46.673815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:46.673872] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:46.701837] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:46.701996] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:46.702038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:46.702070] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:46.705873] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=22.12%) [2025-09-26T23:05:46.706199] [INFO ] [FORECASTER] Completed predict_future for GNRC [2025-09-26T23:05:46.706371] [INFO ] [sig ] GNRC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:46.862572] [INFO ] [LOCAL ] Saved forecast: GNRC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GNRC.txt [2025-09-26T23:05:46.862918] [WARN ] [sig ] [753/2043] Failed GNRC after 0.2s | 4.18 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:46.863024] [INFO ] [sig ] [754/2043] Forecasting GNT... [2025-09-26T23:05:46.863094] [INFO ] [sig ] Generating forecast for: GNT [2025-09-26T23:05:46.863153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNT' from 'https://tdm.silogroup.org/data/derivative_storage/GNT.csv'. [2025-09-26T23:05:46.873317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNT'. [2025-09-26T23:05:46.873766] [INFO ] [FORECASTER] Starting predict_future for GNT [2025-09-26T23:05:46.902350] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:46.903289] [DEBUG] [LOCAL ] No optimal features file found for GNT: ./output/feature-sets/GNT.txt [2025-09-26T23:05:46.903349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:46.903397] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:46.903453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:46.903517] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:46.924423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:46.925218] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:46.925310] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:46.925399] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:46.961031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:46.961218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:46.961265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:46.961297] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:46.965839] [DEBUG] [FORECASTER] GNT: Forecast T+1@11:T+2@11: UP (p=76.25%) [2025-09-26T23:05:46.966148] [INFO ] [FORECASTER] Completed predict_future for GNT [2025-09-26T23:05:46.966297] [INFO ] [sig ] GNT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:47.131209] [INFO ] [LOCAL ] Saved forecast: GNT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GNT.txt [2025-09-26T23:05:47.131478] [WARN ] [sig ] [754/2043] Failed GNT after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:47.131563] [INFO ] [sig ] [755/2043] Forecasting GNTY... [2025-09-26T23:05:47.131604] [INFO ] [sig ] Generating forecast for: GNTY [2025-09-26T23:05:47.131662] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNTY' from 'https://tdm.silogroup.org/data/derivative_storage/GNTY.csv'. [2025-09-26T23:05:47.141609] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GNTY'. [2025-09-26T23:05:47.142058] [INFO ] [FORECASTER] Starting predict_future for GNTY [2025-09-26T23:05:47.169718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:47.170529] [DEBUG] [LOCAL ] No optimal features file found for GNTY: ./output/feature-sets/GNTY.txt [2025-09-26T23:05:47.170588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:47.170625] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:47.170691] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:47.170766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:47.189677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:47.190529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:47.190665] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:47.190725] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:47.229496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:47.229679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:47.229741] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:47.229775] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:47.233442] [DEBUG] [FORECASTER] GNTY: Forecast T+1@11:T+2@11: UP (p=88.38%) [2025-09-26T23:05:47.233792] [INFO ] [FORECASTER] Completed predict_future for GNTY [2025-09-26T23:05:47.233948] [INFO ] [sig ] GNTY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:47.391824] [INFO ] [LOCAL ] Saved forecast: GNTY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GNTY.txt [2025-09-26T23:05:47.392125] [WARN ] [sig ] [755/2043] Failed GNTY after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:47.392216] [INFO ] [sig ] [756/2043] Forecasting GNW... [2025-09-26T23:05:47.392258] [INFO ] [sig ] Generating forecast for: GNW [2025-09-26T23:05:47.392293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GNW' from 'https://tdm.silogroup.org/data/derivative_storage/GNW.csv'. [2025-09-26T23:05:47.402607] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GNW'. [2025-09-26T23:05:47.403042] [INFO ] [FORECASTER] Starting predict_future for GNW [2025-09-26T23:05:47.430831] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:47.431632] [DEBUG] [LOCAL ] No optimal features file found for GNW: ./output/feature-sets/GNW.txt [2025-09-26T23:05:47.431717] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:47.431758] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:47.431788] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:47.431849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:47.451939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:47.452896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:47.453006] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:47.453053] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:47.492599] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:47.492792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:47.492844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:47.492880] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:47.496734] [DEBUG] [FORECASTER] GNW: Forecast T+1@11:T+2@11: UP (p=91.60%) [2025-09-26T23:05:47.497042] [INFO ] [FORECASTER] Completed predict_future for GNW [2025-09-26T23:05:47.497186] [INFO ] [sig ] GNW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:47.754175] [INFO ] [LOCAL ] Saved forecast: GNW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GNW.txt [2025-09-26T23:05:47.754441] [WARN ] [sig ] [756/2043] Failed GNW after 0.4s | 4.18 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:47.754526] [INFO ] [sig ] [757/2043] Forecasting GOF... [2025-09-26T23:05:47.754565] [INFO ] [sig ] Generating forecast for: GOF [2025-09-26T23:05:47.754599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'. [2025-09-26T23:05:47.765569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOF'. [2025-09-26T23:05:47.765976] [INFO ] [FORECASTER] Starting predict_future for GOF [2025-09-26T23:05:47.795925] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:47.796853] [DEBUG] [LOCAL ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt [2025-09-26T23:05:47.796933] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:47.796971] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:47.797003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:47.797062] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:47.816251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:47.817097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:47.817192] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:47.817228] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:47.858984] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:47.859177] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:47.859223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:47.859255] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:47.863179] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: DOWN (p=23.98%) [2025-09-26T23:05:47.863495] [INFO ] [FORECASTER] Completed predict_future for GOF [2025-09-26T23:05:47.863672] [INFO ] [sig ] GOF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:48.022475] [INFO ] [LOCAL ] Saved forecast: GOF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GOF.txt [2025-09-26T23:05:48.022754] [WARN ] [sig ] [757/2043] Failed GOF after 0.3s | 4.18 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:48.022841] [INFO ] [sig ] [758/2043] Forecasting GOLF... [2025-09-26T23:05:48.022899] [INFO ] [sig ] Generating forecast for: GOLF [2025-09-26T23:05:48.022934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'. [2025-09-26T23:05:48.033360] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOLF'. [2025-09-26T23:05:48.033804] [INFO ] [FORECASTER] Starting predict_future for GOLF [2025-09-26T23:05:48.061090] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:48.061872] [DEBUG] [LOCAL ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt [2025-09-26T23:05:48.061929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:48.061964] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:48.061993] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:48.062052] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:48.081127] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:48.081775] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:48.081866] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:48.081904] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:48.122159] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:48.122273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:48.122311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:48.122340] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:48.126075] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=27.28%) [2025-09-26T23:05:48.126526] [INFO ] [FORECASTER] Completed predict_future for GOLF [2025-09-26T23:05:48.126774] [INFO ] [sig ] GOLF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:48.342266] [INFO ] [LOCAL ] Saved forecast: GOLF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GOLF.txt [2025-09-26T23:05:48.342500] [WARN ] [sig ] [758/2043] Failed GOLF after 0.3s | 4.17 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:48.342584] [INFO ] [sig ] [759/2043] Forecasting GOOS... [2025-09-26T23:05:48.342634] [INFO ] [sig ] Generating forecast for: GOOS [2025-09-26T23:05:48.342713] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'. [2025-09-26T23:05:48.353783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOOS'. [2025-09-26T23:05:48.354213] [INFO ] [FORECASTER] Starting predict_future for GOOS [2025-09-26T23:05:48.383600] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:48.384561] [DEBUG] [LOCAL ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt [2025-09-26T23:05:48.384636] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:48.384719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:48.384755] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:48.384817] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:48.406132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:48.407132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:48.407237] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:48.407274] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:48.447123] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:48.447311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:48.447399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:48.447453] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:48.452476] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: UP (p=51.10%) [2025-09-26T23:05:48.452860] [INFO ] [FORECASTER] Completed predict_future for GOOS [2025-09-26T23:05:48.453064] [INFO ] [sig ] GOOS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:48.615602] [INFO ] [LOCAL ] Saved forecast: GOOS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GOOS.txt [2025-09-26T23:05:48.615901] [WARN ] [sig ] [759/2043] Failed GOOS after 0.3s | 4.17 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:48.615999] [INFO ] [sig ] [760/2043] Forecasting GOTU... [2025-09-26T23:05:48.616046] [INFO ] [sig ] Generating forecast for: GOTU [2025-09-26T23:05:48.616083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GOTU' from 'https://tdm.silogroup.org/data/derivative_storage/GOTU.csv'. [2025-09-26T23:05:48.626219] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GOTU'. [2025-09-26T23:05:48.626672] [INFO ] [FORECASTER] Starting predict_future for GOTU [2025-09-26T23:05:48.653618] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:48.654515] [DEBUG] [LOCAL ] No optimal features file found for GOTU: ./output/feature-sets/GOTU.txt [2025-09-26T23:05:48.654577] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:48.654615] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:48.654675] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:48.654759] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:48.673852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:48.674751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:48.674845] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:48.674883] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:48.709095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:48.709283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:48.709333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:48.709369] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:48.713447] [DEBUG] [FORECASTER] GOTU: Forecast T+1@11:T+2@11: DOWN (p=27.83%) [2025-09-26T23:05:48.713860] [INFO ] [FORECASTER] Completed predict_future for GOTU [2025-09-26T23:05:48.714045] [INFO ] [sig ] GOTU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:48.876713] [INFO ] [LOCAL ] Saved forecast: GOTU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GOTU.txt [2025-09-26T23:05:48.876983] [WARN ] [sig ] [760/2043] Failed GOTU after 0.3s | 4.17 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:48.877071] [INFO ] [sig ] [761/2043] Forecasting GPC... [2025-09-26T23:05:48.877113] [INFO ] [sig ] Generating forecast for: GPC [2025-09-26T23:05:48.877148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'. [2025-09-26T23:05:48.888529] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPC'. [2025-09-26T23:05:48.889059] [INFO ] [FORECASTER] Starting predict_future for GPC [2025-09-26T23:05:48.916369] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:48.917425] [DEBUG] [LOCAL ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt [2025-09-26T23:05:48.917486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:48.917564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:48.917697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:48.917841] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:48.937417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:48.938189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:48.938280] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:48.938316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:48.970934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:48.971113] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:48.971164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:48.971198] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:48.975261] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=53.91%) [2025-09-26T23:05:48.975581] [INFO ] [FORECASTER] Completed predict_future for GPC [2025-09-26T23:05:48.975766] [INFO ] [sig ] GPC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:49.132852] [INFO ] [LOCAL ] Saved forecast: GPC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GPC.txt [2025-09-26T23:05:49.133098] [WARN ] [sig ] [761/2043] Failed GPC after 0.3s | 4.17 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:49.133190] [INFO ] [sig ] [762/2043] Forecasting GPI... [2025-09-26T23:05:49.133262] [INFO ] [sig ] Generating forecast for: GPI [2025-09-26T23:05:49.133313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'. [2025-09-26T23:05:49.143106] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'GPI'. [2025-09-26T23:05:49.143457] [INFO ] [FORECASTER] Starting predict_future for GPI [2025-09-26T23:05:49.171680] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:49.172446] [DEBUG] [LOCAL ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt [2025-09-26T23:05:49.172502] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:49.172536] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:49.172565] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:49.172622] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:49.191920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:49.192523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:49.192628] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:49.192701] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:49.224348] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:49.224491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:49.224535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:49.224569] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:49.228806] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-09-26T23:05:49.229127] [INFO ] [FORECASTER] Completed predict_future for GPI [2025-09-26T23:05:49.229280] [INFO ] [sig ] GPI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:49.380172] [INFO ] [LOCAL ] Saved forecast: GPI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GPI.txt [2025-09-26T23:05:49.380413] [WARN ] [sig ] [762/2043] Failed GPI after 0.2s | 4.17 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:49.380508] [INFO ] [sig ] [763/2043] Forecasting GPJA... [2025-09-26T23:05:49.380588] [INFO ] [sig ] Generating forecast for: GPJA [2025-09-26T23:05:49.380671] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'. [2025-09-26T23:05:49.390138] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'GPJA'. [2025-09-26T23:05:49.390494] [INFO ] [FORECASTER] Starting predict_future for GPJA [2025-09-26T23:05:49.417864] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:49.418732] [DEBUG] [LOCAL ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt [2025-09-26T23:05:49.418794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:49.418832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:49.418864] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:49.418924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:49.437465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:49.438110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:49.438197] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:49.438231] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:49.465627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:49.465758] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:49.465803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:49.465835] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:49.469276] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=74.56%) [2025-09-26T23:05:49.469566] [INFO ] [FORECASTER] Completed predict_future for GPJA [2025-09-26T23:05:49.469737] [INFO ] [sig ] GPJA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:49.616401] [INFO ] [LOCAL ] Saved forecast: GPJA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GPJA.txt [2025-09-26T23:05:49.616683] [WARN ] [sig ] [763/2043] Failed GPJA after 0.2s | 4.17 sym/s | Total: 3.0m | ETA: 5.1m [2025-09-26T23:05:49.616773] [INFO ] [sig ] [764/2043] Forecasting GPK... [2025-09-26T23:05:49.616816] [INFO ] [sig ] Generating forecast for: GPK [2025-09-26T23:05:49.616853] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'. [2025-09-26T23:05:49.627142] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPK'. [2025-09-26T23:05:49.627583] [INFO ] [FORECASTER] Starting predict_future for GPK [2025-09-26T23:05:49.655397] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:49.656244] [DEBUG] [LOCAL ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt [2025-09-26T23:05:49.656338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:49.656394] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:49.656426] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:49.656486] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:49.681261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:49.682426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:49.682548] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:49.682601] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:49.722211] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:49.722393] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:49.722439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:49.722470] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:49.726540] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=11.37%) [2025-09-26T23:05:49.727360] [INFO ] [FORECASTER] Completed predict_future for GPK [2025-09-26T23:05:49.727519] [INFO ] [sig ] GPK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:49.882520] [INFO ] [LOCAL ] Saved forecast: GPK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GPK.txt [2025-09-26T23:05:49.882828] [WARN ] [sig ] [764/2043] Failed GPK after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:49.882937] [INFO ] [sig ] [765/2043] Forecasting GPMT... [2025-09-26T23:05:49.882980] [INFO ] [sig ] Generating forecast for: GPMT [2025-09-26T23:05:49.883018] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPMT' from 'https://tdm.silogroup.org/data/derivative_storage/GPMT.csv'. [2025-09-26T23:05:49.893690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPMT'. [2025-09-26T23:05:49.894168] [INFO ] [FORECASTER] Starting predict_future for GPMT [2025-09-26T23:05:49.922897] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:49.923841] [DEBUG] [LOCAL ] No optimal features file found for GPMT: ./output/feature-sets/GPMT.txt [2025-09-26T23:05:49.923901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:49.923937] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:49.923966] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:49.924027] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:49.943406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:49.944360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:49.944461] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:49.944498] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:49.976548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:49.976732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:49.976790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:49.976822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:49.980605] [DEBUG] [FORECASTER] GPMT: Forecast T+1@11:T+2@11: UP (p=97.09%) [2025-09-26T23:05:49.980934] [INFO ] [FORECASTER] Completed predict_future for GPMT [2025-09-26T23:05:49.981092] [INFO ] [sig ] GPMT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:50.129299] [INFO ] [LOCAL ] Saved forecast: GPMT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GPMT.txt [2025-09-26T23:05:50.129531] [WARN ] [sig ] [765/2043] Failed GPMT after 0.2s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:50.129612] [INFO ] [sig ] [766/2043] Forecasting GPN... [2025-09-26T23:05:50.129685] [INFO ] [sig ] Generating forecast for: GPN [2025-09-26T23:05:50.129745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'. [2025-09-26T23:05:50.140184] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPN'. [2025-09-26T23:05:50.140565] [INFO ] [FORECASTER] Starting predict_future for GPN [2025-09-26T23:05:50.166824] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:50.167616] [DEBUG] [LOCAL ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt [2025-09-26T23:05:50.167698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:50.167744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:50.167773] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:50.167832] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:50.185913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:50.186566] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:50.186675] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:50.186730] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:50.226844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:50.227014] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:50.227060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:50.227093] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:50.231337] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=55.45%) [2025-09-26T23:05:50.231690] [INFO ] [FORECASTER] Completed predict_future for GPN [2025-09-26T23:05:50.231864] [INFO ] [sig ] GPN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:50.389424] [INFO ] [LOCAL ] Saved forecast: GPN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GPN.txt [2025-09-26T23:05:50.389721] [WARN ] [sig ] [766/2043] Failed GPN after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:50.389819] [INFO ] [sig ] [767/2043] Forecasting GPOR... [2025-09-26T23:05:50.389862] [INFO ] [sig ] Generating forecast for: GPOR [2025-09-26T23:05:50.389920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPOR' from 'https://tdm.silogroup.org/data/derivative_storage/GPOR.csv'. [2025-09-26T23:05:50.401338] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPOR'. [2025-09-26T23:05:50.401789] [INFO ] [FORECASTER] Starting predict_future for GPOR [2025-09-26T23:05:50.430149] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:50.430943] [DEBUG] [LOCAL ] No optimal features file found for GPOR: ./output/feature-sets/GPOR.txt [2025-09-26T23:05:50.431005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:50.431043] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:50.431076] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:50.431143] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:50.450840] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:50.451449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:50.451539] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:50.451574] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:50.491028] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:50.491118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:50.491161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:50.491190] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:50.494564] [DEBUG] [FORECASTER] GPOR: Forecast T+1@11:T+2@11: DOWN (p=27.00%) [2025-09-26T23:05:50.494889] [INFO ] [FORECASTER] Completed predict_future for GPOR [2025-09-26T23:05:50.495054] [INFO ] [sig ] GPOR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:50.643854] [INFO ] [LOCAL ] Saved forecast: GPOR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GPOR.txt [2025-09-26T23:05:50.644091] [WARN ] [sig ] [767/2043] Failed GPOR after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:50.644174] [INFO ] [sig ] [768/2043] Forecasting GPRK... [2025-09-26T23:05:50.644214] [INFO ] [sig ] Generating forecast for: GPRK [2025-09-26T23:05:50.644248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'. [2025-09-26T23:05:50.655051] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GPRK'. [2025-09-26T23:05:50.655413] [INFO ] [FORECASTER] Starting predict_future for GPRK [2025-09-26T23:05:50.683475] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:50.684378] [DEBUG] [LOCAL ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt [2025-09-26T23:05:50.684438] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:50.684475] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:50.684506] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:50.684568] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:50.704475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:50.705274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:50.705371] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:50.705408] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:50.745026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:50.745253] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:50.745323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:50.745358] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:50.749995] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=28.48%) [2025-09-26T23:05:50.750383] [INFO ] [FORECASTER] Completed predict_future for GPRK [2025-09-26T23:05:50.750590] [INFO ] [sig ] GPRK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:50.911209] [INFO ] [LOCAL ] Saved forecast: GPRK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GPRK.txt [2025-09-26T23:05:50.911521] [WARN ] [sig ] [768/2043] Failed GPRK after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:50.911607] [INFO ] [sig ] [769/2043] Forecasting GRBK... [2025-09-26T23:05:50.911681] [INFO ] [sig ] Generating forecast for: GRBK [2025-09-26T23:05:50.911737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'. [2025-09-26T23:05:50.922036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRBK'. [2025-09-26T23:05:50.922379] [INFO ] [FORECASTER] Starting predict_future for GRBK [2025-09-26T23:05:50.949578] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:50.950469] [DEBUG] [LOCAL ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt [2025-09-26T23:05:50.950529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:50.950568] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:50.950600] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:50.950685] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:50.970831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:50.971617] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:50.971759] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:50.971804] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:51.013408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:51.013592] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:51.013638] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:51.013719] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:51.017611] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=10.55%) [2025-09-26T23:05:51.017978] [INFO ] [FORECASTER] Completed predict_future for GRBK [2025-09-26T23:05:51.018144] [INFO ] [sig ] GRBK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:51.172902] [INFO ] [LOCAL ] Saved forecast: GRBK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GRBK.txt [2025-09-26T23:05:51.173160] [WARN ] [sig ] [769/2043] Failed GRBK after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:51.173245] [INFO ] [sig ] [770/2043] Forecasting GRC... [2025-09-26T23:05:51.173286] [INFO ] [sig ] Generating forecast for: GRC [2025-09-26T23:05:51.173322] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'. [2025-09-26T23:05:51.184270] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRC'. [2025-09-26T23:05:51.184733] [INFO ] [FORECASTER] Starting predict_future for GRC [2025-09-26T23:05:51.213192] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:51.214252] [DEBUG] [LOCAL ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt [2025-09-26T23:05:51.214319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:51.214356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:51.214386] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:51.214448] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:51.235016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:51.236070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:51.236169] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:51.236207] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:51.280350] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:51.280544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:51.280614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:51.280678] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:51.285153] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-09-26T23:05:51.285499] [INFO ] [FORECASTER] Completed predict_future for GRC [2025-09-26T23:05:51.285695] [INFO ] [sig ] GRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:51.443478] [INFO ] [LOCAL ] Saved forecast: GRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GRC.txt [2025-09-26T23:05:51.443779] [WARN ] [sig ] [770/2043] Failed GRC after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:51.443871] [INFO ] [sig ] [771/2043] Forecasting GRDN... [2025-09-26T23:05:51.443915] [INFO ] [sig ] Generating forecast for: GRDN [2025-09-26T23:05:51.443950] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRDN' from 'https://tdm.silogroup.org/data/derivative_storage/GRDN.csv'. [2025-09-26T23:05:51.454423] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRDN'. [2025-09-26T23:05:51.454859] [INFO ] [FORECASTER] Starting predict_future for GRDN [2025-09-26T23:05:51.482624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:51.483570] [DEBUG] [LOCAL ] No optimal features file found for GRDN: ./output/feature-sets/GRDN.txt [2025-09-26T23:05:51.483716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:51.483773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:51.483806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:51.483867] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:51.503172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:51.504117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:51.504213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:51.504250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:51.544092] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:51.544304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:51.544350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:51.544381] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:51.552826] [DEBUG] [FORECASTER] GRDN: Forecast T+1@11:T+2@11: UP (p=96.66%) [2025-09-26T23:05:51.553218] [INFO ] [FORECASTER] Completed predict_future for GRDN [2025-09-26T23:05:51.553379] [INFO ] [sig ] GRDN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:51.704721] [INFO ] [LOCAL ] Saved forecast: GRDN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GRDN.txt [2025-09-26T23:05:51.705014] [WARN ] [sig ] [771/2043] Failed GRDN after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:51.705101] [INFO ] [sig ] [772/2043] Forecasting GRMN... [2025-09-26T23:05:51.705143] [INFO ] [sig ] Generating forecast for: GRMN [2025-09-26T23:05:51.705178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'. [2025-09-26T23:05:51.718254] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRMN'. [2025-09-26T23:05:51.718727] [INFO ] [FORECASTER] Starting predict_future for GRMN [2025-09-26T23:05:51.748697] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:51.749573] [DEBUG] [LOCAL ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt [2025-09-26T23:05:51.749634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:51.749716] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:51.749754] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:51.749816] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:51.769270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:51.770253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:51.770348] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:51.770384] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:51.811942] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:51.812123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:51.812169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:51.812199] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:51.815893] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: UP (p=58.09%) [2025-09-26T23:05:51.816196] [INFO ] [FORECASTER] Completed predict_future for GRMN [2025-09-26T23:05:51.816367] [INFO ] [sig ] GRMN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:51.974264] [INFO ] [LOCAL ] Saved forecast: GRMN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GRMN.txt [2025-09-26T23:05:51.974577] [WARN ] [sig ] [772/2043] Failed GRMN after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:51.974695] [INFO ] [sig ] [773/2043] Forecasting GRND... [2025-09-26T23:05:51.974744] [INFO ] [sig ] Generating forecast for: GRND [2025-09-26T23:05:51.974790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'. [2025-09-26T23:05:51.986113] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRND'. [2025-09-26T23:05:51.986539] [INFO ] [FORECASTER] Starting predict_future for GRND [2025-09-26T23:05:52.014314] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:52.015183] [DEBUG] [LOCAL ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt [2025-09-26T23:05:52.015242] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:52.015280] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:52.015313] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:52.015376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:52.034152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:52.034958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:52.035056] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:52.035092] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:52.074712] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:52.074870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:52.074915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:52.074945] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:52.078703] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=21.39%) [2025-09-26T23:05:52.079010] [INFO ] [FORECASTER] Completed predict_future for GRND [2025-09-26T23:05:52.079162] [INFO ] [sig ] GRND: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:52.240150] [INFO ] [LOCAL ] Saved forecast: GRND 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GRND.txt [2025-09-26T23:05:52.240403] [WARN ] [sig ] [773/2043] Failed GRND after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:52.240485] [INFO ] [sig ] [774/2043] Forecasting GRNT... [2025-09-26T23:05:52.240526] [INFO ] [sig ] Generating forecast for: GRNT [2025-09-26T23:05:52.240562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRNT' from 'https://tdm.silogroup.org/data/derivative_storage/GRNT.csv'. [2025-09-26T23:05:52.250712] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRNT'. [2025-09-26T23:05:52.251109] [INFO ] [FORECASTER] Starting predict_future for GRNT [2025-09-26T23:05:52.278631] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:52.279494] [DEBUG] [LOCAL ] No optimal features file found for GRNT: ./output/feature-sets/GRNT.txt [2025-09-26T23:05:52.279554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:52.279591] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:52.279623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:52.279720] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:52.298689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:52.299476] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:52.299570] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:52.299607] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:52.338038] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:52.338202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:52.338245] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:52.338275] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:52.342050] [DEBUG] [FORECASTER] GRNT: Forecast T+1@11:T+2@11: UP (p=91.42%) [2025-09-26T23:05:52.342378] [INFO ] [FORECASTER] Completed predict_future for GRNT [2025-09-26T23:05:52.342530] [INFO ] [sig ] GRNT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:52.495436] [INFO ] [LOCAL ] Saved forecast: GRNT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GRNT.txt [2025-09-26T23:05:52.495732] [WARN ] [sig ] [774/2043] Failed GRNT after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:52.495821] [INFO ] [sig ] [775/2043] Forecasting GROV... [2025-09-26T23:05:52.495863] [INFO ] [sig ] Generating forecast for: GROV [2025-09-26T23:05:52.495918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GROV' from 'https://tdm.silogroup.org/data/derivative_storage/GROV.csv'. [2025-09-26T23:05:52.506714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GROV'. [2025-09-26T23:05:52.507080] [INFO ] [FORECASTER] Starting predict_future for GROV [2025-09-26T23:05:52.535429] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:52.536681] [DEBUG] [LOCAL ] No optimal features file found for GROV: ./output/feature-sets/GROV.txt [2025-09-26T23:05:52.536755] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:52.536795] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:52.536826] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:52.536888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:52.556892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:52.557719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:52.557814] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:52.557850] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:52.596458] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:52.596627] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:52.596717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:52.596761] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:52.600682] [DEBUG] [FORECASTER] GROV: Forecast T+1@11:T+2@11: DOWN (p=15.31%) [2025-09-26T23:05:52.601021] [INFO ] [FORECASTER] Completed predict_future for GROV [2025-09-26T23:05:52.601179] [INFO ] [sig ] GROV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:52.752852] [INFO ] [LOCAL ] Saved forecast: GROV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GROV.txt [2025-09-26T23:05:52.753141] [WARN ] [sig ] [775/2043] Failed GROV after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:52.753226] [INFO ] [sig ] [776/2043] Forecasting GRX... [2025-09-26T23:05:52.753267] [INFO ] [sig ] Generating forecast for: GRX [2025-09-26T23:05:52.753302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'. [2025-09-26T23:05:52.763700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GRX'. [2025-09-26T23:05:52.764068] [INFO ] [FORECASTER] Starting predict_future for GRX [2025-09-26T23:05:52.790401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:52.791234] [DEBUG] [LOCAL ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt [2025-09-26T23:05:52.791291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:52.791329] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:52.791361] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:52.791420] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:52.809500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:52.810225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:52.810336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:52.810375] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:52.848330] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:52.848508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:52.848552] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:52.848583] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:52.852404] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=92.41%) [2025-09-26T23:05:52.852761] [INFO ] [FORECASTER] Completed predict_future for GRX [2025-09-26T23:05:52.852918] [INFO ] [sig ] GRX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:53.004475] [INFO ] [LOCAL ] Saved forecast: GRX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GRX.txt [2025-09-26T23:05:53.004860] [WARN ] [sig ] [776/2043] Failed GRX after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:53.004963] [INFO ] [sig ] [777/2043] Forecasting GS... [2025-09-26T23:05:53.005010] [INFO ] [sig ] Generating forecast for: GS [2025-09-26T23:05:53.005052] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'. [2025-09-26T23:05:53.015860] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GS'. [2025-09-26T23:05:53.016355] [INFO ] [FORECASTER] Starting predict_future for GS [2025-09-26T23:05:53.044303] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:53.045181] [DEBUG] [LOCAL ] No optimal features file found for GS: ./output/feature-sets/GS.txt [2025-09-26T23:05:53.045241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:53.045276] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:53.045306] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:53.045369] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:53.065697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:53.066709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:53.066809] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:53.066846] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:53.109424] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:53.109612] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:53.109688] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:53.109739] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:53.113541] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=27.59%) [2025-09-26T23:05:53.113883] [INFO ] [FORECASTER] Completed predict_future for GS [2025-09-26T23:05:53.114046] [INFO ] [sig ] GS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:53.269625] [INFO ] [LOCAL ] Saved forecast: GS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GS.txt [2025-09-26T23:05:53.269934] [WARN ] [sig ] [777/2043] Failed GS after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:53.270021] [INFO ] [sig ] [778/2043] Forecasting GSBD... [2025-09-26T23:05:53.270062] [INFO ] [sig ] Generating forecast for: GSBD [2025-09-26T23:05:53.270098] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'. [2025-09-26T23:05:53.281173] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GSBD'. [2025-09-26T23:05:53.281700] [INFO ] [FORECASTER] Starting predict_future for GSBD [2025-09-26T23:05:53.309846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:53.310698] [DEBUG] [LOCAL ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt [2025-09-26T23:05:53.310784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:53.310823] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:53.310855] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:53.310974] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:53.329690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:53.330410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:53.330502] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:53.330540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:53.371116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:53.371302] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:53.371345] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:53.371376] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:53.375239] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=90.18%) [2025-09-26T23:05:53.375556] [INFO ] [FORECASTER] Completed predict_future for GSBD [2025-09-26T23:05:53.375739] [INFO ] [sig ] GSBD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:53.533059] [INFO ] [LOCAL ] Saved forecast: GSBD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GSBD.txt [2025-09-26T23:05:53.533637] [WARN ] [sig ] [778/2043] Failed GSBD after 0.3s | 4.17 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:53.533766] [INFO ] [sig ] [779/2043] Forecasting GSK... [2025-09-26T23:05:53.533816] [INFO ] [sig ] Generating forecast for: GSK [2025-09-26T23:05:53.533861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'. [2025-09-26T23:05:53.544630] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GSK'. [2025-09-26T23:05:53.545125] [INFO ] [FORECASTER] Starting predict_future for GSK [2025-09-26T23:05:53.573100] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:53.574097] [DEBUG] [LOCAL ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt [2025-09-26T23:05:53.574166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:53.574212] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:53.574247] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:53.574310] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:53.595584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:53.596819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:53.596988] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:53.597062] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:53.640452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:53.640677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:53.640746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:53.640782] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:53.644525] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=92.47%) [2025-09-26T23:05:53.644867] [INFO ] [FORECASTER] Completed predict_future for GSK [2025-09-26T23:05:53.645021] [INFO ] [sig ] GSK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:53.800976] [INFO ] [LOCAL ] Saved forecast: GSK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GSK.txt [2025-09-26T23:05:53.801242] [WARN ] [sig ] [779/2043] Failed GSK after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:53.801327] [INFO ] [sig ] [780/2043] Forecasting GSL... [2025-09-26T23:05:53.801368] [INFO ] [sig ] Generating forecast for: GSL [2025-09-26T23:05:53.801415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'. [2025-09-26T23:05:53.812272] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GSL'. [2025-09-26T23:05:53.812687] [INFO ] [FORECASTER] Starting predict_future for GSL [2025-09-26T23:05:53.840507] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:53.841479] [DEBUG] [LOCAL ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt [2025-09-26T23:05:53.841573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:53.841633] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:53.841710] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:53.841780] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:53.860563] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:53.861420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:53.861515] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:53.861550] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:53.899808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:53.900016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:53.900079] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:53.900115] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:53.904023] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=2.43%) [2025-09-26T23:05:53.904335] [INFO ] [FORECASTER] Completed predict_future for GSL [2025-09-26T23:05:53.904478] [INFO ] [sig ] GSL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:54.056961] [INFO ] [LOCAL ] Saved forecast: GSL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GSL.txt [2025-09-26T23:05:54.057233] [WARN ] [sig ] [780/2043] Failed GSL after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:54.057319] [INFO ] [sig ] [781/2043] Forecasting GTES... [2025-09-26T23:05:54.057360] [INFO ] [sig ] Generating forecast for: GTES [2025-09-26T23:05:54.057395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'. [2025-09-26T23:05:54.069553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTES'. [2025-09-26T23:05:54.070070] [INFO ] [FORECASTER] Starting predict_future for GTES [2025-09-26T23:05:54.097792] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:54.098672] [DEBUG] [LOCAL ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt [2025-09-26T23:05:54.098736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:54.098774] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:54.098805] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:54.098866] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:54.118180] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:54.118973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:54.119071] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:54.119109] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:54.155927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:54.156096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:54.156139] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:54.156170] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:54.160905] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: UP (p=98.74%) [2025-09-26T23:05:54.161203] [INFO ] [FORECASTER] Completed predict_future for GTES [2025-09-26T23:05:54.161667] [INFO ] [sig ] GTES: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:54.323742] [INFO ] [LOCAL ] Saved forecast: GTES 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GTES.txt [2025-09-26T23:05:54.324012] [WARN ] [sig ] [781/2043] Failed GTES after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.1m [2025-09-26T23:05:54.324092] [INFO ] [sig ] [782/2043] Forecasting GTLS... [2025-09-26T23:05:54.324132] [INFO ] [sig ] Generating forecast for: GTLS [2025-09-26T23:05:54.324167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'. [2025-09-26T23:05:54.335138] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTLS'. [2025-09-26T23:05:54.335615] [INFO ] [FORECASTER] Starting predict_future for GTLS [2025-09-26T23:05:54.365517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:54.366435] [DEBUG] [LOCAL ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt [2025-09-26T23:05:54.366494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:54.366531] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:54.366561] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:54.366621] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:54.385410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:54.386083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:54.386174] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:54.386210] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:54.420964] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:54.421142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:54.421190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:54.421222] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:54.425308] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=52.74%) [2025-09-26T23:05:54.425683] [INFO ] [FORECASTER] Completed predict_future for GTLS [2025-09-26T23:05:54.425878] [INFO ] [sig ] GTLS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:54.585348] [INFO ] [LOCAL ] Saved forecast: GTLS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GTLS.txt [2025-09-26T23:05:54.585678] [WARN ] [sig ] [782/2043] Failed GTLS after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.0m [2025-09-26T23:05:54.585775] [INFO ] [sig ] [783/2043] Forecasting GTN... [2025-09-26T23:05:54.585826] [INFO ] [sig ] Generating forecast for: GTN [2025-09-26T23:05:54.585868] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'. [2025-09-26T23:05:54.596573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTN'. [2025-09-26T23:05:54.597105] [INFO ] [FORECASTER] Starting predict_future for GTN [2025-09-26T23:05:54.630908] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:54.631789] [DEBUG] [LOCAL ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt [2025-09-26T23:05:54.631849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:54.631885] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:54.631916] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:54.631978] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:54.651548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:54.652169] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:54.652262] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:54.652318] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:54.686059] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:54.686231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:54.686276] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:54.686333] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:54.690095] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=55.78%) [2025-09-26T23:05:54.690390] [INFO ] [FORECASTER] Completed predict_future for GTN [2025-09-26T23:05:54.690705] [INFO ] [sig ] GTN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:54.842732] [INFO ] [LOCAL ] Saved forecast: GTN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GTN.txt [2025-09-26T23:05:54.842972] [WARN ] [sig ] [783/2043] Failed GTN after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.0m [2025-09-26T23:05:54.843062] [INFO ] [sig ] [784/2043] Forecasting GTY... [2025-09-26T23:05:54.843114] [INFO ] [sig ] Generating forecast for: GTY [2025-09-26T23:05:54.843152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'. [2025-09-26T23:05:54.853177] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GTY'. [2025-09-26T23:05:54.853580] [INFO ] [FORECASTER] Starting predict_future for GTY [2025-09-26T23:05:54.881272] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:54.882118] [DEBUG] [LOCAL ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt [2025-09-26T23:05:54.882176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:54.882212] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:54.882243] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:54.882304] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:54.902063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:54.902741] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:54.902833] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:54.902868] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:54.937431] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:54.937571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:54.937612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:54.937665] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:54.941210] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=0.27%) [2025-09-26T23:05:54.941506] [INFO ] [FORECASTER] Completed predict_future for GTY [2025-09-26T23:05:54.941677] [INFO ] [sig ] GTY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:55.088509] [INFO ] [LOCAL ] Saved forecast: GTY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GTY.txt [2025-09-26T23:05:55.088762] [WARN ] [sig ] [784/2043] Failed GTY after 0.2s | 4.16 sym/s | Total: 3.1m | ETA: 5.0m [2025-09-26T23:05:55.088843] [INFO ] [sig ] [785/2043] Forecasting GUG... [2025-09-26T23:05:55.088884] [INFO ] [sig ] Generating forecast for: GUG [2025-09-26T23:05:55.088917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'. [2025-09-26T23:05:55.099043] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GUG'. [2025-09-26T23:05:55.099364] [INFO ] [FORECASTER] Starting predict_future for GUG [2025-09-26T23:05:55.125738] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:55.126576] [DEBUG] [LOCAL ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt [2025-09-26T23:05:55.126670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:55.126726] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:55.126759] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:55.126819] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:55.145240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:55.145952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:55.146040] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:55.146075] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:55.183047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:55.183156] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:55.183194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:55.183227] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:55.186844] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=97.05%) [2025-09-26T23:05:55.187139] [INFO ] [FORECASTER] Completed predict_future for GUG [2025-09-26T23:05:55.187278] [INFO ] [sig ] GUG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:55.342690] [INFO ] [LOCAL ] Saved forecast: GUG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GUG.txt [2025-09-26T23:05:55.342951] [WARN ] [sig ] [785/2043] Failed GUG after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.0m [2025-09-26T23:05:55.343028] [INFO ] [sig ] [786/2043] Forecasting GVA... [2025-09-26T23:05:55.343069] [INFO ] [sig ] Generating forecast for: GVA [2025-09-26T23:05:55.343102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'. [2025-09-26T23:05:55.353156] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GVA'. [2025-09-26T23:05:55.353451] [INFO ] [FORECASTER] Starting predict_future for GVA [2025-09-26T23:05:55.381501] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:55.382465] [DEBUG] [LOCAL ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt [2025-09-26T23:05:55.382529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:55.382568] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:55.382599] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:55.382708] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:55.402531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:55.403512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:55.403611] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:55.403689] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:55.445785] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:55.445973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:55.446020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:55.446053] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:55.451019] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=2.44%) [2025-09-26T23:05:55.451424] [INFO ] [FORECASTER] Completed predict_future for GVA [2025-09-26T23:05:55.451590] [INFO ] [sig ] GVA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:55.622161] [INFO ] [LOCAL ] Saved forecast: GVA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GVA.txt [2025-09-26T23:05:55.622434] [WARN ] [sig ] [786/2043] Failed GVA after 0.3s | 4.16 sym/s | Total: 3.1m | ETA: 5.0m [2025-09-26T23:05:55.622519] [INFO ] [sig ] [787/2043] Forecasting GWH... [2025-09-26T23:05:55.622560] [INFO ] [sig ] Generating forecast for: GWH [2025-09-26T23:05:55.622596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'. [2025-09-26T23:05:55.634251] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GWH'. [2025-09-26T23:05:55.634698] [INFO ] [FORECASTER] Starting predict_future for GWH [2025-09-26T23:05:55.662408] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:55.663304] [DEBUG] [LOCAL ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt [2025-09-26T23:05:55.663368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:55.663406] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:55.663436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:55.663496] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:55.682154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:55.682817] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:55.682907] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:55.682943] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:55.720566] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:55.720700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:55.720753] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:55.720785] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:55.724081] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=51.47%) [2025-09-26T23:05:55.724358] [INFO ] [FORECASTER] Completed predict_future for GWH [2025-09-26T23:05:55.724513] [INFO ] [sig ] GWH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:55.879156] [INFO ] [LOCAL ] Saved forecast: GWH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GWH.txt [2025-09-26T23:05:55.879417] [WARN ] [sig ] [787/2043] Failed GWH after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:55.879499] [INFO ] [sig ] [788/2043] Forecasting GWRE... [2025-09-26T23:05:55.879541] [INFO ] [sig ] Generating forecast for: GWRE [2025-09-26T23:05:55.879575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'. [2025-09-26T23:05:55.890586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GWRE'. [2025-09-26T23:05:55.890980] [INFO ] [FORECASTER] Starting predict_future for GWRE [2025-09-26T23:05:55.917401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:55.918242] [DEBUG] [LOCAL ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt [2025-09-26T23:05:55.918304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:55.918339] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:55.918367] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:55.918425] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:55.936455] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:55.937127] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:55.937223] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:55.937277] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:55.976144] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:55.976392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:55.976456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:55.976490] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:55.981314] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: DOWN (p=6.12%) [2025-09-26T23:05:55.981664] [INFO ] [FORECASTER] Completed predict_future for GWRE [2025-09-26T23:05:55.981861] [INFO ] [sig ] GWRE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:56.131853] [INFO ] [LOCAL ] Saved forecast: GWRE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GWRE.txt [2025-09-26T23:05:56.132108] [WARN ] [sig ] [788/2043] Failed GWRE after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:56.132189] [INFO ] [sig ] [789/2043] Forecasting GWW... [2025-09-26T23:05:56.132230] [INFO ] [sig ] Generating forecast for: GWW [2025-09-26T23:05:56.132264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GWW' from 'https://tdm.silogroup.org/data/derivative_storage/GWW.csv'. [2025-09-26T23:05:56.143225] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GWW'. [2025-09-26T23:05:56.143677] [INFO ] [FORECASTER] Starting predict_future for GWW [2025-09-26T23:05:56.172450] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:56.173467] [DEBUG] [LOCAL ] No optimal features file found for GWW: ./output/feature-sets/GWW.txt [2025-09-26T23:05:56.173535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:56.173572] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:56.173602] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:56.173686] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:56.194298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:56.195057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:56.195150] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:56.195185] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:56.240900] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:56.241076] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:56.241122] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:56.241154] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:56.245496] [DEBUG] [FORECASTER] GWW: Forecast T+1@11:T+2@11: UP (p=78.65%) [2025-09-26T23:05:56.245868] [INFO ] [FORECASTER] Completed predict_future for GWW [2025-09-26T23:05:56.246039] [INFO ] [sig ] GWW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:56.414160] [INFO ] [LOCAL ] Saved forecast: GWW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GWW.txt [2025-09-26T23:05:56.414454] [WARN ] [sig ] [789/2043] Failed GWW after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:56.414564] [INFO ] [sig ] [790/2043] Forecasting GXO... [2025-09-26T23:05:56.414666] [INFO ] [sig ] Generating forecast for: GXO [2025-09-26T23:05:56.414740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GXO' from 'https://tdm.silogroup.org/data/derivative_storage/GXO.csv'. [2025-09-26T23:05:56.425770] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'GXO'. [2025-09-26T23:05:56.426177] [INFO ] [FORECASTER] Starting predict_future for GXO [2025-09-26T23:05:56.452860] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:56.453711] [DEBUG] [LOCAL ] No optimal features file found for GXO: ./output/feature-sets/GXO.txt [2025-09-26T23:05:56.453779] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:56.453817] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:56.453845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:56.453905] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:56.472401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:56.473086] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:56.473179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:56.473213] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:56.511417] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:56.511618] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:56.511702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:56.511749] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:56.515517] [DEBUG] [FORECASTER] GXO: Forecast T+1@11:T+2@11: DOWN (p=45.88%) [2025-09-26T23:05:56.515848] [INFO ] [FORECASTER] Completed predict_future for GXO [2025-09-26T23:05:56.515999] [INFO ] [sig ] GXO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:56.664543] [INFO ] [LOCAL ] Saved forecast: GXO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/GXO.txt [2025-09-26T23:05:56.664848] [WARN ] [sig ] [790/2043] Failed GXO after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:56.664936] [INFO ] [sig ] [791/2043] Forecasting GYLD... [2025-09-26T23:05:56.664978] [INFO ] [sig ] Generating forecast for: GYLD [2025-09-26T23:05:56.665012] [DEBUG] [REMOTE ] Fetching historical data for symbol 'GYLD' from 'https://tdm.silogroup.org/data/derivative_storage/GYLD.csv'. [2025-09-26T23:05:56.675491] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'GYLD'. [2025-09-26T23:05:56.675890] [INFO ] [FORECASTER] Starting predict_future for GYLD [2025-09-26T23:05:56.711707] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:56.712803] [DEBUG] [LOCAL ] No optimal features file found for GYLD: ./output/feature-sets/GYLD.txt [2025-09-26T23:05:56.712864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:56.712901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:56.712929] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:56.712999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:56.734794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:56.735487] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:56.735580] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:56.735615] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:56.778401] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:56.778571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:56.778617] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:56.778676] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:56.782627] [DEBUG] [FORECASTER] GYLD: Forecast T+1@11:T+2@11: UP (p=70.01%) [2025-09-26T23:05:56.782995] [INFO ] [FORECASTER] Completed predict_future for GYLD [2025-09-26T23:05:56.783208] [INFO ] [sig ] GYLD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:56.938795] [INFO ] [LOCAL ] Saved forecast: GYLD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/GYLD.txt [2025-09-26T23:05:56.939073] [WARN ] [sig ] [791/2043] Failed GYLD after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:56.939154] [INFO ] [sig ] [792/2043] Forecasting H... [2025-09-26T23:05:56.939194] [INFO ] [sig ] Generating forecast for: H [2025-09-26T23:05:56.939246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'. [2025-09-26T23:05:56.950374] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'H'. [2025-09-26T23:05:56.950788] [INFO ] [FORECASTER] Starting predict_future for H [2025-09-26T23:05:56.978483] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:56.979452] [DEBUG] [LOCAL ] No optimal features file found for H: ./output/feature-sets/H.txt [2025-09-26T23:05:56.979510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:56.979566] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:56.979598] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:56.979681] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:56.998679] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:56.999449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:56.999544] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:56.999581] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:57.041193] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:57.041377] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:57.041423] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:57.041454] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:57.046630] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-09-26T23:05:57.047322] [INFO ] [FORECASTER] Completed predict_future for H [2025-09-26T23:05:57.047504] [INFO ] [sig ] H: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:57.204958] [INFO ] [LOCAL ] Saved forecast: H 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/H.txt [2025-09-26T23:05:57.205217] [WARN ] [sig ] [792/2043] Failed H after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:57.205300] [INFO ] [sig ] [793/2043] Forecasting HAE... [2025-09-26T23:05:57.205340] [INFO ] [sig ] Generating forecast for: HAE [2025-09-26T23:05:57.205375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'. [2025-09-26T23:05:57.215957] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAE'. [2025-09-26T23:05:57.216600] [INFO ] [FORECASTER] Starting predict_future for HAE [2025-09-26T23:05:57.244411] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:57.245316] [DEBUG] [LOCAL ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt [2025-09-26T23:05:57.245373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:57.245409] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:57.245440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:57.245499] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:57.264326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:57.265286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:57.265382] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:57.265416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:57.308362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:57.308543] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:57.308603] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:57.308636] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:57.312500] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=93.72%) [2025-09-26T23:05:57.312847] [INFO ] [FORECASTER] Completed predict_future for HAE [2025-09-26T23:05:57.312999] [INFO ] [sig ] HAE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:57.461610] [INFO ] [LOCAL ] Saved forecast: HAE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HAE.txt [2025-09-26T23:05:57.461882] [WARN ] [sig ] [793/2043] Failed HAE after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:57.461964] [INFO ] [sig ] [794/2043] Forecasting HAFN... [2025-09-26T23:05:57.462005] [INFO ] [sig ] Generating forecast for: HAFN [2025-09-26T23:05:57.462039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAFN' from 'https://tdm.silogroup.org/data/derivative_storage/HAFN.csv'. [2025-09-26T23:05:57.472457] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAFN'. [2025-09-26T23:05:57.472881] [INFO ] [FORECASTER] Starting predict_future for HAFN [2025-09-26T23:05:57.500255] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:57.501154] [DEBUG] [LOCAL ] No optimal features file found for HAFN: ./output/feature-sets/HAFN.txt [2025-09-26T23:05:57.501216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:57.501254] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:57.501283] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:57.501342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:57.520285] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:57.520968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:57.521062] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:57.521097] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:57.560760] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:57.560876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:57.560914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:57.560944] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:57.564560] [DEBUG] [FORECASTER] HAFN: Forecast T+1@11:T+2@11: DOWN (p=49.32%) [2025-09-26T23:05:57.564929] [INFO ] [FORECASTER] Completed predict_future for HAFN [2025-09-26T23:05:57.565080] [INFO ] [sig ] HAFN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:57.720635] [INFO ] [LOCAL ] Saved forecast: HAFN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HAFN.txt [2025-09-26T23:05:57.720923] [WARN ] [sig ] [794/2043] Failed HAFN after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:57.721005] [INFO ] [sig ] [795/2043] Forecasting HAL... [2025-09-26T23:05:57.721045] [INFO ] [sig ] Generating forecast for: HAL [2025-09-26T23:05:57.721080] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'. [2025-09-26T23:05:57.731884] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAL'. [2025-09-26T23:05:57.732304] [INFO ] [FORECASTER] Starting predict_future for HAL [2025-09-26T23:05:57.759931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:57.760837] [DEBUG] [LOCAL ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt [2025-09-26T23:05:57.760898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:57.760936] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:57.760968] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:57.761097] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:57.780906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:57.781634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:57.781755] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:57.781794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:57.820295] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:57.820414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:57.820452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:57.820482] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:57.823889] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=0.62%) [2025-09-26T23:05:57.824172] [INFO ] [FORECASTER] Completed predict_future for HAL [2025-09-26T23:05:57.824310] [INFO ] [sig ] HAL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:57.982453] [INFO ] [LOCAL ] Saved forecast: HAL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HAL.txt [2025-09-26T23:05:57.982828] [WARN ] [sig ] [795/2043] Failed HAL after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:57.982918] [INFO ] [sig ] [796/2043] Forecasting HASI... [2025-09-26T23:05:57.982959] [INFO ] [sig ] Generating forecast for: HASI [2025-09-26T23:05:57.982995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'. [2025-09-26T23:05:57.994281] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HASI'. [2025-09-26T23:05:57.994711] [INFO ] [FORECASTER] Starting predict_future for HASI [2025-09-26T23:05:58.022577] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:58.023394] [DEBUG] [LOCAL ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt [2025-09-26T23:05:58.023453] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:58.023488] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:58.023517] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:58.023577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:58.042896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:58.043489] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:58.043576] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:58.043609] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:58.084366] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:58.084562] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:58.084612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:58.084669] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:58.088606] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=20.09%) [2025-09-26T23:05:58.088936] [INFO ] [FORECASTER] Completed predict_future for HASI [2025-09-26T23:05:58.089087] [INFO ] [sig ] HASI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:58.244324] [INFO ] [LOCAL ] Saved forecast: HASI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HASI.txt [2025-09-26T23:05:58.244587] [WARN ] [sig ] [796/2043] Failed HASI after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:58.244696] [INFO ] [sig ] [797/2043] Forecasting HAYW... [2025-09-26T23:05:58.244743] [INFO ] [sig ] Generating forecast for: HAYW [2025-09-26T23:05:58.244781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HAYW' from 'https://tdm.silogroup.org/data/derivative_storage/HAYW.csv'. [2025-09-26T23:05:58.255452] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HAYW'. [2025-09-26T23:05:58.255813] [INFO ] [FORECASTER] Starting predict_future for HAYW [2025-09-26T23:05:58.283663] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:58.284558] [DEBUG] [LOCAL ] No optimal features file found for HAYW: ./output/feature-sets/HAYW.txt [2025-09-26T23:05:58.284616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:58.284683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:58.284731] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:58.284798] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:58.304451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:58.305141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:58.305233] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:58.305269] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:58.344850] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:58.345037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:58.345080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:58.345111] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:58.348931] [DEBUG] [FORECASTER] HAYW: Forecast T+1@11:T+2@11: UP (p=57.10%) [2025-09-26T23:05:58.349237] [INFO ] [FORECASTER] Completed predict_future for HAYW [2025-09-26T23:05:58.349393] [INFO ] [sig ] HAYW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:58.508441] [INFO ] [LOCAL ] Saved forecast: HAYW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HAYW.txt [2025-09-26T23:05:58.508740] [WARN ] [sig ] [797/2043] Failed HAYW after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:58.508827] [INFO ] [sig ] [798/2043] Forecasting HBB... [2025-09-26T23:05:58.508867] [INFO ] [sig ] Generating forecast for: HBB [2025-09-26T23:05:58.508901] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'. [2025-09-26T23:05:58.519707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HBB'. [2025-09-26T23:05:58.520199] [INFO ] [FORECASTER] Starting predict_future for HBB [2025-09-26T23:05:58.547381] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:58.548267] [DEBUG] [LOCAL ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt [2025-09-26T23:05:58.548327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:58.548365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:58.548397] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:58.548457] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:58.567429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:58.568072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:58.568172] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:58.568260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:58.603120] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:58.603280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:58.603323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:58.603352] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:58.607298] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=95.12%) [2025-09-26T23:05:58.608008] [INFO ] [FORECASTER] Completed predict_future for HBB [2025-09-26T23:05:58.608153] [INFO ] [sig ] HBB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:58.758076] [INFO ] [LOCAL ] Saved forecast: HBB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HBB.txt [2025-09-26T23:05:58.758382] [WARN ] [sig ] [798/2043] Failed HBB after 0.2s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:58.758480] [INFO ] [sig ] [799/2043] Forecasting HBI... [2025-09-26T23:05:58.758529] [INFO ] [sig ] Generating forecast for: HBI [2025-09-26T23:05:58.758574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBI' from 'https://tdm.silogroup.org/data/derivative_storage/HBI.csv'. [2025-09-26T23:05:58.769857] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HBI'. [2025-09-26T23:05:58.770370] [INFO ] [FORECASTER] Starting predict_future for HBI [2025-09-26T23:05:58.801681] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:58.802671] [DEBUG] [LOCAL ] No optimal features file found for HBI: ./output/feature-sets/HBI.txt [2025-09-26T23:05:58.802735] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:58.802791] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:58.802822] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:58.802881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:58.822807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:58.823798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:58.823893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:58.823927] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:58.862276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:58.862363] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:58.862403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:58.862432] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:58.865700] [DEBUG] [FORECASTER] HBI: Forecast T+1@11:T+2@11: DOWN (p=21.13%) [2025-09-26T23:05:58.865983] [INFO ] [FORECASTER] Completed predict_future for HBI [2025-09-26T23:05:58.866127] [INFO ] [sig ] HBI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:59.015952] [INFO ] [LOCAL ] Saved forecast: HBI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HBI.txt [2025-09-26T23:05:59.016178] [WARN ] [sig ] [799/2043] Failed HBI after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:59.016256] [INFO ] [sig ] [800/2043] Forecasting HBM... [2025-09-26T23:05:59.016295] [INFO ] [sig ] Generating forecast for: HBM [2025-09-26T23:05:59.016364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'. [2025-09-26T23:05:59.027822] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HBM'. [2025-09-26T23:05:59.028321] [INFO ] [FORECASTER] Starting predict_future for HBM [2025-09-26T23:05:59.056391] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:59.057297] [DEBUG] [LOCAL ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt [2025-09-26T23:05:59.057356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:59.057394] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:59.057423] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:59.057482] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:59.076329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:59.077195] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:59.077292] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:59.077327] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:59.110420] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:59.110572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:59.110615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:59.110685] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:59.114453] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: UP (p=98.48%) [2025-09-26T23:05:59.114806] [INFO ] [FORECASTER] Completed predict_future for HBM [2025-09-26T23:05:59.114962] [INFO ] [sig ] HBM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:05:59.267024] [INFO ] [LOCAL ] Saved forecast: HBM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HBM.txt [2025-09-26T23:05:59.267273] [WARN ] [sig ] [800/2043] Failed HBM after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:59.267381] [INFO ] [sig ] [801/2043] Forecasting HCA... [2025-09-26T23:05:59.267422] [INFO ] [sig ] Generating forecast for: HCA [2025-09-26T23:05:59.267457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'. [2025-09-26T23:05:59.278121] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HCA'. [2025-09-26T23:05:59.278489] [INFO ] [FORECASTER] Starting predict_future for HCA [2025-09-26T23:05:59.305214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:59.306028] [DEBUG] [LOCAL ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt [2025-09-26T23:05:59.306084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:59.306119] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:59.306147] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:59.306206] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:59.324255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:59.324873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:59.324959] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:59.324993] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:59.367196] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:59.367290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:59.367327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:59.367356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:59.370629] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=22.80%) [2025-09-26T23:05:59.370932] [INFO ] [FORECASTER] Completed predict_future for HCA [2025-09-26T23:05:59.371119] [INFO ] [sig ] HCA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:59.521932] [INFO ] [LOCAL ] Saved forecast: HCA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HCA.txt [2025-09-26T23:05:59.522176] [WARN ] [sig ] [801/2043] Failed HCA after 0.3s | 4.16 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:59.522255] [INFO ] [sig ] [802/2043] Forecasting HCC... [2025-09-26T23:05:59.522295] [INFO ] [sig ] Generating forecast for: HCC [2025-09-26T23:05:59.522330] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'. [2025-09-26T23:05:59.532816] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HCC'. [2025-09-26T23:05:59.533126] [INFO ] [FORECASTER] Starting predict_future for HCC [2025-09-26T23:05:59.561262] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:59.562346] [DEBUG] [LOCAL ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt [2025-09-26T23:05:59.562412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:59.562450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:59.562480] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:59.562544] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:59.581673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:59.582625] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:59.582754] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:59.582794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:59.626572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:59.626806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:59.626864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:59.626932] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:59.631147] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=44.92%) [2025-09-26T23:05:59.631469] [INFO ] [FORECASTER] Completed predict_future for HCC [2025-09-26T23:05:59.631632] [INFO ] [sig ] HCC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:05:59.857443] [INFO ] [LOCAL ] Saved forecast: HCC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HCC.txt [2025-09-26T23:05:59.857726] [WARN ] [sig ] [802/2043] Failed HCC after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:05:59.857812] [INFO ] [sig ] [803/2043] Forecasting HCI... [2025-09-26T23:05:59.857853] [INFO ] [sig ] Generating forecast for: HCI [2025-09-26T23:05:59.857888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'. [2025-09-26T23:05:59.869144] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HCI'. [2025-09-26T23:05:59.869516] [INFO ] [FORECASTER] Starting predict_future for HCI [2025-09-26T23:05:59.896382] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:05:59.897347] [DEBUG] [LOCAL ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt [2025-09-26T23:05:59.897408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:05:59.897445] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:05:59.897474] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:05:59.897532] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:05:59.916837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:05:59.917792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:05:59.917893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:05:59.917928] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:05:59.964988] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:05:59.965389] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:05:59.965491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:05:59.965550] [INFO ] [FORECASTER] Training complete [2025-09-26T23:05:59.970106] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=91.35%) [2025-09-26T23:05:59.970480] [INFO ] [FORECASTER] Completed predict_future for HCI [2025-09-26T23:05:59.970663] [INFO ] [sig ] HCI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:00.125197] [INFO ] [LOCAL ] Saved forecast: HCI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HCI.txt [2025-09-26T23:06:00.125462] [WARN ] [sig ] [803/2043] Failed HCI after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:00.125602] [INFO ] [sig ] [804/2043] Forecasting HD... [2025-09-26T23:06:00.125670] [INFO ] [sig ] Generating forecast for: HD [2025-09-26T23:06:00.125749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'. [2025-09-26T23:06:00.139028] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HD'. [2025-09-26T23:06:00.139465] [INFO ] [FORECASTER] Starting predict_future for HD [2025-09-26T23:06:00.167577] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:00.168483] [DEBUG] [LOCAL ] No optimal features file found for HD: ./output/feature-sets/HD.txt [2025-09-26T23:06:00.168557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:00.168612] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:00.168673] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:00.168766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:00.188977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:00.189618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:00.189733] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:00.189778] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:00.230317] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:00.230435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:00.230492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:00.230523] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:00.234226] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=95.82%) [2025-09-26T23:06:00.234601] [INFO ] [FORECASTER] Completed predict_future for HD [2025-09-26T23:06:00.234796] [INFO ] [sig ] HD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:00.388409] [INFO ] [LOCAL ] Saved forecast: HD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HD.txt [2025-09-26T23:06:00.388687] [WARN ] [sig ] [804/2043] Failed HD after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:00.388774] [INFO ] [sig ] [805/2043] Forecasting HDB... [2025-09-26T23:06:00.388817] [INFO ] [sig ] Generating forecast for: HDB [2025-09-26T23:06:00.388852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'. [2025-09-26T23:06:00.399795] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HDB'. [2025-09-26T23:06:00.400135] [INFO ] [FORECASTER] Starting predict_future for HDB [2025-09-26T23:06:00.427594] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:00.428449] [DEBUG] [LOCAL ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt [2025-09-26T23:06:00.428507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:00.428542] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:00.428570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:00.428627] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:00.448600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:00.449243] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:00.449333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:00.449368] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:00.486276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:00.486437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:00.486556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:00.486596] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:00.491072] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=34.75%) [2025-09-26T23:06:00.491366] [INFO ] [FORECASTER] Completed predict_future for HDB [2025-09-26T23:06:00.491519] [INFO ] [sig ] HDB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:00.649128] [INFO ] [LOCAL ] Saved forecast: HDB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HDB.txt [2025-09-26T23:06:00.649428] [WARN ] [sig ] [805/2043] Failed HDB after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:00.649521] [INFO ] [sig ] [806/2043] Forecasting HE... [2025-09-26T23:06:00.649564] [INFO ] [sig ] Generating forecast for: HE [2025-09-26T23:06:00.649598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'. [2025-09-26T23:06:00.660481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HE'. [2025-09-26T23:06:00.660881] [INFO ] [FORECASTER] Starting predict_future for HE [2025-09-26T23:06:00.688866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:00.689681] [DEBUG] [LOCAL ] No optimal features file found for HE: ./output/feature-sets/HE.txt [2025-09-26T23:06:00.689769] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:00.689821] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:00.689882] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:00.689951] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:00.709037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:00.709890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:00.709986] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:00.710023] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:00.747688] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:00.747891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:00.748009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:00.748061] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:00.752076] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=30.75%) [2025-09-26T23:06:00.752382] [INFO ] [FORECASTER] Completed predict_future for HE [2025-09-26T23:06:00.752592] [INFO ] [sig ] HE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:00.903528] [INFO ] [LOCAL ] Saved forecast: HE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HE.txt [2025-09-26T23:06:00.903831] [WARN ] [sig ] [806/2043] Failed HE after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:00.903923] [INFO ] [sig ] [807/2043] Forecasting HEI... [2025-09-26T23:06:00.903965] [INFO ] [sig ] Generating forecast for: HEI [2025-09-26T23:06:00.904001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'. [2025-09-26T23:06:00.914586] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HEI'. [2025-09-26T23:06:00.915038] [INFO ] [FORECASTER] Starting predict_future for HEI [2025-09-26T23:06:00.942995] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:00.943882] [DEBUG] [LOCAL ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt [2025-09-26T23:06:00.943941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:00.943976] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:00.944008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:00.944069] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:00.965302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:00.966289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:00.966420] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:00.966462] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:00.996478] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:00.996677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:00.996746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:00.996781] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:01.000783] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: UP (p=66.48%) [2025-09-26T23:06:01.001164] [INFO ] [FORECASTER] Completed predict_future for HEI [2025-09-26T23:06:01.001315] [INFO ] [sig ] HEI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:01.170980] [INFO ] [LOCAL ] Saved forecast: HEI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HEI.txt [2025-09-26T23:06:01.171266] [WARN ] [sig ] [807/2043] Failed HEI after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:01.171355] [INFO ] [sig ] [808/2043] Forecasting HEQ... [2025-09-26T23:06:01.171396] [INFO ] [sig ] Generating forecast for: HEQ [2025-09-26T23:06:01.171472] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'. [2025-09-26T23:06:01.181468] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HEQ'. [2025-09-26T23:06:01.181882] [INFO ] [FORECASTER] Starting predict_future for HEQ [2025-09-26T23:06:01.209390] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:01.210341] [DEBUG] [LOCAL ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt [2025-09-26T23:06:01.210405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:01.210443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:01.210472] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:01.210535] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:01.229391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:01.230063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:01.230165] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:01.230206] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:01.263164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:01.263359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:01.263408] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:01.263442] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:01.268015] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=99.62%) [2025-09-26T23:06:01.268447] [INFO ] [FORECASTER] Completed predict_future for HEQ [2025-09-26T23:06:01.268621] [INFO ] [sig ] HEQ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:01.425639] [INFO ] [LOCAL ] Saved forecast: HEQ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HEQ.txt [2025-09-26T23:06:01.425951] [WARN ] [sig ] [808/2043] Failed HEQ after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:01.426038] [INFO ] [sig ] [809/2043] Forecasting HESM... [2025-09-26T23:06:01.426079] [INFO ] [sig ] Generating forecast for: HESM [2025-09-26T23:06:01.426114] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'. [2025-09-26T23:06:01.437821] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HESM'. [2025-09-26T23:06:01.438340] [INFO ] [FORECASTER] Starting predict_future for HESM [2025-09-26T23:06:01.467050] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:01.468008] [DEBUG] [LOCAL ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt [2025-09-26T23:06:01.468076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:01.468116] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:01.468148] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:01.468211] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:01.488110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:01.489062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:01.489164] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:01.489202] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:01.535134] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:01.535329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:01.535379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:01.535413] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:01.539585] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: UP (p=86.64%) [2025-09-26T23:06:01.540026] [INFO ] [FORECASTER] Completed predict_future for HESM [2025-09-26T23:06:01.540195] [INFO ] [sig ] HESM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:01.693835] [INFO ] [LOCAL ] Saved forecast: HESM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HESM.txt [2025-09-26T23:06:01.694095] [WARN ] [sig ] [809/2043] Failed HESM after 0.3s | 4.15 sym/s | Total: 3.2m | ETA: 5.0m [2025-09-26T23:06:01.694180] [INFO ] [sig ] [810/2043] Forecasting HFRO... [2025-09-26T23:06:01.694222] [INFO ] [sig ] Generating forecast for: HFRO [2025-09-26T23:06:01.694257] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'. [2025-09-26T23:06:01.704863] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HFRO'. [2025-09-26T23:06:01.705252] [INFO ] [FORECASTER] Starting predict_future for HFRO [2025-09-26T23:06:01.732552] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:01.733429] [DEBUG] [LOCAL ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt [2025-09-26T23:06:01.733489] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:01.733527] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:01.733559] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:01.733625] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:01.760723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:01.762751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:01.763299] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:01.763358] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:01.805203] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:01.805416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:01.805479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:01.805538] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:01.809800] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=98.29%) [2025-09-26T23:06:01.810139] [INFO ] [FORECASTER] Completed predict_future for HFRO [2025-09-26T23:06:01.810505] [INFO ] [sig ] HFRO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:01.969329] [INFO ] [LOCAL ] Saved forecast: HFRO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HFRO.txt [2025-09-26T23:06:01.970215] [WARN ] [sig ] [810/2043] Failed HFRO after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 5.0m [2025-09-26T23:06:01.970320] [INFO ] [sig ] [811/2043] Forecasting HGER... [2025-09-26T23:06:01.970379] [INFO ] [sig ] Generating forecast for: HGER [2025-09-26T23:06:01.970434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGER' from 'https://tdm.silogroup.org/data/derivative_storage/HGER.csv'. [2025-09-26T23:06:01.988446] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGER'. [2025-09-26T23:06:01.988997] [INFO ] [FORECASTER] Starting predict_future for HGER [2025-09-26T23:06:02.018143] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:02.019113] [DEBUG] [LOCAL ] No optimal features file found for HGER: ./output/feature-sets/HGER.txt [2025-09-26T23:06:02.019185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:02.019246] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:02.019282] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:02.019401] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:02.038583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:02.039496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:02.039595] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:02.039633] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:02.076934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:02.077119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:02.077233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:02.077308] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:02.081384] [DEBUG] [FORECASTER] HGER: Forecast T+1@11:T+2@11: DOWN (p=8.68%) [2025-09-26T23:06:02.081820] [INFO ] [FORECASTER] Completed predict_future for HGER [2025-09-26T23:06:02.081990] [INFO ] [sig ] HGER: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:02.243175] [INFO ] [LOCAL ] Saved forecast: HGER 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HGER.txt [2025-09-26T23:06:02.243490] [WARN ] [sig ] [811/2043] Failed HGER after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:02.243580] [INFO ] [sig ] [812/2043] Forecasting HGTY... [2025-09-26T23:06:02.243622] [INFO ] [sig ] Generating forecast for: HGTY [2025-09-26T23:06:02.243693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'. [2025-09-26T23:06:02.255856] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGTY'. [2025-09-26T23:06:02.256237] [INFO ] [FORECASTER] Starting predict_future for HGTY [2025-09-26T23:06:02.284151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:02.285127] [DEBUG] [LOCAL ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt [2025-09-26T23:06:02.285187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:02.285225] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:02.285255] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:02.285315] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:02.305271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:02.306140] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:02.306233] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:02.306269] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:02.350146] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:02.350313] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:02.350364] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:02.350396] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:02.354450] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=51.99%) [2025-09-26T23:06:02.354809] [INFO ] [FORECASTER] Completed predict_future for HGTY [2025-09-26T23:06:02.354968] [INFO ] [sig ] HGTY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:02.514156] [INFO ] [LOCAL ] Saved forecast: HGTY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HGTY.txt [2025-09-26T23:06:02.514453] [WARN ] [sig ] [812/2043] Failed HGTY after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:02.514544] [INFO ] [sig ] [813/2043] Forecasting HGV... [2025-09-26T23:06:02.514586] [INFO ] [sig ] Generating forecast for: HGV [2025-09-26T23:06:02.514623] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HGV' from 'https://tdm.silogroup.org/data/derivative_storage/HGV.csv'. [2025-09-26T23:06:02.525707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HGV'. [2025-09-26T23:06:02.526091] [INFO ] [FORECASTER] Starting predict_future for HGV [2025-09-26T23:06:02.552488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:02.553525] [DEBUG] [LOCAL ] No optimal features file found for HGV: ./output/feature-sets/HGV.txt [2025-09-26T23:06:02.553583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:02.553619] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:02.553681] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:02.553784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:02.572458] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:02.573080] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:02.573170] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:02.573206] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:02.612253] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:02.612374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:02.612414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:02.612445] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:02.616065] [DEBUG] [FORECASTER] HGV: Forecast T+1@11:T+2@11: UP (p=95.64%) [2025-09-26T23:06:02.616398] [INFO ] [FORECASTER] Completed predict_future for HGV [2025-09-26T23:06:02.616555] [INFO ] [sig ] HGV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:02.767677] [INFO ] [LOCAL ] Saved forecast: HGV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HGV.txt [2025-09-26T23:06:02.767939] [WARN ] [sig ] [813/2043] Failed HGV after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:02.768018] [INFO ] [sig ] [814/2043] Forecasting HHH... [2025-09-26T23:06:02.768059] [INFO ] [sig ] Generating forecast for: HHH [2025-09-26T23:06:02.768093] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'. [2025-09-26T23:06:02.779027] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HHH'. [2025-09-26T23:06:02.779475] [INFO ] [FORECASTER] Starting predict_future for HHH [2025-09-26T23:06:02.807947] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:02.808914] [DEBUG] [LOCAL ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt [2025-09-26T23:06:02.808977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:02.809016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:02.809046] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:02.809107] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:02.828434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:02.829313] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:02.829411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:02.829449] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:02.858063] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:02.858205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:02.858247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:02.858278] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:02.861914] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-09-26T23:06:02.862223] [INFO ] [FORECASTER] Completed predict_future for HHH [2025-09-26T23:06:02.862366] [INFO ] [sig ] HHH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:03.011734] [INFO ] [LOCAL ] Saved forecast: HHH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HHH.txt [2025-09-26T23:06:03.011986] [WARN ] [sig ] [814/2043] Failed HHH after 0.2s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:03.012071] [INFO ] [sig ] [815/2043] Forecasting HI... [2025-09-26T23:06:03.012111] [INFO ] [sig ] Generating forecast for: HI [2025-09-26T23:06:03.012146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'. [2025-09-26T23:06:03.022052] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HI'. [2025-09-26T23:06:03.022413] [INFO ] [FORECASTER] Starting predict_future for HI [2025-09-26T23:06:03.049948] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:03.050821] [DEBUG] [LOCAL ] No optimal features file found for HI: ./output/feature-sets/HI.txt [2025-09-26T23:06:03.050882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:03.050919] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:03.050951] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:03.051013] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:03.070320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:03.071036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:03.071129] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:03.071166] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:03.101079] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:03.101244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:03.101290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:03.101322] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:03.105259] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: DOWN (p=6.50%) [2025-09-26T23:06:03.105614] [INFO ] [FORECASTER] Completed predict_future for HI [2025-09-26T23:06:03.105827] [INFO ] [sig ] HI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:03.257581] [INFO ] [LOCAL ] Saved forecast: HI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HI.txt [2025-09-26T23:06:03.257879] [WARN ] [sig ] [815/2043] Failed HI after 0.2s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:03.257964] [INFO ] [sig ] [816/2043] Forecasting HIG... [2025-09-26T23:06:03.258007] [INFO ] [sig ] Generating forecast for: HIG [2025-09-26T23:06:03.258077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'. [2025-09-26T23:06:03.268109] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIG'. [2025-09-26T23:06:03.268421] [INFO ] [FORECASTER] Starting predict_future for HIG [2025-09-26T23:06:03.295706] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:03.296607] [DEBUG] [LOCAL ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt [2025-09-26T23:06:03.296699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:03.296749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:03.296781] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:03.296842] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:03.316148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:03.316861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:03.316962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:03.317033] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:03.347510] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:03.347704] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:03.347765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:03.347799] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:03.351853] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=59.26%) [2025-09-26T23:06:03.352187] [INFO ] [FORECASTER] Completed predict_future for HIG [2025-09-26T23:06:03.352359] [INFO ] [sig ] HIG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:03.506584] [INFO ] [LOCAL ] Saved forecast: HIG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HIG.txt [2025-09-26T23:06:03.506905] [WARN ] [sig ] [816/2043] Failed HIG after 0.2s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:03.507004] [INFO ] [sig ] [817/2043] Forecasting HII... [2025-09-26T23:06:03.507047] [INFO ] [sig ] Generating forecast for: HII [2025-09-26T23:06:03.507081] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'. [2025-09-26T23:06:03.517764] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HII'. [2025-09-26T23:06:03.518117] [INFO ] [FORECASTER] Starting predict_future for HII [2025-09-26T23:06:03.545280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:03.546142] [DEBUG] [LOCAL ] No optimal features file found for HII: ./output/feature-sets/HII.txt [2025-09-26T23:06:03.546203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:03.546239] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:03.546272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:03.546362] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:03.566341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:03.567076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:03.567170] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:03.567207] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:03.603727] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:03.603878] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:03.603919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:03.603949] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:03.608169] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=25.31%) [2025-09-26T23:06:03.608480] [INFO ] [FORECASTER] Completed predict_future for HII [2025-09-26T23:06:03.608633] [INFO ] [sig ] HII: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:03.761359] [INFO ] [LOCAL ] Saved forecast: HII 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HII.txt [2025-09-26T23:06:03.761629] [WARN ] [sig ] [817/2043] Failed HII after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:03.761732] [INFO ] [sig ] [818/2043] Forecasting HIMS... [2025-09-26T23:06:03.761774] [INFO ] [sig ] Generating forecast for: HIMS [2025-09-26T23:06:03.761809] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'. [2025-09-26T23:06:03.774139] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIMS'. [2025-09-26T23:06:03.774533] [INFO ] [FORECASTER] Starting predict_future for HIMS [2025-09-26T23:06:03.803456] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:03.804402] [DEBUG] [LOCAL ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt [2025-09-26T23:06:03.804463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:03.804501] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:03.804530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:03.804588] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:03.823075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:03.823715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:03.823805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:03.823840] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:03.864957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:03.865091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:03.865131] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:03.865182] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:03.868748] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-09-26T23:06:03.869111] [INFO ] [FORECASTER] Completed predict_future for HIMS [2025-09-26T23:06:03.869267] [INFO ] [sig ] HIMS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:04.026873] [INFO ] [LOCAL ] Saved forecast: HIMS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HIMS.txt [2025-09-26T23:06:04.027149] [WARN ] [sig ] [818/2043] Failed HIMS after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:04.027249] [INFO ] [sig ] [819/2043] Forecasting HIO... [2025-09-26T23:06:04.027290] [INFO ] [sig ] Generating forecast for: HIO [2025-09-26T23:06:04.027336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'. [2025-09-26T23:06:04.041905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIO'. [2025-09-26T23:06:04.042402] [INFO ] [FORECASTER] Starting predict_future for HIO [2025-09-26T23:06:04.070102] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:04.071010] [DEBUG] [LOCAL ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt [2025-09-26T23:06:04.071120] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:04.071164] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:04.071196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:04.071257] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:04.090972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:04.091615] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:04.091775] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:04.091833] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:04.127715] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:04.127876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:04.127919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:04.127950] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:04.131810] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=4.91%) [2025-09-26T23:06:04.132117] [INFO ] [FORECASTER] Completed predict_future for HIO [2025-09-26T23:06:04.132268] [INFO ] [sig ] HIO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:04.294372] [INFO ] [LOCAL ] Saved forecast: HIO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HIO.txt [2025-09-26T23:06:04.294691] [WARN ] [sig ] [819/2043] Failed HIO after 0.3s | 4.15 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:04.294780] [INFO ] [sig ] [820/2043] Forecasting HIPO... [2025-09-26T23:06:04.294822] [INFO ] [sig ] Generating forecast for: HIPO [2025-09-26T23:06:04.294858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'. [2025-09-26T23:06:04.307010] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIPO'. [2025-09-26T23:06:04.307472] [INFO ] [FORECASTER] Starting predict_future for HIPO [2025-09-26T23:06:04.339371] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:04.340498] [DEBUG] [LOCAL ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt [2025-09-26T23:06:04.340563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:04.340601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:04.340631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:04.340738] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:04.359462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:04.360611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:04.360761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:04.360807] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:04.408727] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:04.409006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:04.409060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:04.409092] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:04.413664] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=77.35%) [2025-09-26T23:06:04.414040] [INFO ] [FORECASTER] Completed predict_future for HIPO [2025-09-26T23:06:04.414227] [INFO ] [sig ] HIPO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:04.583706] [INFO ] [LOCAL ] Saved forecast: HIPO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HIPO.txt [2025-09-26T23:06:04.584092] [WARN ] [sig ] [820/2043] Failed HIPO after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:04.584188] [INFO ] [sig ] [821/2043] Forecasting HIW... [2025-09-26T23:06:04.584231] [INFO ] [sig ] Generating forecast for: HIW [2025-09-26T23:06:04.584269] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIW' from 'https://tdm.silogroup.org/data/derivative_storage/HIW.csv'. [2025-09-26T23:06:04.596865] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIW'. [2025-09-26T23:06:04.597282] [INFO ] [FORECASTER] Starting predict_future for HIW [2025-09-26T23:06:04.626540] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:04.627518] [DEBUG] [LOCAL ] No optimal features file found for HIW: ./output/feature-sets/HIW.txt [2025-09-26T23:06:04.627585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:04.627623] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:04.627693] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:04.627771] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:04.647373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:04.648380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:04.648485] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:04.648519] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:04.696534] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:04.696821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:04.696882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:04.696917] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:04.701368] [DEBUG] [FORECASTER] HIW: Forecast T+1@11:T+2@11: DOWN (p=30.07%) [2025-09-26T23:06:04.701838] [INFO ] [FORECASTER] Completed predict_future for HIW [2025-09-26T23:06:04.702044] [INFO ] [sig ] HIW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:04.855321] [INFO ] [LOCAL ] Saved forecast: HIW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HIW.txt [2025-09-26T23:06:04.855812] [WARN ] [sig ] [821/2043] Failed HIW after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:04.855918] [INFO ] [sig ] [822/2043] Forecasting HIX... [2025-09-26T23:06:04.855960] [INFO ] [sig ] Generating forecast for: HIX [2025-09-26T23:06:04.856000] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'. [2025-09-26T23:06:04.869366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HIX'. [2025-09-26T23:06:04.870135] [INFO ] [FORECASTER] Starting predict_future for HIX [2025-09-26T23:06:04.897631] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:04.898464] [DEBUG] [LOCAL ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt [2025-09-26T23:06:04.898523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:04.898565] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:04.898594] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:04.898684] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:04.917409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:04.918113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:04.918210] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:04.918244] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:04.960286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:04.960397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:04.960435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:04.960515] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:04.965795] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=26.12%) [2025-09-26T23:06:04.966083] [INFO ] [FORECASTER] Completed predict_future for HIX [2025-09-26T23:06:04.966275] [INFO ] [sig ] HIX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:05.113689] [INFO ] [LOCAL ] Saved forecast: HIX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HIX.txt [2025-09-26T23:06:05.114040] [WARN ] [sig ] [822/2043] Failed HIX after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:05.114126] [INFO ] [sig ] [823/2043] Forecasting HKD... [2025-09-26T23:06:05.114166] [INFO ] [sig ] Generating forecast for: HKD [2025-09-26T23:06:05.114199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HKD' from 'https://tdm.silogroup.org/data/derivative_storage/HKD.csv'. [2025-09-26T23:06:05.125638] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HKD'. [2025-09-26T23:06:05.125981] [INFO ] [FORECASTER] Starting predict_future for HKD [2025-09-26T23:06:05.152399] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:05.153204] [DEBUG] [LOCAL ] No optimal features file found for HKD: ./output/feature-sets/HKD.txt [2025-09-26T23:06:05.153261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:05.153295] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:05.153322] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:05.153381] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:05.171156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:05.171762] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:05.171855] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:05.171888] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:05.218390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:05.218509] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:05.218547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:05.218576] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:05.222072] [DEBUG] [FORECASTER] HKD: Forecast T+1@11:T+2@11: DOWN (p=20.08%) [2025-09-26T23:06:05.222357] [INFO ] [FORECASTER] Completed predict_future for HKD [2025-09-26T23:06:05.222519] [INFO ] [sig ] HKD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:05.368536] [INFO ] [LOCAL ] Saved forecast: HKD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HKD.txt [2025-09-26T23:06:05.368871] [WARN ] [sig ] [823/2043] Failed HKD after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:05.368978] [INFO ] [sig ] [824/2043] Forecasting HL... [2025-09-26T23:06:05.369019] [INFO ] [sig ] Generating forecast for: HL [2025-09-26T23:06:05.369054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'. [2025-09-26T23:06:05.381246] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HL'. [2025-09-26T23:06:05.381742] [INFO ] [FORECASTER] Starting predict_future for HL [2025-09-26T23:06:05.410112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:05.410927] [DEBUG] [LOCAL ] No optimal features file found for HL: ./output/feature-sets/HL.txt [2025-09-26T23:06:05.410990] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:05.411028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:05.411057] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:05.411121] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:05.431217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:05.431888] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:05.431982] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:05.432018] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:05.476511] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:05.476675] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:05.476736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:05.476770] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:05.480450] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=25.35%) [2025-09-26T23:06:05.480803] [INFO ] [FORECASTER] Completed predict_future for HL [2025-09-26T23:06:05.480975] [INFO ] [sig ] HL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:05.630439] [INFO ] [LOCAL ] Saved forecast: HL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HL.txt [2025-09-26T23:06:05.630775] [WARN ] [sig ] [824/2043] Failed HL after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:05.630866] [INFO ] [sig ] [825/2043] Forecasting HLF... [2025-09-26T23:06:05.630929] [INFO ] [sig ] Generating forecast for: HLF [2025-09-26T23:06:05.630979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'. [2025-09-26T23:06:05.643029] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLF'. [2025-09-26T23:06:05.643503] [INFO ] [FORECASTER] Starting predict_future for HLF [2025-09-26T23:06:05.673710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:05.674462] [DEBUG] [LOCAL ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt [2025-09-26T23:06:05.674519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:05.674553] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:05.674581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:05.674663] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:05.696202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:05.696868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:05.696960] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:05.696995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:05.742385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:05.742480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:05.742517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:05.742571] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:05.745844] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=65.11%) [2025-09-26T23:06:05.746118] [INFO ] [FORECASTER] Completed predict_future for HLF [2025-09-26T23:06:05.746275] [INFO ] [sig ] HLF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:05.901197] [INFO ] [LOCAL ] Saved forecast: HLF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HLF.txt [2025-09-26T23:06:05.901636] [WARN ] [sig ] [825/2043] Failed HLF after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:05.901790] [INFO ] [sig ] [826/2043] Forecasting HLI... [2025-09-26T23:06:05.901831] [INFO ] [sig ] Generating forecast for: HLI [2025-09-26T23:06:05.901888] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'. [2025-09-26T23:06:05.916962] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLI'. [2025-09-26T23:06:05.917515] [INFO ] [FORECASTER] Starting predict_future for HLI [2025-09-26T23:06:05.946591] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:05.947384] [DEBUG] [LOCAL ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt [2025-09-26T23:06:05.947444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:05.947480] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:05.947510] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:05.947571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:05.966958] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:05.967745] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:05.967869] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:05.967925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:06.011531] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:06.011764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:06.011821] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:06.011854] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:06.015999] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: UP (p=99.18%) [2025-09-26T23:06:06.016355] [INFO ] [FORECASTER] Completed predict_future for HLI [2025-09-26T23:06:06.016557] [INFO ] [sig ] HLI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:06.165949] [INFO ] [LOCAL ] Saved forecast: HLI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HLI.txt [2025-09-26T23:06:06.166264] [WARN ] [sig ] [826/2043] Failed HLI after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:06.166385] [INFO ] [sig ] [827/2043] Forecasting HLIO... [2025-09-26T23:06:06.166443] [INFO ] [sig ] Generating forecast for: HLIO [2025-09-26T23:06:06.166480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'. [2025-09-26T23:06:06.177296] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLIO'. [2025-09-26T23:06:06.177632] [INFO ] [FORECASTER] Starting predict_future for HLIO [2025-09-26T23:06:06.203930] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:06.204759] [DEBUG] [LOCAL ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt [2025-09-26T23:06:06.204821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:06.204858] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:06.204889] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:06.204949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:06.223617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:06.224266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:06.224357] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:06.224393] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:06.266741] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:06.266919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:06.266963] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:06.266992] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:06.270706] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=85.72%) [2025-09-26T23:06:06.271009] [INFO ] [FORECASTER] Completed predict_future for HLIO [2025-09-26T23:06:06.271178] [INFO ] [sig ] HLIO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:06.418521] [INFO ] [LOCAL ] Saved forecast: HLIO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HLIO.txt [2025-09-26T23:06:06.418788] [WARN ] [sig ] [827/2043] Failed HLIO after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:06.418874] [INFO ] [sig ] [828/2043] Forecasting HLLY... [2025-09-26T23:06:06.418913] [INFO ] [sig ] Generating forecast for: HLLY [2025-09-26T23:06:06.418947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'. [2025-09-26T23:06:06.429770] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLLY'. [2025-09-26T23:06:06.430129] [INFO ] [FORECASTER] Starting predict_future for HLLY [2025-09-26T23:06:06.457089] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:06.457896] [DEBUG] [LOCAL ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt [2025-09-26T23:06:06.457954] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:06.457991] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:06.458020] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:06.458079] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:06.477113] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:06.477814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:06.477911] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:06.477953] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:06.518012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:06.518152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:06.518192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:06.518221] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:06.521697] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=0.67%) [2025-09-26T23:06:06.521999] [INFO ] [FORECASTER] Completed predict_future for HLLY [2025-09-26T23:06:06.522153] [INFO ] [sig ] HLLY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:06.668242] [INFO ] [LOCAL ] Saved forecast: HLLY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HLLY.txt [2025-09-26T23:06:06.668531] [WARN ] [sig ] [828/2043] Failed HLLY after 0.2s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:06.668619] [INFO ] [sig ] [829/2043] Forecasting HLN... [2025-09-26T23:06:06.668697] [INFO ] [sig ] Generating forecast for: HLN [2025-09-26T23:06:06.668743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'. [2025-09-26T23:06:06.679637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLN'. [2025-09-26T23:06:06.679963] [INFO ] [FORECASTER] Starting predict_future for HLN [2025-09-26T23:06:06.705967] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:06.706873] [DEBUG] [LOCAL ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt [2025-09-26T23:06:06.706930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:06.706965] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:06.706995] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:06.707053] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:06.725034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:06.725856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:06.725994] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:06.726035] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:06.767705] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:06.767871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:06.767914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:06.767943] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:06.771624] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: DOWN (p=4.80%) [2025-09-26T23:06:06.771953] [INFO ] [FORECASTER] Completed predict_future for HLN [2025-09-26T23:06:06.772107] [INFO ] [sig ] HLN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:06.920382] [INFO ] [LOCAL ] Saved forecast: HLN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HLN.txt [2025-09-26T23:06:06.920893] [WARN ] [sig ] [829/2043] Failed HLN after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:06.920988] [INFO ] [sig ] [830/2043] Forecasting HLT... [2025-09-26T23:06:06.921029] [INFO ] [sig ] Generating forecast for: HLT [2025-09-26T23:06:06.921069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLT' from 'https://tdm.silogroup.org/data/derivative_storage/HLT.csv'. [2025-09-26T23:06:06.933936] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLT'. [2025-09-26T23:06:06.934418] [INFO ] [FORECASTER] Starting predict_future for HLT [2025-09-26T23:06:06.962219] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:06.963082] [DEBUG] [LOCAL ] No optimal features file found for HLT: ./output/feature-sets/HLT.txt [2025-09-26T23:06:06.963145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:06.963183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:06.963212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:06.963273] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:06.981687] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:06.982297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:06.982395] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:06.982430] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:07.037195] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:07.037552] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:07.037634] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:07.037718] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:07.043202] [DEBUG] [FORECASTER] HLT: Forecast T+1@11:T+2@11: UP (p=97.71%) [2025-09-26T23:06:07.043617] [INFO ] [FORECASTER] Completed predict_future for HLT [2025-09-26T23:06:07.043895] [INFO ] [sig ] HLT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:07.192280] [INFO ] [LOCAL ] Saved forecast: HLT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HLT.txt [2025-09-26T23:06:07.192609] [WARN ] [sig ] [830/2043] Failed HLT after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:07.192740] [INFO ] [sig ] [831/2043] Forecasting HLX... [2025-09-26T23:06:07.192782] [INFO ] [sig ] Generating forecast for: HLX [2025-09-26T23:06:07.192818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'. [2025-09-26T23:06:07.206149] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HLX'. [2025-09-26T23:06:07.206697] [INFO ] [FORECASTER] Starting predict_future for HLX [2025-09-26T23:06:07.234684] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:07.235466] [DEBUG] [LOCAL ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt [2025-09-26T23:06:07.235528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:07.235564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:07.235591] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:07.235677] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:07.253626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:07.254327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:07.254424] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:07.254457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:07.296854] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:07.296965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:07.297003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:07.297032] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:07.300584] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=13.67%) [2025-09-26T23:06:07.300901] [INFO ] [FORECASTER] Completed predict_future for HLX [2025-09-26T23:06:07.301065] [INFO ] [sig ] HLX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:07.450919] [INFO ] [LOCAL ] Saved forecast: HLX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HLX.txt [2025-09-26T23:06:07.451731] [WARN ] [sig ] [831/2043] Failed HLX after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:07.451834] [INFO ] [sig ] [832/2043] Forecasting HMC... [2025-09-26T23:06:07.451878] [INFO ] [sig ] Generating forecast for: HMC [2025-09-26T23:06:07.451917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'. [2025-09-26T23:06:07.463998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HMC'. [2025-09-26T23:06:07.464539] [INFO ] [FORECASTER] Starting predict_future for HMC [2025-09-26T23:06:07.493129] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:07.494138] [DEBUG] [LOCAL ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt [2025-09-26T23:06:07.494198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:07.494236] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:07.494268] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:07.494329] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:07.512947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:07.514104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:07.514232] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:07.514282] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:07.561360] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:07.561600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:07.561677] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:07.561739] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:07.566358] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=8.96%) [2025-09-26T23:06:07.566771] [INFO ] [FORECASTER] Completed predict_future for HMC [2025-09-26T23:06:07.566967] [INFO ] [sig ] HMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:07.739671] [INFO ] [LOCAL ] Saved forecast: HMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HMC.txt [2025-09-26T23:06:07.740014] [WARN ] [sig ] [832/2043] Failed HMC after 0.3s | 4.14 sym/s | Total: 3.3m | ETA: 4.9m [2025-09-26T23:06:07.740070] [INFO ] [sig ] [833/2043] Forecasting HMN... [2025-09-26T23:06:07.740103] [INFO ] [sig ] Generating forecast for: HMN [2025-09-26T23:06:07.740137] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'. [2025-09-26T23:06:07.752132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HMN'. [2025-09-26T23:06:07.752542] [INFO ] [FORECASTER] Starting predict_future for HMN [2025-09-26T23:06:07.781545] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:07.782447] [DEBUG] [LOCAL ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt [2025-09-26T23:06:07.782525] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:07.782582] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:07.782616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:07.782712] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:07.803061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:07.804361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:07.804500] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:07.804570] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:07.848164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:07.848368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:07.848416] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:07.848447] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:07.852340] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=10.51%) [2025-09-26T23:06:07.852672] [INFO ] [FORECASTER] Completed predict_future for HMN [2025-09-26T23:06:07.852846] [INFO ] [sig ] HMN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:08.018808] [INFO ] [LOCAL ] Saved forecast: HMN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HMN.txt [2025-09-26T23:06:08.019078] [WARN ] [sig ] [833/2043] Failed HMN after 0.3s | 4.14 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:08.019159] [INFO ] [sig ] [834/2043] Forecasting HMY... [2025-09-26T23:06:08.019199] [INFO ] [sig ] Generating forecast for: HMY [2025-09-26T23:06:08.019234] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'. [2025-09-26T23:06:08.030678] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HMY'. [2025-09-26T23:06:08.031023] [INFO ] [FORECASTER] Starting predict_future for HMY [2025-09-26T23:06:08.063250] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:08.064528] [DEBUG] [LOCAL ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt [2025-09-26T23:06:08.064602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:08.064731] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:08.064799] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:08.064896] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:08.086220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:08.087202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:08.087298] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:08.087334] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:08.133408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:08.133635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:08.133748] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:08.133803] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:08.138256] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: DOWN (p=33.74%) [2025-09-26T23:06:08.138594] [INFO ] [FORECASTER] Completed predict_future for HMY [2025-09-26T23:06:08.138794] [INFO ] [sig ] HMY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:08.297275] [INFO ] [LOCAL ] Saved forecast: HMY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HMY.txt [2025-09-26T23:06:08.297563] [WARN ] [sig ] [834/2043] Failed HMY after 0.3s | 4.14 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:08.297668] [INFO ] [sig ] [835/2043] Forecasting HNI... [2025-09-26T23:06:08.297725] [INFO ] [sig ] Generating forecast for: HNI [2025-09-26T23:06:08.297762] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'. [2025-09-26T23:06:08.309716] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HNI'. [2025-09-26T23:06:08.310223] [INFO ] [FORECASTER] Starting predict_future for HNI [2025-09-26T23:06:08.337892] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:08.338689] [DEBUG] [LOCAL ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt [2025-09-26T23:06:08.338753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:08.338789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:08.338817] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:08.338877] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:08.356926] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:08.357538] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:08.357634] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:08.357710] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:08.410972] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:08.411232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:08.411281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:08.411312] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:08.415550] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=29.06%) [2025-09-26T23:06:08.415906] [INFO ] [FORECASTER] Completed predict_future for HNI [2025-09-26T23:06:08.416261] [INFO ] [sig ] HNI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:08.563055] [INFO ] [LOCAL ] Saved forecast: HNI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HNI.txt [2025-09-26T23:06:08.563405] [WARN ] [sig ] [835/2043] Failed HNI after 0.3s | 4.14 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:08.563492] [INFO ] [sig ] [836/2043] Forecasting HOG... [2025-09-26T23:06:08.563532] [INFO ] [sig ] Generating forecast for: HOG [2025-09-26T23:06:08.563565] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'. [2025-09-26T23:06:08.575496] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOG'. [2025-09-26T23:06:08.575893] [INFO ] [FORECASTER] Starting predict_future for HOG [2025-09-26T23:06:08.602847] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:08.603616] [DEBUG] [LOCAL ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt [2025-09-26T23:06:08.603698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:08.603792] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:08.603831] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:08.603893] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:08.621861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:08.622475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:08.622565] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:08.622599] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:08.670777] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:08.670905] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:08.670944] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:08.670977] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:08.674517] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=87.59%) [2025-09-26T23:06:08.674855] [INFO ] [FORECASTER] Completed predict_future for HOG [2025-09-26T23:06:08.675025] [INFO ] [sig ] HOG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:08.821410] [INFO ] [LOCAL ] Saved forecast: HOG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HOG.txt [2025-09-26T23:06:08.821731] [WARN ] [sig ] [836/2043] Failed HOG after 0.3s | 4.14 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:08.821821] [INFO ] [sig ] [837/2043] Forecasting HOMB... [2025-09-26T23:06:08.821863] [INFO ] [sig ] Generating forecast for: HOMB [2025-09-26T23:06:08.821903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'. [2025-09-26T23:06:08.836776] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOMB'. [2025-09-26T23:06:08.837371] [INFO ] [FORECASTER] Starting predict_future for HOMB [2025-09-26T23:06:08.879937] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:08.881663] [DEBUG] [LOCAL ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt [2025-09-26T23:06:08.881745] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:08.881817] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:08.881875] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:08.882020] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:08.912400] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:08.913596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:08.913758] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:08.913810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:08.967076] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:08.967331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:08.967418] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:08.967486] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:08.972899] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=68.06%) [2025-09-26T23:06:08.973363] [INFO ] [FORECASTER] Completed predict_future for HOMB [2025-09-26T23:06:08.973602] [INFO ] [sig ] HOMB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:09.178907] [INFO ] [LOCAL ] Saved forecast: HOMB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HOMB.txt [2025-09-26T23:06:09.179281] [WARN ] [sig ] [837/2043] Failed HOMB after 0.4s | 4.13 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:09.179381] [INFO ] [sig ] [838/2043] Forecasting HOUS... [2025-09-26T23:06:09.179445] [INFO ] [sig ] Generating forecast for: HOUS [2025-09-26T23:06:09.179500] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'. [2025-09-26T23:06:09.191461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOUS'. [2025-09-26T23:06:09.191859] [INFO ] [FORECASTER] Starting predict_future for HOUS [2025-09-26T23:06:09.219788] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:09.220602] [DEBUG] [LOCAL ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt [2025-09-26T23:06:09.220697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:09.220749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:09.220782] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:09.220843] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:09.239198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:09.239919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:09.240010] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:09.240048] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:09.285011] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:09.285202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:09.285246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:09.285275] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:09.289109] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=11.02%) [2025-09-26T23:06:09.289408] [INFO ] [FORECASTER] Completed predict_future for HOUS [2025-09-26T23:06:09.289570] [INFO ] [sig ] HOUS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:09.435813] [INFO ] [LOCAL ] Saved forecast: HOUS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HOUS.txt [2025-09-26T23:06:09.436091] [WARN ] [sig ] [838/2043] Failed HOUS after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:09.436173] [INFO ] [sig ] [839/2043] Forecasting HOV... [2025-09-26T23:06:09.436213] [INFO ] [sig ] Generating forecast for: HOV [2025-09-26T23:06:09.436247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HOV' from 'https://tdm.silogroup.org/data/derivative_storage/HOV.csv'. [2025-09-26T23:06:09.448583] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HOV'. [2025-09-26T23:06:09.449110] [INFO ] [FORECASTER] Starting predict_future for HOV [2025-09-26T23:06:09.480807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:09.481590] [DEBUG] [LOCAL ] No optimal features file found for HOV: ./output/feature-sets/HOV.txt [2025-09-26T23:06:09.481675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:09.481729] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:09.481762] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:09.481823] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:09.499826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:09.500410] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:09.500504] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:09.500539] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:09.547670] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:09.547815] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:09.547855] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:09.547885] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:09.554242] [DEBUG] [FORECASTER] HOV: Forecast T+1@11:T+2@11: DOWN (p=9.46%) [2025-09-26T23:06:09.554544] [INFO ] [FORECASTER] Completed predict_future for HOV [2025-09-26T23:06:09.554727] [INFO ] [sig ] HOV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:09.699493] [INFO ] [LOCAL ] Saved forecast: HOV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HOV.txt [2025-09-26T23:06:09.699856] [WARN ] [sig ] [839/2043] Failed HOV after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:09.699947] [INFO ] [sig ] [840/2043] Forecasting HP... [2025-09-26T23:06:09.699988] [INFO ] [sig ] Generating forecast for: HP [2025-09-26T23:06:09.700024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'. [2025-09-26T23:06:09.712412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HP'. [2025-09-26T23:06:09.713176] [INFO ] [FORECASTER] Starting predict_future for HP [2025-09-26T23:06:09.740822] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:09.741560] [DEBUG] [LOCAL ] No optimal features file found for HP: ./output/feature-sets/HP.txt [2025-09-26T23:06:09.741618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:09.741684] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:09.741731] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:09.741799] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:09.759767] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:09.760337] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:09.760427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:09.760461] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:09.807783] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:09.807914] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:09.807960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:09.807996] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:09.811411] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=44.58%) [2025-09-26T23:06:09.811726] [INFO ] [FORECASTER] Completed predict_future for HP [2025-09-26T23:06:09.811899] [INFO ] [sig ] HP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:09.971416] [INFO ] [LOCAL ] Saved forecast: HP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HP.txt [2025-09-26T23:06:09.972201] [WARN ] [sig ] [840/2043] Failed HP after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.9m [2025-09-26T23:06:09.972303] [INFO ] [sig ] [841/2043] Forecasting HPE... [2025-09-26T23:06:09.972347] [INFO ] [sig ] Generating forecast for: HPE [2025-09-26T23:06:09.972384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'. [2025-09-26T23:06:09.984436] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPE'. [2025-09-26T23:06:09.984902] [INFO ] [FORECASTER] Starting predict_future for HPE [2025-09-26T23:06:10.013777] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:10.014747] [DEBUG] [LOCAL ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt [2025-09-26T23:06:10.014812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:10.014853] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:10.014884] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:10.014948] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:10.033972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:10.034776] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:10.034945] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:10.035001] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:10.082097] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:10.082250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:10.082292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:10.082323] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:10.086374] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=51.85%) [2025-09-26T23:06:10.086764] [INFO ] [FORECASTER] Completed predict_future for HPE [2025-09-26T23:06:10.086939] [INFO ] [sig ] HPE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:10.239398] [INFO ] [LOCAL ] Saved forecast: HPE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HPE.txt [2025-09-26T23:06:10.239718] [WARN ] [sig ] [841/2043] Failed HPE after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:10.239805] [INFO ] [sig ] [842/2043] Forecasting HPF... [2025-09-26T23:06:10.239846] [INFO ] [sig ] Generating forecast for: HPF [2025-09-26T23:06:10.239881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'. [2025-09-26T23:06:10.252218] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPF'. [2025-09-26T23:06:10.252699] [INFO ] [FORECASTER] Starting predict_future for HPF [2025-09-26T23:06:10.281294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:10.282222] [DEBUG] [LOCAL ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt [2025-09-26T23:06:10.282291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:10.282338] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:10.282374] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:10.282439] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:10.300902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:10.301872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:10.301973] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:10.302009] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:10.349390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:10.349613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:10.349702] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:10.349757] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:10.354900] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=4.28%) [2025-09-26T23:06:10.355267] [INFO ] [FORECASTER] Completed predict_future for HPF [2025-09-26T23:06:10.355449] [INFO ] [sig ] HPF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:10.507383] [INFO ] [LOCAL ] Saved forecast: HPF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HPF.txt [2025-09-26T23:06:10.507691] [WARN ] [sig ] [842/2043] Failed HPF after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:10.507776] [INFO ] [sig ] [843/2043] Forecasting HPI... [2025-09-26T23:06:10.507818] [INFO ] [sig ] Generating forecast for: HPI [2025-09-26T23:06:10.507852] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'. [2025-09-26T23:06:10.519211] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPI'. [2025-09-26T23:06:10.519601] [INFO ] [FORECASTER] Starting predict_future for HPI [2025-09-26T23:06:10.547459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:10.548366] [DEBUG] [LOCAL ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt [2025-09-26T23:06:10.548448] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:10.548489] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:10.548520] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:10.548581] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:10.571791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:10.573125] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:10.573235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:10.573291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:10.622972] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:10.623163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:10.623213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:10.623245] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:10.627457] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: DOWN (p=39.73%) [2025-09-26T23:06:10.627831] [INFO ] [FORECASTER] Completed predict_future for HPI [2025-09-26T23:06:10.628021] [INFO ] [sig ] HPI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:10.782630] [INFO ] [LOCAL ] Saved forecast: HPI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HPI.txt [2025-09-26T23:06:10.782964] [WARN ] [sig ] [843/2043] Failed HPI after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:10.783057] [INFO ] [sig ] [844/2043] Forecasting HPP... [2025-09-26T23:06:10.783097] [INFO ] [sig ] Generating forecast for: HPP [2025-09-26T23:06:10.783143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'. [2025-09-26T23:06:10.796751] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPP'. [2025-09-26T23:06:10.797309] [INFO ] [FORECASTER] Starting predict_future for HPP [2025-09-26T23:06:10.825503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:10.826444] [DEBUG] [LOCAL ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt [2025-09-26T23:06:10.826508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:10.826547] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:10.826577] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:10.826639] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:10.845401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:10.846181] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:10.846283] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:10.846740] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:10.897965] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:10.898145] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:10.898185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:10.898215] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:10.901721] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=23.19%) [2025-09-26T23:06:10.902067] [INFO ] [FORECASTER] Completed predict_future for HPP [2025-09-26T23:06:10.902237] [INFO ] [sig ] HPP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:11.054057] [INFO ] [LOCAL ] Saved forecast: HPP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HPP.txt [2025-09-26T23:06:11.054421] [WARN ] [sig ] [844/2043] Failed HPP after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:11.054508] [INFO ] [sig ] [845/2043] Forecasting HPQ... [2025-09-26T23:06:11.054549] [INFO ] [sig ] Generating forecast for: HPQ [2025-09-26T23:06:11.054594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'. [2025-09-26T23:06:11.067681] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPQ'. [2025-09-26T23:06:11.068262] [INFO ] [FORECASTER] Starting predict_future for HPQ [2025-09-26T23:06:11.096459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:11.097435] [DEBUG] [LOCAL ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt [2025-09-26T23:06:11.097494] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:11.097533] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:11.097570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:11.097633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:11.116161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:11.117136] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:11.117236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:11.117273] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:11.164023] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:11.164214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:11.164261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:11.164291] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:11.168368] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=16.27%) [2025-09-26T23:06:11.168719] [INFO ] [FORECASTER] Completed predict_future for HPQ [2025-09-26T23:06:11.168887] [INFO ] [sig ] HPQ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:11.316522] [INFO ] [LOCAL ] Saved forecast: HPQ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HPQ.txt [2025-09-26T23:06:11.316877] [WARN ] [sig ] [845/2043] Failed HPQ after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:11.316972] [INFO ] [sig ] [846/2043] Forecasting HPS... [2025-09-26T23:06:11.317014] [INFO ] [sig ] Generating forecast for: HPS [2025-09-26T23:06:11.317050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'. [2025-09-26T23:06:11.329397] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HPS'. [2025-09-26T23:06:11.329930] [INFO ] [FORECASTER] Starting predict_future for HPS [2025-09-26T23:06:11.356694] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:11.357453] [DEBUG] [LOCAL ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt [2025-09-26T23:06:11.357511] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:11.357545] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:11.357573] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:11.357635] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:11.375255] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:11.375872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:11.375969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:11.376003] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:11.425237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:11.425387] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:11.425427] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:11.425457] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:11.429141] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-09-26T23:06:11.429470] [INFO ] [FORECASTER] Completed predict_future for HPS [2025-09-26T23:06:11.429631] [INFO ] [sig ] HPS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:11.578278] [INFO ] [LOCAL ] Saved forecast: HPS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HPS.txt [2025-09-26T23:06:11.578629] [WARN ] [sig ] [846/2043] Failed HPS after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:11.578738] [INFO ] [sig ] [847/2043] Forecasting HQH... [2025-09-26T23:06:11.578778] [INFO ] [sig ] Generating forecast for: HQH [2025-09-26T23:06:11.578814] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQH' from 'https://tdm.silogroup.org/data/derivative_storage/HQH.csv'. [2025-09-26T23:06:11.590270] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HQH'. [2025-09-26T23:06:11.590608] [INFO ] [FORECASTER] Starting predict_future for HQH [2025-09-26T23:06:11.617261] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:11.618087] [DEBUG] [LOCAL ] No optimal features file found for HQH: ./output/feature-sets/HQH.txt [2025-09-26T23:06:11.618144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:11.618178] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:11.618208] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:11.618295] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:11.639165] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:11.640384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:11.640496] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:11.640532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:11.686984] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:11.687230] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:11.687299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:11.687355] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:11.691760] [DEBUG] [FORECASTER] HQH: Forecast T+1@11:T+2@11: UP (p=95.40%) [2025-09-26T23:06:11.692120] [INFO ] [FORECASTER] Completed predict_future for HQH [2025-09-26T23:06:11.692290] [INFO ] [sig ] HQH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:11.840700] [INFO ] [LOCAL ] Saved forecast: HQH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HQH.txt [2025-09-26T23:06:11.841120] [WARN ] [sig ] [847/2043] Failed HQH after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:11.841213] [INFO ] [sig ] [848/2043] Forecasting HQL... [2025-09-26T23:06:11.841255] [INFO ] [sig ] Generating forecast for: HQL [2025-09-26T23:06:11.841291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'. [2025-09-26T23:06:11.854053] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HQL'. [2025-09-26T23:06:11.854586] [INFO ] [FORECASTER] Starting predict_future for HQL [2025-09-26T23:06:11.882592] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:11.883521] [DEBUG] [LOCAL ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt [2025-09-26T23:06:11.883586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:11.883624] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:11.883690] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:11.883766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:11.903420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:11.904253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:11.904356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:11.904415] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:11.946024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:11.946227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:11.946275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:11.946306] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:11.950711] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=66.07%) [2025-09-26T23:06:11.951048] [INFO ] [FORECASTER] Completed predict_future for HQL [2025-09-26T23:06:11.951225] [INFO ] [sig ] HQL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:12.102202] [INFO ] [LOCAL ] Saved forecast: HQL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HQL.txt [2025-09-26T23:06:12.102498] [WARN ] [sig ] [848/2043] Failed HQL after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:12.102581] [INFO ] [sig ] [849/2043] Forecasting HR... [2025-09-26T23:06:12.102621] [INFO ] [sig ] Generating forecast for: HR [2025-09-26T23:06:12.102689] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HR' from 'https://tdm.silogroup.org/data/derivative_storage/HR.csv'. [2025-09-26T23:06:12.113818] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HR'. [2025-09-26T23:06:12.114264] [INFO ] [FORECASTER] Starting predict_future for HR [2025-09-26T23:06:12.141606] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:12.142510] [DEBUG] [LOCAL ] No optimal features file found for HR: ./output/feature-sets/HR.txt [2025-09-26T23:06:12.142573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:12.142609] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:12.142637] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:12.142746] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:12.161003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:12.161947] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:12.162040] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:12.162074] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:12.206248] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:12.206420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:12.206470] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:12.206501] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:12.210139] [DEBUG] [FORECASTER] HR: Forecast T+1@11:T+2@11: UP (p=97.49%) [2025-09-26T23:06:12.210436] [INFO ] [FORECASTER] Completed predict_future for HR [2025-09-26T23:06:12.210587] [INFO ] [sig ] HR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:12.358838] [INFO ] [LOCAL ] Saved forecast: HR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HR.txt [2025-09-26T23:06:12.359107] [WARN ] [sig ] [849/2043] Failed HR after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:12.359188] [INFO ] [sig ] [850/2043] Forecasting HRB... [2025-09-26T23:06:12.359229] [INFO ] [sig ] Generating forecast for: HRB [2025-09-26T23:06:12.359279] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'. [2025-09-26T23:06:12.371805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRB'. [2025-09-26T23:06:12.372532] [INFO ] [FORECASTER] Starting predict_future for HRB [2025-09-26T23:06:12.404517] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:12.405617] [DEBUG] [LOCAL ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt [2025-09-26T23:06:12.405708] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:12.405786] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:12.405819] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:12.405884] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:12.424559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:12.425801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:12.425913] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:12.425950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:12.476876] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:12.477120] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:12.477167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:12.477198] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:12.481374] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=84.79%) [2025-09-26T23:06:12.481731] [INFO ] [FORECASTER] Completed predict_future for HRB [2025-09-26T23:06:12.481916] [INFO ] [sig ] HRB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:12.630600] [INFO ] [LOCAL ] Saved forecast: HRB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HRB.txt [2025-09-26T23:06:12.631050] [WARN ] [sig ] [850/2043] Failed HRB after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:12.631140] [INFO ] [sig ] [851/2043] Forecasting HRI... [2025-09-26T23:06:12.631180] [INFO ] [sig ] Generating forecast for: HRI [2025-09-26T23:06:12.631216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRI' from 'https://tdm.silogroup.org/data/derivative_storage/HRI.csv'. [2025-09-26T23:06:12.644489] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRI'. [2025-09-26T23:06:12.644985] [INFO ] [FORECASTER] Starting predict_future for HRI [2025-09-26T23:06:12.672772] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:12.673603] [DEBUG] [LOCAL ] No optimal features file found for HRI: ./output/feature-sets/HRI.txt [2025-09-26T23:06:12.673688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:12.673739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:12.673770] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:12.673836] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:12.693371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:12.694340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:12.694451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:12.694491] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:12.736665] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:12.736861] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:12.736908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:12.736937] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:12.740991] [DEBUG] [FORECASTER] HRI: Forecast T+1@11:T+2@11: UP (p=84.03%) [2025-09-26T23:06:12.741312] [INFO ] [FORECASTER] Completed predict_future for HRI [2025-09-26T23:06:12.741476] [INFO ] [sig ] HRI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:12.892333] [INFO ] [LOCAL ] Saved forecast: HRI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HRI.txt [2025-09-26T23:06:12.892605] [WARN ] [sig ] [851/2043] Failed HRI after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:12.892708] [INFO ] [sig ] [852/2043] Forecasting HRL... [2025-09-26T23:06:12.892750] [INFO ] [sig ] Generating forecast for: HRL [2025-09-26T23:06:12.892788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'. [2025-09-26T23:06:12.905329] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRL'. [2025-09-26T23:06:12.905865] [INFO ] [FORECASTER] Starting predict_future for HRL [2025-09-26T23:06:12.933771] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:12.934625] [DEBUG] [LOCAL ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt [2025-09-26T23:06:12.934711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:12.934754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:12.934783] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:12.934847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:12.952993] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:12.953981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:12.954088] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:12.954124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:13.006200] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:13.006493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:13.006577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:13.006634] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:13.011186] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=45.75%) [2025-09-26T23:06:13.011590] [INFO ] [FORECASTER] Completed predict_future for HRL [2025-09-26T23:06:13.011813] [INFO ] [sig ] HRL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:13.156562] [INFO ] [LOCAL ] Saved forecast: HRL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HRL.txt [2025-09-26T23:06:13.157024] [WARN ] [sig ] [852/2043] Failed HRL after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:13.157154] [INFO ] [sig ] [853/2043] Forecasting HRTG... [2025-09-26T23:06:13.157211] [INFO ] [sig ] Generating forecast for: HRTG [2025-09-26T23:06:13.157252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'. [2025-09-26T23:06:13.169791] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HRTG'. [2025-09-26T23:06:13.170203] [INFO ] [FORECASTER] Starting predict_future for HRTG [2025-09-26T23:06:13.196889] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:13.197797] [DEBUG] [LOCAL ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt [2025-09-26T23:06:13.197857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:13.197892] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:13.197922] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:13.198064] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:13.215942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:13.216763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:13.216865] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:13.216899] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:13.263003] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:13.263263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:13.263313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:13.263345] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:13.267582] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=2.07%) [2025-09-26T23:06:13.267935] [INFO ] [FORECASTER] Completed predict_future for HRTG [2025-09-26T23:06:13.268142] [INFO ] [sig ] HRTG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:13.412094] [INFO ] [LOCAL ] Saved forecast: HRTG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HRTG.txt [2025-09-26T23:06:13.412456] [WARN ] [sig ] [853/2043] Failed HRTG after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:13.412542] [INFO ] [sig ] [854/2043] Forecasting HSBC... [2025-09-26T23:06:13.412582] [INFO ] [sig ] Generating forecast for: HSBC [2025-09-26T23:06:13.412616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'. [2025-09-26T23:06:13.425180] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HSBC'. [2025-09-26T23:06:13.425728] [INFO ] [FORECASTER] Starting predict_future for HSBC [2025-09-26T23:06:13.454624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:13.455564] [DEBUG] [LOCAL ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt [2025-09-26T23:06:13.455629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:13.455704] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:13.455747] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:13.455813] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:13.475227] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:13.475927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:13.476022] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:13.476058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:13.518235] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:13.518403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:13.518448] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:13.518480] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:13.522530] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=95.03%) [2025-09-26T23:06:13.522873] [INFO ] [FORECASTER] Completed predict_future for HSBC [2025-09-26T23:06:13.523042] [INFO ] [sig ] HSBC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:13.677380] [INFO ] [LOCAL ] Saved forecast: HSBC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HSBC.txt [2025-09-26T23:06:13.677725] [WARN ] [sig ] [854/2043] Failed HSBC after 0.3s | 4.13 sym/s | Total: 3.4m | ETA: 4.8m [2025-09-26T23:06:13.677823] [INFO ] [sig ] [855/2043] Forecasting HSHP... [2025-09-26T23:06:13.677892] [INFO ] [sig ] Generating forecast for: HSHP [2025-09-26T23:06:13.677977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'. [2025-09-26T23:06:13.688718] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HSHP'. [2025-09-26T23:06:13.689060] [INFO ] [FORECASTER] Starting predict_future for HSHP [2025-09-26T23:06:13.717750] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:13.718857] [DEBUG] [LOCAL ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt [2025-09-26T23:06:13.718920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:13.718955] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:13.718985] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:13.719044] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:13.739081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:13.739819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:13.739917] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:13.739952] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:13.785743] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:13.785833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:13.785870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:13.785900] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:13.789380] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: UP (p=50.90%) [2025-09-26T23:06:13.789684] [INFO ] [FORECASTER] Completed predict_future for HSHP [2025-09-26T23:06:13.789863] [INFO ] [sig ] HSHP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:13.943923] [INFO ] [LOCAL ] Saved forecast: HSHP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HSHP.txt [2025-09-26T23:06:13.944176] [WARN ] [sig ] [855/2043] Failed HSHP after 0.3s | 4.13 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:13.944256] [INFO ] [sig ] [856/2043] Forecasting HSY... [2025-09-26T23:06:13.944296] [INFO ] [sig ] Generating forecast for: HSY [2025-09-26T23:06:13.944329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'. [2025-09-26T23:06:13.955565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HSY'. [2025-09-26T23:06:13.955903] [INFO ] [FORECASTER] Starting predict_future for HSY [2025-09-26T23:06:13.982934] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:13.983728] [DEBUG] [LOCAL ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt [2025-09-26T23:06:13.983786] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:13.983821] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:13.983849] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:13.983907] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:14.002845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:14.003416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:14.003505] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:14.003540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:14.051011] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:14.051127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:14.051178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:14.051209] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:14.054763] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=27.70%) [2025-09-26T23:06:14.055428] [INFO ] [FORECASTER] Completed predict_future for HSY [2025-09-26T23:06:14.055575] [INFO ] [sig ] HSY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:14.204895] [INFO ] [LOCAL ] Saved forecast: HSY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HSY.txt [2025-09-26T23:06:14.205191] [WARN ] [sig ] [856/2043] Failed HSY after 0.3s | 4.13 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:14.205273] [INFO ] [sig ] [857/2043] Forecasting HTD... [2025-09-26T23:06:14.205313] [INFO ] [sig ] Generating forecast for: HTD [2025-09-26T23:06:14.205359] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'. [2025-09-26T23:06:14.217174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HTD'. [2025-09-26T23:06:14.217530] [INFO ] [FORECASTER] Starting predict_future for HTD [2025-09-26T23:06:14.245725] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:14.246731] [DEBUG] [LOCAL ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt [2025-09-26T23:06:14.246790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:14.246848] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:14.246880] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:14.246938] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:14.266924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:14.267982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:14.268089] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:14.268124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:14.311594] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:14.311827] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:14.311882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:14.311913] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:14.315843] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: UP (p=88.32%) [2025-09-26T23:06:14.316192] [INFO ] [FORECASTER] Completed predict_future for HTD [2025-09-26T23:06:14.316422] [INFO ] [sig ] HTD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:14.467517] [INFO ] [LOCAL ] Saved forecast: HTD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HTD.txt [2025-09-26T23:06:14.467769] [WARN ] [sig ] [857/2043] Failed HTD after 0.3s | 4.13 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:14.467851] [INFO ] [sig ] [858/2043] Forecasting HTGC... [2025-09-26T23:06:14.467890] [INFO ] [sig ] Generating forecast for: HTGC [2025-09-26T23:06:14.467923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'. [2025-09-26T23:06:14.478533] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HTGC'. [2025-09-26T23:06:14.478870] [INFO ] [FORECASTER] Starting predict_future for HTGC [2025-09-26T23:06:14.504981] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:14.505781] [DEBUG] [LOCAL ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt [2025-09-26T23:06:14.505838] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:14.505873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:14.505902] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:14.505959] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:14.524232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:14.524848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:14.524937] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:14.524971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:14.565552] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:14.565664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:14.565723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:14.565755] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:14.569100] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=97.77%) [2025-09-26T23:06:14.569377] [INFO ] [FORECASTER] Completed predict_future for HTGC [2025-09-26T23:06:14.569524] [INFO ] [sig ] HTGC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:14.717521] [INFO ] [LOCAL ] Saved forecast: HTGC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HTGC.txt [2025-09-26T23:06:14.717775] [WARN ] [sig ] [858/2043] Failed HTGC after 0.2s | 4.13 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:14.717858] [INFO ] [sig ] [859/2043] Forecasting HTH... [2025-09-26T23:06:14.717898] [INFO ] [sig ] Generating forecast for: HTH [2025-09-26T23:06:14.717931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'. [2025-09-26T23:06:14.730011] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HTH'. [2025-09-26T23:06:14.730525] [INFO ] [FORECASTER] Starting predict_future for HTH [2025-09-26T23:06:14.758061] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:14.759002] [DEBUG] [LOCAL ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt [2025-09-26T23:06:14.759063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:14.759100] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:14.759132] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:14.759195] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:14.777960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:14.778721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:14.778828] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:14.778863] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:14.826598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:14.826886] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:14.826942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:14.826973] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:14.831294] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=16.79%) [2025-09-26T23:06:14.831626] [INFO ] [FORECASTER] Completed predict_future for HTH [2025-09-26T23:06:14.831847] [INFO ] [sig ] HTH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:14.982697] [INFO ] [LOCAL ] Saved forecast: HTH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HTH.txt [2025-09-26T23:06:14.983147] [WARN ] [sig ] [859/2043] Failed HTH after 0.3s | 4.13 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:14.983241] [INFO ] [sig ] [860/2043] Forecasting HUBB... [2025-09-26T23:06:14.983282] [INFO ] [sig ] Generating forecast for: HUBB [2025-09-26T23:06:14.983319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'. [2025-09-26T23:06:14.995634] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUBB'. [2025-09-26T23:06:14.996259] [INFO ] [FORECASTER] Starting predict_future for HUBB [2025-09-26T23:06:15.023990] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:15.024985] [DEBUG] [LOCAL ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt [2025-09-26T23:06:15.025044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:15.025086] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:15.025115] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:15.025176] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:15.043389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:15.044148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:15.044247] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:15.044283] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:15.090629] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:15.090893] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:15.090941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:15.090971] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:15.095020] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=96.72%) [2025-09-26T23:06:15.095373] [INFO ] [FORECASTER] Completed predict_future for HUBB [2025-09-26T23:06:15.095574] [INFO ] [sig ] HUBB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:15.244306] [INFO ] [LOCAL ] Saved forecast: HUBB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HUBB.txt [2025-09-26T23:06:15.244749] [WARN ] [sig ] [860/2043] Failed HUBB after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:15.244843] [INFO ] [sig ] [861/2043] Forecasting HUBS... [2025-09-26T23:06:15.244883] [INFO ] [sig ] Generating forecast for: HUBS [2025-09-26T23:06:15.244920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'. [2025-09-26T23:06:15.259244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUBS'. [2025-09-26T23:06:15.259774] [INFO ] [FORECASTER] Starting predict_future for HUBS [2025-09-26T23:06:15.288731] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:15.289483] [DEBUG] [LOCAL ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt [2025-09-26T23:06:15.289542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:15.289578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:15.289606] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:15.289714] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:15.308713] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:15.309341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:15.309430] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:15.309464] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:15.351731] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:15.351957] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:15.352020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:15.352063] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:15.356436] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=30.93%) [2025-09-26T23:06:15.356850] [INFO ] [FORECASTER] Completed predict_future for HUBS [2025-09-26T23:06:15.357047] [INFO ] [sig ] HUBS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:15.520013] [INFO ] [LOCAL ] Saved forecast: HUBS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HUBS.txt [2025-09-26T23:06:15.520283] [WARN ] [sig ] [861/2043] Failed HUBS after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:15.520362] [INFO ] [sig ] [862/2043] Forecasting HUM... [2025-09-26T23:06:15.520402] [INFO ] [sig ] Generating forecast for: HUM [2025-09-26T23:06:15.520436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'. [2025-09-26T23:06:15.531192] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUM'. [2025-09-26T23:06:15.531500] [INFO ] [FORECASTER] Starting predict_future for HUM [2025-09-26T23:06:15.557742] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:15.558485] [DEBUG] [LOCAL ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt [2025-09-26T23:06:15.558542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:15.558576] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:15.558605] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:15.558688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:15.576526] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:15.577120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:15.577206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:15.577241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:15.618957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:15.619081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:15.619124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:15.619154] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:15.622436] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=63.56%) [2025-09-26T23:06:15.622758] [INFO ] [FORECASTER] Completed predict_future for HUM [2025-09-26T23:06:15.622922] [INFO ] [sig ] HUM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:15.775591] [INFO ] [LOCAL ] Saved forecast: HUM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HUM.txt [2025-09-26T23:06:15.775907] [WARN ] [sig ] [862/2043] Failed HUM after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:15.775996] [INFO ] [sig ] [863/2043] Forecasting HUN... [2025-09-26T23:06:15.776041] [INFO ] [sig ] Generating forecast for: HUN [2025-09-26T23:06:15.776077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'. [2025-09-26T23:06:15.787345] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUN'. [2025-09-26T23:06:15.787675] [INFO ] [FORECASTER] Starting predict_future for HUN [2025-09-26T23:06:15.814561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:15.815319] [DEBUG] [LOCAL ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt [2025-09-26T23:06:15.815376] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:15.815411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:15.815439] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:15.815497] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:15.833979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:15.834551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:15.834638] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:15.834720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:15.878729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:15.878867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:15.878906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:15.878935] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:15.884556] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: UP (p=83.80%) [2025-09-26T23:06:15.884885] [INFO ] [FORECASTER] Completed predict_future for HUN [2025-09-26T23:06:15.885049] [INFO ] [sig ] HUN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:16.042838] [INFO ] [LOCAL ] Saved forecast: HUN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HUN.txt [2025-09-26T23:06:16.043143] [WARN ] [sig ] [863/2043] Failed HUN after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:16.043228] [INFO ] [sig ] [864/2043] Forecasting HUYA... [2025-09-26T23:06:16.043269] [INFO ] [sig ] Generating forecast for: HUYA [2025-09-26T23:06:16.043303] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'. [2025-09-26T23:06:16.054833] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HUYA'. [2025-09-26T23:06:16.055148] [INFO ] [FORECASTER] Starting predict_future for HUYA [2025-09-26T23:06:16.082533] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:16.083359] [DEBUG] [LOCAL ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt [2025-09-26T23:06:16.083419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:16.083470] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:16.083500] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:16.083558] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:16.102050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:16.102716] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:16.102805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:16.102840] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:16.148937] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:16.149033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:16.149071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:16.149099] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:16.152437] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=33.20%) [2025-09-26T23:06:16.152780] [INFO ] [FORECASTER] Completed predict_future for HUYA [2025-09-26T23:06:16.152966] [INFO ] [sig ] HUYA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:16.308350] [INFO ] [LOCAL ] Saved forecast: HUYA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HUYA.txt [2025-09-26T23:06:16.308595] [WARN ] [sig ] [864/2043] Failed HUYA after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:16.308696] [INFO ] [sig ] [865/2043] Forecasting HVT... [2025-09-26T23:06:16.308747] [INFO ] [sig ] Generating forecast for: HVT [2025-09-26T23:06:16.308782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HVT' from 'https://tdm.silogroup.org/data/derivative_storage/HVT.csv'. [2025-09-26T23:06:16.319540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HVT'. [2025-09-26T23:06:16.319896] [INFO ] [FORECASTER] Starting predict_future for HVT [2025-09-26T23:06:16.347319] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:16.348097] [DEBUG] [LOCAL ] No optimal features file found for HVT: ./output/feature-sets/HVT.txt [2025-09-26T23:06:16.348154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:16.348188] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:16.348216] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:16.348274] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:16.367898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:16.368468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:16.368560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:16.368594] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:16.413696] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:16.413919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:16.413971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:16.414002] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:16.418552] [DEBUG] [FORECASTER] HVT: Forecast T+1@11:T+2@11: DOWN (p=35.06%) [2025-09-26T23:06:16.418955] [INFO ] [FORECASTER] Completed predict_future for HVT [2025-09-26T23:06:16.419127] [INFO ] [sig ] HVT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:16.576135] [INFO ] [LOCAL ] Saved forecast: HVT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HVT.txt [2025-09-26T23:06:16.576406] [WARN ] [sig ] [865/2043] Failed HVT after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:16.576488] [INFO ] [sig ] [866/2043] Forecasting HWM... [2025-09-26T23:06:16.576528] [INFO ] [sig ] Generating forecast for: HWM [2025-09-26T23:06:16.576563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'. [2025-09-26T23:06:16.589694] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HWM'. [2025-09-26T23:06:16.590352] [INFO ] [FORECASTER] Starting predict_future for HWM [2025-09-26T23:06:16.621619] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:16.622697] [DEBUG] [LOCAL ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt [2025-09-26T23:06:16.622771] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:16.622810] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:16.622841] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:16.622918] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:16.643574] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:16.644549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:16.644705] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:16.644771] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:16.692525] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:16.692812] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:16.692873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:16.692907] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:16.697360] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: UP (p=91.08%) [2025-09-26T23:06:16.697747] [INFO ] [FORECASTER] Completed predict_future for HWM [2025-09-26T23:06:16.697941] [INFO ] [sig ] HWM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:16.862841] [INFO ] [LOCAL ] Saved forecast: HWM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HWM.txt [2025-09-26T23:06:16.863271] [WARN ] [sig ] [866/2043] Failed HWM after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:16.863359] [INFO ] [sig ] [867/2043] Forecasting HXL... [2025-09-26T23:06:16.863400] [INFO ] [sig ] Generating forecast for: HXL [2025-09-26T23:06:16.863490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'. [2025-09-26T23:06:16.878692] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HXL'. [2025-09-26T23:06:16.879278] [INFO ] [FORECASTER] Starting predict_future for HXL [2025-09-26T23:06:16.921372] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:16.922479] [DEBUG] [LOCAL ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt [2025-09-26T23:06:16.922553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:16.922637] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:16.922736] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:16.922846] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:16.953939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:16.955201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:16.955324] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:16.955368] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:17.025555] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:17.025883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:17.025966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:17.026032] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:17.032149] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-09-26T23:06:17.032625] [INFO ] [FORECASTER] Completed predict_future for HXL [2025-09-26T23:06:17.032877] [INFO ] [sig ] HXL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:17.219324] [INFO ] [LOCAL ] Saved forecast: HXL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HXL.txt [2025-09-26T23:06:17.219574] [WARN ] [sig ] [867/2043] Failed HXL after 0.4s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:17.219692] [INFO ] [sig ] [868/2043] Forecasting HY... [2025-09-26T23:06:17.219741] [INFO ] [sig ] Generating forecast for: HY [2025-09-26T23:06:17.219777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'. [2025-09-26T23:06:17.230479] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HY'. [2025-09-26T23:06:17.230826] [INFO ] [FORECASTER] Starting predict_future for HY [2025-09-26T23:06:17.259128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:17.260017] [DEBUG] [LOCAL ] No optimal features file found for HY: ./output/feature-sets/HY.txt [2025-09-26T23:06:17.260076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:17.260111] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:17.260141] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:17.260200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:17.280145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:17.280847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:17.280936] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:17.280972] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:17.325469] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:17.325620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:17.325708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:17.325754] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:17.329456] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=8.62%) [2025-09-26T23:06:17.329800] [INFO ] [FORECASTER] Completed predict_future for HY [2025-09-26T23:06:17.329972] [INFO ] [sig ] HY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:17.486079] [INFO ] [LOCAL ] Saved forecast: HY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HY.txt [2025-09-26T23:06:17.486474] [WARN ] [sig ] [868/2043] Failed HY after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:17.486574] [INFO ] [sig ] [869/2043] Forecasting HYI... [2025-09-26T23:06:17.486615] [INFO ] [sig ] Generating forecast for: HYI [2025-09-26T23:06:17.486679] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'. [2025-09-26T23:06:17.497938] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HYI'. [2025-09-26T23:06:17.498303] [INFO ] [FORECASTER] Starting predict_future for HYI [2025-09-26T23:06:17.526251] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:17.527114] [DEBUG] [LOCAL ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt [2025-09-26T23:06:17.527173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:17.527208] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:17.527236] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:17.527296] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:17.546850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:17.547435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:17.547521] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:17.547556] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:17.587872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:17.587989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:17.588033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:17.588072] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:17.591481] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=89.61%) [2025-09-26T23:06:17.591811] [INFO ] [FORECASTER] Completed predict_future for HYI [2025-09-26T23:06:17.591999] [INFO ] [sig ] HYI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:17.742584] [INFO ] [LOCAL ] Saved forecast: HYI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HYI.txt [2025-09-26T23:06:17.742835] [WARN ] [sig ] [869/2043] Failed HYI after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.8m [2025-09-26T23:06:17.742920] [INFO ] [sig ] [870/2043] Forecasting HYT... [2025-09-26T23:06:17.742961] [INFO ] [sig ] Generating forecast for: HYT [2025-09-26T23:06:17.742994] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYT' from 'https://tdm.silogroup.org/data/derivative_storage/HYT.csv'. [2025-09-26T23:06:17.753369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HYT'. [2025-09-26T23:06:17.753702] [INFO ] [FORECASTER] Starting predict_future for HYT [2025-09-26T23:06:17.781302] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:17.782110] [DEBUG] [LOCAL ] No optimal features file found for HYT: ./output/feature-sets/HYT.txt [2025-09-26T23:06:17.782168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:17.782203] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:17.782232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:17.782344] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:17.804773] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:17.805584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:17.805693] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:17.805752] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:17.850044] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:17.850146] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:17.850183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:17.850212] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:17.853810] [DEBUG] [FORECASTER] HYT: Forecast T+1@11:T+2@11: UP (p=74.83%) [2025-09-26T23:06:17.854113] [INFO ] [FORECASTER] Completed predict_future for HYT [2025-09-26T23:06:17.854283] [INFO ] [sig ] HYT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:18.005442] [INFO ] [LOCAL ] Saved forecast: HYT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/HYT.txt [2025-09-26T23:06:18.005701] [WARN ] [sig ] [870/2043] Failed HYT after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:18.005784] [INFO ] [sig ] [871/2043] Forecasting HYTR... [2025-09-26T23:06:18.005826] [INFO ] [sig ] Generating forecast for: HYTR [2025-09-26T23:06:18.005861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HYTR' from 'https://tdm.silogroup.org/data/derivative_storage/HYTR.csv'. [2025-09-26T23:06:18.020587] [DEBUG] [REMOTE ] Successfully parsed 1813 rows of historical data for symbol 'HYTR'. [2025-09-26T23:06:18.021290] [INFO ] [FORECASTER] Starting predict_future for HYTR [2025-09-26T23:06:18.049236] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:18.050265] [DEBUG] [LOCAL ] No optimal features file found for HYTR: ./output/feature-sets/HYTR.txt [2025-09-26T23:06:18.050324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:18.050383] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:18.050414] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:18.050474] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:18.069834] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:18.071048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:18.071158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:18.071195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:18.115574] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:18.115832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:18.115891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:18.115924] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:18.120332] [DEBUG] [FORECASTER] HYTR: Forecast T+1@11:T+2@11: DOWN (p=8.91%) [2025-09-26T23:06:18.120715] [INFO ] [FORECASTER] Completed predict_future for HYTR [2025-09-26T23:06:18.120905] [INFO ] [sig ] HYTR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:18.295494] [INFO ] [LOCAL ] Saved forecast: HYTR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HYTR.txt [2025-09-26T23:06:18.295811] [WARN ] [sig ] [871/2043] Failed HYTR after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:18.295903] [INFO ] [sig ] [872/2043] Forecasting HZO... [2025-09-26T23:06:18.295945] [INFO ] [sig ] Generating forecast for: HZO [2025-09-26T23:06:18.295982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'. [2025-09-26T23:06:18.307536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'HZO'. [2025-09-26T23:06:18.307995] [INFO ] [FORECASTER] Starting predict_future for HZO [2025-09-26T23:06:18.337341] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:18.338364] [DEBUG] [LOCAL ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt [2025-09-26T23:06:18.338427] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:18.338466] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:18.338498] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:18.338560] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:18.359205] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:18.359860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:18.359952] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:18.359989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:18.403538] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:18.403747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:18.403803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:18.403838] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:18.407606] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=8.86%) [2025-09-26T23:06:18.407940] [INFO ] [FORECASTER] Completed predict_future for HZO [2025-09-26T23:06:18.408101] [INFO ] [sig ] HZO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:18.560593] [INFO ] [LOCAL ] Saved forecast: HZO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/HZO.txt [2025-09-26T23:06:18.560980] [WARN ] [sig ] [872/2043] Failed HZO after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:18.561069] [INFO ] [sig ] [873/2043] Forecasting IAE... [2025-09-26T23:06:18.561111] [INFO ] [sig ] Generating forecast for: IAE [2025-09-26T23:06:18.561145] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'. [2025-09-26T23:06:18.577886] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IAE'. [2025-09-26T23:06:18.578503] [INFO ] [FORECASTER] Starting predict_future for IAE [2025-09-26T23:06:18.608987] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:18.609918] [DEBUG] [LOCAL ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt [2025-09-26T23:06:18.609976] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:18.610013] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:18.610043] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:18.610102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:18.629500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:18.630628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:18.630748] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:18.630788] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:18.674168] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:18.674355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:18.674400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:18.674430] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:18.678755] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: UP (p=92.12%) [2025-09-26T23:06:18.679153] [INFO ] [FORECASTER] Completed predict_future for IAE [2025-09-26T23:06:18.679387] [INFO ] [sig ] IAE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:18.837371] [INFO ] [LOCAL ] Saved forecast: IAE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IAE.txt [2025-09-26T23:06:18.837673] [WARN ] [sig ] [873/2043] Failed IAE after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:18.837772] [INFO ] [sig ] [874/2043] Forecasting IAG... [2025-09-26T23:06:18.837812] [INFO ] [sig ] Generating forecast for: IAG [2025-09-26T23:06:18.837847] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'. [2025-09-26T23:06:18.849635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IAG'. [2025-09-26T23:06:18.849980] [INFO ] [FORECASTER] Starting predict_future for IAG [2025-09-26T23:06:18.877561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:18.878381] [DEBUG] [LOCAL ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt [2025-09-26T23:06:18.878439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:18.878474] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:18.878502] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:18.878562] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:18.897880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:18.898488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:18.898583] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:18.898624] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:18.943168] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:18.943338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:18.943381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:18.943410] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:18.947318] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=13.01%) [2025-09-26T23:06:18.947613] [INFO ] [FORECASTER] Completed predict_future for IAG [2025-09-26T23:06:18.947803] [INFO ] [sig ] IAG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:19.101862] [INFO ] [LOCAL ] Saved forecast: IAG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IAG.txt [2025-09-26T23:06:19.102120] [WARN ] [sig ] [874/2043] Failed IAG after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:19.102204] [INFO ] [sig ] [875/2043] Forecasting IBM... [2025-09-26T23:06:19.102248] [INFO ] [sig ] Generating forecast for: IBM [2025-09-26T23:06:19.102282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'. [2025-09-26T23:06:19.115214] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBM'. [2025-09-26T23:06:19.115867] [INFO ] [FORECASTER] Starting predict_future for IBM [2025-09-26T23:06:19.144912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:19.145875] [DEBUG] [LOCAL ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt [2025-09-26T23:06:19.145939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:19.145979] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:19.146010] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:19.146072] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:19.165068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:19.165985] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:19.166098] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:19.166135] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:19.216617] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:19.216920] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:19.216975] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:19.217008] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:19.221310] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=12.82%) [2025-09-26T23:06:19.221685] [INFO ] [FORECASTER] Completed predict_future for IBM [2025-09-26T23:06:19.221872] [INFO ] [sig ] IBM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:19.378503] [INFO ] [LOCAL ] Saved forecast: IBM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IBM.txt [2025-09-26T23:06:19.379015] [WARN ] [sig ] [875/2043] Failed IBM after 0.3s | 4.12 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:19.379112] [INFO ] [sig ] [876/2043] Forecasting IBN... [2025-09-26T23:06:19.379155] [INFO ] [sig ] Generating forecast for: IBN [2025-09-26T23:06:19.379194] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'. [2025-09-26T23:06:19.392436] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBN'. [2025-09-26T23:06:19.393001] [INFO ] [FORECASTER] Starting predict_future for IBN [2025-09-26T23:06:19.422694] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:19.423611] [DEBUG] [LOCAL ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt [2025-09-26T23:06:19.423696] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:19.423747] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:19.423779] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:19.423840] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:19.444339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:19.445497] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:19.445626] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:19.445700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:19.498914] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:19.499174] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:19.499342] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:19.499397] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:19.504558] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=75.99%) [2025-09-26T23:06:19.504959] [INFO ] [FORECASTER] Completed predict_future for IBN [2025-09-26T23:06:19.505152] [INFO ] [sig ] IBN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:19.663333] [INFO ] [LOCAL ] Saved forecast: IBN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IBN.txt [2025-09-26T23:06:19.663814] [WARN ] [sig ] [876/2043] Failed IBN after 0.3s | 4.11 sym/s | Total: 3.5m | ETA: 4.7m [2025-09-26T23:06:19.663912] [INFO ] [sig ] [877/2043] Forecasting IBP... [2025-09-26T23:06:19.663955] [INFO ] [sig ] Generating forecast for: IBP [2025-09-26T23:06:19.663996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'. [2025-09-26T23:06:19.676955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBP'. [2025-09-26T23:06:19.677532] [INFO ] [FORECASTER] Starting predict_future for IBP [2025-09-26T23:06:19.705839] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:19.706878] [DEBUG] [LOCAL ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt [2025-09-26T23:06:19.706996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:19.707039] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:19.707070] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:19.707132] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:19.726429] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:19.727414] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:19.727527] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:19.727565] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:19.780632] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:19.780918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:19.780972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:19.781004] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:19.785736] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: UP (p=97.19%) [2025-09-26T23:06:19.786082] [INFO ] [FORECASTER] Completed predict_future for IBP [2025-09-26T23:06:19.786276] [INFO ] [sig ] IBP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:19.946457] [INFO ] [LOCAL ] Saved forecast: IBP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IBP.txt [2025-09-26T23:06:19.947021] [WARN ] [sig ] [877/2043] Failed IBP after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:19.947120] [INFO ] [sig ] [878/2043] Forecasting IBTA... [2025-09-26T23:06:19.947163] [INFO ] [sig ] Generating forecast for: IBTA [2025-09-26T23:06:19.947201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IBTA' from 'https://tdm.silogroup.org/data/derivative_storage/IBTA.csv'. [2025-09-26T23:06:19.960386] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IBTA'. [2025-09-26T23:06:19.960997] [INFO ] [FORECASTER] Starting predict_future for IBTA [2025-09-26T23:06:19.992960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:19.994033] [DEBUG] [LOCAL ] No optimal features file found for IBTA: ./output/feature-sets/IBTA.txt [2025-09-26T23:06:19.994100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:19.994138] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:19.994190] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:19.994253] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:20.013155] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:20.014451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:20.014567] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:20.014604] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:20.062946] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:20.063201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:20.063248] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:20.063278] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:20.067478] [DEBUG] [FORECASTER] IBTA: Forecast T+1@11:T+2@11: DOWN (p=29.90%) [2025-09-26T23:06:20.067868] [INFO ] [FORECASTER] Completed predict_future for IBTA [2025-09-26T23:06:20.068044] [INFO ] [sig ] IBTA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:20.229099] [INFO ] [LOCAL ] Saved forecast: IBTA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IBTA.txt [2025-09-26T23:06:20.229628] [WARN ] [sig ] [878/2043] Failed IBTA after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:20.229759] [INFO ] [sig ] [879/2043] Forecasting ICE... [2025-09-26T23:06:20.229804] [INFO ] [sig ] Generating forecast for: ICE [2025-09-26T23:06:20.229856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'. [2025-09-26T23:06:20.242469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ICE'. [2025-09-26T23:06:20.243164] [INFO ] [FORECASTER] Starting predict_future for ICE [2025-09-26T23:06:20.273975] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:20.275062] [DEBUG] [LOCAL ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt [2025-09-26T23:06:20.275134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:20.275173] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:20.275206] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:20.275269] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:20.295156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:20.296438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:20.296592] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:20.296630] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:20.347008] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:20.347273] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:20.347323] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:20.347354] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:20.352536] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=7.54%) [2025-09-26T23:06:20.353091] [INFO ] [FORECASTER] Completed predict_future for ICE [2025-09-26T23:06:20.353280] [INFO ] [sig ] ICE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:20.506888] [INFO ] [LOCAL ] Saved forecast: ICE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ICE.txt [2025-09-26T23:06:20.507305] [WARN ] [sig ] [879/2043] Failed ICE after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:20.507399] [INFO ] [sig ] [880/2043] Forecasting ICL... [2025-09-26T23:06:20.507440] [INFO ] [sig ] Generating forecast for: ICL [2025-09-26T23:06:20.507477] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'. [2025-09-26T23:06:20.519604] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ICL'. [2025-09-26T23:06:20.520007] [INFO ] [FORECASTER] Starting predict_future for ICL [2025-09-26T23:06:20.546510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:20.547399] [DEBUG] [LOCAL ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt [2025-09-26T23:06:20.547460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:20.547496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:20.547525] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:20.547585] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:20.565492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:20.566161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:20.566256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:20.566291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:20.609323] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:20.609519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:20.609564] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:20.610063] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:20.614966] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=52.07%) [2025-09-26T23:06:20.615275] [INFO ] [FORECASTER] Completed predict_future for ICL [2025-09-26T23:06:20.615450] [INFO ] [sig ] ICL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:20.775176] [INFO ] [LOCAL ] Saved forecast: ICL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ICL.txt [2025-09-26T23:06:20.775555] [WARN ] [sig ] [880/2043] Failed ICL after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:20.775676] [INFO ] [sig ] [881/2043] Forecasting IDA... [2025-09-26T23:06:20.775743] [INFO ] [sig ] Generating forecast for: IDA [2025-09-26T23:06:20.775845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'. [2025-09-26T23:06:20.788588] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IDA'. [2025-09-26T23:06:20.789229] [INFO ] [FORECASTER] Starting predict_future for IDA [2025-09-26T23:06:20.817051] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:20.817986] [DEBUG] [LOCAL ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt [2025-09-26T23:06:20.818044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:20.818081] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:20.818111] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:20.818176] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:20.836354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:20.837132] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:20.837230] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:20.837264] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:20.887705] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:20.887991] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:20.888061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:20.888125] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:20.892716] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=21.56%) [2025-09-26T23:06:20.893049] [INFO ] [FORECASTER] Completed predict_future for IDA [2025-09-26T23:06:20.893223] [INFO ] [sig ] IDA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:21.042227] [INFO ] [LOCAL ] Saved forecast: IDA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IDA.txt [2025-09-26T23:06:21.042552] [WARN ] [sig ] [881/2043] Failed IDA after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:21.042638] [INFO ] [sig ] [882/2043] Forecasting IDE... [2025-09-26T23:06:21.042718] [INFO ] [sig ] Generating forecast for: IDE [2025-09-26T23:06:21.042757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'. [2025-09-26T23:06:21.054193] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IDE'. [2025-09-26T23:06:21.054562] [INFO ] [FORECASTER] Starting predict_future for IDE [2025-09-26T23:06:21.081560] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:21.082353] [DEBUG] [LOCAL ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt [2025-09-26T23:06:21.082412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:21.082448] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:21.082478] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:21.082538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:21.100826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:21.101860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:21.101965] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:21.102003] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:21.144054] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:21.144219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:21.144261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:21.144294] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:21.148872] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: DOWN (p=12.51%) [2025-09-26T23:06:21.149231] [INFO ] [FORECASTER] Completed predict_future for IDE [2025-09-26T23:06:21.149412] [INFO ] [sig ] IDE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:21.301944] [INFO ] [LOCAL ] Saved forecast: IDE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IDE.txt [2025-09-26T23:06:21.302601] [WARN ] [sig ] [882/2043] Failed IDE after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:21.302722] [INFO ] [sig ] [883/2043] Forecasting IDT... [2025-09-26T23:06:21.302763] [INFO ] [sig ] Generating forecast for: IDT [2025-09-26T23:06:21.302801] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IDT' from 'https://tdm.silogroup.org/data/derivative_storage/IDT.csv'. [2025-09-26T23:06:21.314510] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IDT'. [2025-09-26T23:06:21.314999] [INFO ] [FORECASTER] Starting predict_future for IDT [2025-09-26T23:06:21.342883] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:21.343837] [DEBUG] [LOCAL ] No optimal features file found for IDT: ./output/feature-sets/IDT.txt [2025-09-26T23:06:21.343902] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:21.343940] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:21.343970] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:21.344032] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:21.362769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:21.363471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:21.363569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:21.363605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:21.410037] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:21.410298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:21.410385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:21.410418] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:21.414730] [DEBUG] [FORECASTER] IDT: Forecast T+1@11:T+2@11: UP (p=95.32%) [2025-09-26T23:06:21.415115] [INFO ] [FORECASTER] Completed predict_future for IDT [2025-09-26T23:06:21.415295] [INFO ] [sig ] IDT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:21.567756] [INFO ] [LOCAL ] Saved forecast: IDT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IDT.txt [2025-09-26T23:06:21.568168] [WARN ] [sig ] [883/2043] Failed IDT after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:21.568258] [INFO ] [sig ] [884/2043] Forecasting IEX... [2025-09-26T23:06:21.568299] [INFO ] [sig ] Generating forecast for: IEX [2025-09-26T23:06:21.568335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'. [2025-09-26T23:06:21.581103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IEX'. [2025-09-26T23:06:21.581639] [INFO ] [FORECASTER] Starting predict_future for IEX [2025-09-26T23:06:21.608494] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:21.609408] [DEBUG] [LOCAL ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt [2025-09-26T23:06:21.609466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:21.609502] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:21.609530] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:21.609590] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:21.627258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:21.628202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:21.628305] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:21.628339] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:21.677362] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:21.677634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:21.677729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:21.677768] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:21.682021] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=60.97%) [2025-09-26T23:06:21.682353] [INFO ] [FORECASTER] Completed predict_future for IEX [2025-09-26T23:06:21.682527] [INFO ] [sig ] IEX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:21.827781] [INFO ] [LOCAL ] Saved forecast: IEX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IEX.txt [2025-09-26T23:06:21.828056] [WARN ] [sig ] [884/2043] Failed IEX after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:21.828144] [INFO ] [sig ] [885/2043] Forecasting IFF... [2025-09-26T23:06:21.828194] [INFO ] [sig ] Generating forecast for: IFF [2025-09-26T23:06:21.828238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'. [2025-09-26T23:06:21.840567] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IFF'. [2025-09-26T23:06:21.840927] [INFO ] [FORECASTER] Starting predict_future for IFF [2025-09-26T23:06:21.868428] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:21.869286] [DEBUG] [LOCAL ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt [2025-09-26T23:06:21.869350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:21.869387] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:21.869417] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:21.869499] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:21.887769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:21.888392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:21.888485] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:21.888521] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:21.932761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:21.932879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:21.932916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:21.932946] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:21.936365] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=74.06%) [2025-09-26T23:06:21.936683] [INFO ] [FORECASTER] Completed predict_future for IFF [2025-09-26T23:06:21.937023] [INFO ] [sig ] IFF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:22.087022] [INFO ] [LOCAL ] Saved forecast: IFF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IFF.txt [2025-09-26T23:06:22.087379] [WARN ] [sig ] [885/2043] Failed IFF after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:22.087466] [INFO ] [sig ] [886/2043] Forecasting IFN... [2025-09-26T23:06:22.087507] [INFO ] [sig ] Generating forecast for: IFN [2025-09-26T23:06:22.087544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'. [2025-09-26T23:06:22.100225] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IFN'. [2025-09-26T23:06:22.100543] [INFO ] [FORECASTER] Starting predict_future for IFN [2025-09-26T23:06:22.127231] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:22.128000] [DEBUG] [LOCAL ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt [2025-09-26T23:06:22.128057] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:22.128092] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:22.128121] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:22.128180] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:22.146229] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:22.146908] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:22.147006] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:22.147042] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:22.190857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:22.190964] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:22.191001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:22.191031] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:22.194381] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: UP (p=83.70%) [2025-09-26T23:06:22.194687] [INFO ] [FORECASTER] Completed predict_future for IFN [2025-09-26T23:06:22.194885] [INFO ] [sig ] IFN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:22.352545] [INFO ] [LOCAL ] Saved forecast: IFN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IFN.txt [2025-09-26T23:06:22.353301] [WARN ] [sig ] [886/2043] Failed IFN after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:22.353402] [INFO ] [sig ] [887/2043] Forecasting IFS... [2025-09-26T23:06:22.353447] [INFO ] [sig ] Generating forecast for: IFS [2025-09-26T23:06:22.353509] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'. [2025-09-26T23:06:22.367235] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IFS'. [2025-09-26T23:06:22.367749] [INFO ] [FORECASTER] Starting predict_future for IFS [2025-09-26T23:06:22.398467] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:22.399898] [DEBUG] [LOCAL ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt [2025-09-26T23:06:22.400221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:22.400268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:22.400305] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:22.400426] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:22.420570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:22.421589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:22.421724] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:22.421834] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:22.467603] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:22.467898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:22.467955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:22.467987] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:22.472339] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=1.94%) [2025-09-26T23:06:22.472721] [INFO ] [FORECASTER] Completed predict_future for IFS [2025-09-26T23:06:22.472916] [INFO ] [sig ] IFS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:22.639152] [INFO ] [LOCAL ] Saved forecast: IFS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IFS.txt [2025-09-26T23:06:22.639602] [WARN ] [sig ] [887/2043] Failed IFS after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:22.639713] [INFO ] [sig ] [888/2043] Forecasting IGA... [2025-09-26T23:06:22.639756] [INFO ] [sig ] Generating forecast for: IGA [2025-09-26T23:06:22.639794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'. [2025-09-26T23:06:22.653404] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGA'. [2025-09-26T23:06:22.653892] [INFO ] [FORECASTER] Starting predict_future for IGA [2025-09-26T23:06:22.683439] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:22.684387] [DEBUG] [LOCAL ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt [2025-09-26T23:06:22.684447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:22.684485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:22.684515] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:22.684576] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:22.703473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:22.704305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:22.704407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:22.704444] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:22.742229] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:22.742424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:22.742473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:22.742504] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:22.746779] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=16.26%) [2025-09-26T23:06:22.747103] [INFO ] [FORECASTER] Completed predict_future for IGA [2025-09-26T23:06:22.747307] [INFO ] [sig ] IGA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:22.899300] [INFO ] [LOCAL ] Saved forecast: IGA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IGA.txt [2025-09-26T23:06:22.899635] [WARN ] [sig ] [888/2043] Failed IGA after 0.3s | 4.11 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:22.899757] [INFO ] [sig ] [889/2043] Forecasting IGD... [2025-09-26T23:06:22.899801] [INFO ] [sig ] Generating forecast for: IGD [2025-09-26T23:06:22.899836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'. [2025-09-26T23:06:22.912498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGD'. [2025-09-26T23:06:22.913204] [INFO ] [FORECASTER] Starting predict_future for IGD [2025-09-26T23:06:22.943387] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:22.944348] [DEBUG] [LOCAL ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt [2025-09-26T23:06:22.944408] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:22.944446] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:22.944475] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:22.944537] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:22.962797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:22.963917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:22.964022] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:22.964058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:23.009897] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:23.010166] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:23.010217] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:23.010249] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:23.014880] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=83.50%) [2025-09-26T23:06:23.015279] [INFO ] [FORECASTER] Completed predict_future for IGD [2025-09-26T23:06:23.015467] [INFO ] [sig ] IGD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:23.324083] [INFO ] [LOCAL ] Saved forecast: IGD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IGD.txt [2025-09-26T23:06:23.324369] [WARN ] [sig ] [889/2043] Failed IGD after 0.4s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:23.324467] [INFO ] [sig ] [890/2043] Forecasting IGI... [2025-09-26T23:06:23.324508] [INFO ] [sig ] Generating forecast for: IGI [2025-09-26T23:06:23.324542] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'. [2025-09-26T23:06:23.336076] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGI'. [2025-09-26T23:06:23.336436] [INFO ] [FORECASTER] Starting predict_future for IGI [2025-09-26T23:06:23.363660] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:23.364453] [DEBUG] [LOCAL ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt [2025-09-26T23:06:23.364513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:23.364549] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:23.364581] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:23.364665] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:23.383766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:23.384376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:23.384471] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:23.384508] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:23.430682] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:23.430818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:23.430858] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:23.430928] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:23.434483] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=60.67%) [2025-09-26T23:06:23.434823] [INFO ] [FORECASTER] Completed predict_future for IGI [2025-09-26T23:06:23.434994] [INFO ] [sig ] IGI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:23.584768] [INFO ] [LOCAL ] Saved forecast: IGI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IGI.txt [2025-09-26T23:06:23.585017] [WARN ] [sig ] [890/2043] Failed IGI after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:23.585099] [INFO ] [sig ] [891/2043] Forecasting IGR... [2025-09-26T23:06:23.585159] [INFO ] [sig ] Generating forecast for: IGR [2025-09-26T23:06:23.585195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IGR' from 'https://tdm.silogroup.org/data/derivative_storage/IGR.csv'. [2025-09-26T23:06:23.596470] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IGR'. [2025-09-26T23:06:23.596818] [INFO ] [FORECASTER] Starting predict_future for IGR [2025-09-26T23:06:23.623492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:23.624316] [DEBUG] [LOCAL ] No optimal features file found for IGR: ./output/feature-sets/IGR.txt [2025-09-26T23:06:23.624374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:23.624411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:23.624442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:23.624505] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:23.642907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:23.643505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:23.643597] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:23.643634] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:23.692570] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:23.692724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:23.692774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:23.692807] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:23.696271] [DEBUG] [FORECASTER] IGR: Forecast T+1@11:T+2@11: DOWN (p=23.21%) [2025-09-26T23:06:23.696576] [INFO ] [FORECASTER] Completed predict_future for IGR [2025-09-26T23:06:23.696761] [INFO ] [sig ] IGR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:23.844081] [INFO ] [LOCAL ] Saved forecast: IGR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IGR.txt [2025-09-26T23:06:23.844361] [WARN ] [sig ] [891/2043] Failed IGR after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:23.844444] [INFO ] [sig ] [892/2043] Forecasting IH... [2025-09-26T23:06:23.844485] [INFO ] [sig ] Generating forecast for: IH [2025-09-26T23:06:23.844520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IH' from 'https://tdm.silogroup.org/data/derivative_storage/IH.csv'. [2025-09-26T23:06:23.856832] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IH'. [2025-09-26T23:06:23.857345] [INFO ] [FORECASTER] Starting predict_future for IH [2025-09-26T23:06:23.884565] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:23.885420] [DEBUG] [LOCAL ] No optimal features file found for IH: ./output/feature-sets/IH.txt [2025-09-26T23:06:23.885485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:23.885522] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:23.885551] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:23.885613] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:23.903611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:23.904380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:23.904479] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:23.904513] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:23.950835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:23.950979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:23.951021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:23.951052] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:23.954611] [DEBUG] [FORECASTER] IH: Forecast T+1@11:T+2@11: DOWN (p=1.35%) [2025-09-26T23:06:23.954947] [INFO ] [FORECASTER] Completed predict_future for IH [2025-09-26T23:06:23.955115] [INFO ] [sig ] IH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:24.108502] [INFO ] [LOCAL ] Saved forecast: IH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IH.txt [2025-09-26T23:06:24.108923] [WARN ] [sig ] [892/2043] Failed IH after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:24.109017] [INFO ] [sig ] [893/2043] Forecasting IHD... [2025-09-26T23:06:24.109059] [INFO ] [sig ] Generating forecast for: IHD [2025-09-26T23:06:24.109096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'. [2025-09-26T23:06:24.121764] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IHD'. [2025-09-26T23:06:24.122158] [INFO ] [FORECASTER] Starting predict_future for IHD [2025-09-26T23:06:24.150576] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:24.151445] [DEBUG] [LOCAL ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt [2025-09-26T23:06:24.151508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:24.151547] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:24.151576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:24.151638] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:24.169536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:24.170297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:24.170393] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:24.170428] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:24.219737] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:24.219885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:24.219925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:24.219954] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:24.223596] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-09-26T23:06:24.223929] [INFO ] [FORECASTER] Completed predict_future for IHD [2025-09-26T23:06:24.224100] [INFO ] [sig ] IHD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:24.368579] [INFO ] [LOCAL ] Saved forecast: IHD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IHD.txt [2025-09-26T23:06:24.369328] [WARN ] [sig ] [893/2043] Failed IHD after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:24.369422] [INFO ] [sig ] [894/2043] Forecasting IHG... [2025-09-26T23:06:24.369463] [INFO ] [sig ] Generating forecast for: IHG [2025-09-26T23:06:24.369499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'. [2025-09-26T23:06:24.383832] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IHG'. [2025-09-26T23:06:24.384500] [INFO ] [FORECASTER] Starting predict_future for IHG [2025-09-26T23:06:24.416682] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:24.417670] [DEBUG] [LOCAL ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt [2025-09-26T23:06:24.417754] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:24.417812] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:24.417927] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:24.417999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:24.437938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:24.439103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:24.439231] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:24.439280] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:24.483525] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:24.483784] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:24.483845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:24.483878] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:24.488353] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: UP (p=70.86%) [2025-09-26T23:06:24.488886] [INFO ] [FORECASTER] Completed predict_future for IHG [2025-09-26T23:06:24.489083] [INFO ] [sig ] IHG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:24.652190] [INFO ] [LOCAL ] Saved forecast: IHG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IHG.txt [2025-09-26T23:06:24.652443] [WARN ] [sig ] [894/2043] Failed IHG after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:24.652523] [INFO ] [sig ] [895/2043] Forecasting IHS... [2025-09-26T23:06:24.652564] [INFO ] [sig ] Generating forecast for: IHS [2025-09-26T23:06:24.652598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'. [2025-09-26T23:06:24.664358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IHS'. [2025-09-26T23:06:24.664893] [INFO ] [FORECASTER] Starting predict_future for IHS [2025-09-26T23:06:24.692797] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:24.693769] [DEBUG] [LOCAL ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt [2025-09-26T23:06:24.693831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:24.693868] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:24.693897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:24.693958] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:24.712482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:24.713484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:24.713591] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:24.713629] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:24.760159] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:24.760437] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:24.760487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:24.760520] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:24.764971] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=98.67%) [2025-09-26T23:06:24.765362] [INFO ] [FORECASTER] Completed predict_future for IHS [2025-09-26T23:06:24.765550] [INFO ] [sig ] IHS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:24.921208] [INFO ] [LOCAL ] Saved forecast: IHS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IHS.txt [2025-09-26T23:06:24.922011] [WARN ] [sig ] [895/2043] Failed IHS after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:24.922125] [INFO ] [sig ] [896/2043] Forecasting IIF... [2025-09-26T23:06:24.922170] [INFO ] [sig ] Generating forecast for: IIF [2025-09-26T23:06:24.922208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'. [2025-09-26T23:06:24.934514] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIF'. [2025-09-26T23:06:24.935028] [INFO ] [FORECASTER] Starting predict_future for IIF [2025-09-26T23:06:24.962573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:24.963440] [DEBUG] [LOCAL ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt [2025-09-26T23:06:24.963499] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:24.963535] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:24.963566] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:24.963625] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:24.986148] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:24.987842] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:24.987961] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:24.988017] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:25.033230] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:25.033434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:25.033483] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:25.033513] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:25.037776] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=36.23%) [2025-09-26T23:06:25.038150] [INFO ] [FORECASTER] Completed predict_future for IIF [2025-09-26T23:06:25.038354] [INFO ] [sig ] IIF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:25.190756] [INFO ] [LOCAL ] Saved forecast: IIF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IIF.txt [2025-09-26T23:06:25.191073] [WARN ] [sig ] [896/2043] Failed IIF after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:25.191163] [INFO ] [sig ] [897/2043] Forecasting IIM... [2025-09-26T23:06:25.191229] [INFO ] [sig ] Generating forecast for: IIM [2025-09-26T23:06:25.191289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'. [2025-09-26T23:06:25.203471] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIM'. [2025-09-26T23:06:25.203964] [INFO ] [FORECASTER] Starting predict_future for IIM [2025-09-26T23:06:25.232196] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:25.233064] [DEBUG] [LOCAL ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt [2025-09-26T23:06:25.233125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:25.233163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:25.233193] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:25.233253] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:25.252029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:25.252742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:25.252834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:25.252870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:25.288046] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:25.288181] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:25.288224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:25.288254] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:25.291853] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: UP (p=93.56%) [2025-09-26T23:06:25.292180] [INFO ] [FORECASTER] Completed predict_future for IIM [2025-09-26T23:06:25.292329] [INFO ] [sig ] IIM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:25.441582] [INFO ] [LOCAL ] Saved forecast: IIM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IIM.txt [2025-09-26T23:06:25.441890] [WARN ] [sig ] [897/2043] Failed IIM after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:25.441979] [INFO ] [sig ] [898/2043] Forecasting IIPR... [2025-09-26T23:06:25.442020] [INFO ] [sig ] Generating forecast for: IIPR [2025-09-26T23:06:25.442056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IIPR' from 'https://tdm.silogroup.org/data/derivative_storage/IIPR.csv'. [2025-09-26T23:06:25.453132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IIPR'. [2025-09-26T23:06:25.453574] [INFO ] [FORECASTER] Starting predict_future for IIPR [2025-09-26T23:06:25.482730] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:25.483698] [DEBUG] [LOCAL ] No optimal features file found for IIPR: ./output/feature-sets/IIPR.txt [2025-09-26T23:06:25.483764] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:25.483804] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:25.483877] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:25.483981] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:25.503243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:25.504175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:25.504271] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:25.504308] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:25.545491] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:25.545699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:25.545760] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:25.545793] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:25.549588] [DEBUG] [FORECASTER] IIPR: Forecast T+1@11:T+2@11: UP (p=83.40%) [2025-09-26T23:06:25.549914] [INFO ] [FORECASTER] Completed predict_future for IIPR [2025-09-26T23:06:25.550064] [INFO ] [sig ] IIPR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:25.702362] [INFO ] [LOCAL ] Saved forecast: IIPR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IIPR.txt [2025-09-26T23:06:25.702677] [WARN ] [sig ] [898/2043] Failed IIPR after 0.3s | 4.10 sym/s | Total: 3.6m | ETA: 4.7m [2025-09-26T23:06:25.702764] [INFO ] [sig ] [899/2043] Forecasting IMAX... [2025-09-26T23:06:25.702804] [INFO ] [sig ] Generating forecast for: IMAX [2025-09-26T23:06:25.702838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'. [2025-09-26T23:06:25.713126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IMAX'. [2025-09-26T23:06:25.713471] [INFO ] [FORECASTER] Starting predict_future for IMAX [2025-09-26T23:06:25.740131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:25.740969] [DEBUG] [LOCAL ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt [2025-09-26T23:06:25.741028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:25.741065] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:25.741094] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:25.741152] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:25.759938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:25.760675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:25.760771] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:25.760808] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:25.800315] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:25.800501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:25.800547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:25.800577] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:25.804325] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=80.82%) [2025-09-26T23:06:25.804671] [INFO ] [FORECASTER] Completed predict_future for IMAX [2025-09-26T23:06:25.804842] [INFO ] [sig ] IMAX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:25.962492] [INFO ] [LOCAL ] Saved forecast: IMAX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IMAX.txt [2025-09-26T23:06:25.962995] [WARN ] [sig ] [899/2043] Failed IMAX after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:25.963083] [INFO ] [sig ] [900/2043] Forecasting INFA... [2025-09-26T23:06:25.963128] [INFO ] [sig ] Generating forecast for: INFA [2025-09-26T23:06:25.963162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFA' from 'https://tdm.silogroup.org/data/derivative_storage/INFA.csv'. [2025-09-26T23:06:25.979775] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INFA'. [2025-09-26T23:06:25.980404] [INFO ] [FORECASTER] Starting predict_future for INFA [2025-09-26T23:06:26.013774] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:26.014662] [DEBUG] [LOCAL ] No optimal features file found for INFA: ./output/feature-sets/INFA.txt [2025-09-26T23:06:26.014725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:26.014763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:26.014793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:26.014854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:26.033596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:26.034343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:26.034434] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:26.034469] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:26.072387] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:26.072534] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:26.072574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:26.072603] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:26.076241] [DEBUG] [FORECASTER] INFA: Forecast T+1@11:T+2@11: UP (p=94.32%) [2025-09-26T23:06:26.076588] [INFO ] [FORECASTER] Completed predict_future for INFA [2025-09-26T23:06:26.076773] [INFO ] [sig ] INFA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:26.227603] [INFO ] [LOCAL ] Saved forecast: INFA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/INFA.txt [2025-09-26T23:06:26.227913] [WARN ] [sig ] [900/2043] Failed INFA after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:26.227997] [INFO ] [sig ] [901/2043] Forecasting INFY... [2025-09-26T23:06:26.228038] [INFO ] [sig ] Generating forecast for: INFY [2025-09-26T23:06:26.228075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'. [2025-09-26T23:06:26.238930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INFY'. [2025-09-26T23:06:26.239340] [INFO ] [FORECASTER] Starting predict_future for INFY [2025-09-26T23:06:26.265840] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:26.266867] [DEBUG] [LOCAL ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt [2025-09-26T23:06:26.266926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:26.266961] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:26.266990] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:26.267049] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:26.285032] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:26.285681] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:26.285770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:26.285806] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:26.319773] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:26.319908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:26.319948] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:26.319978] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:26.323390] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: DOWN (p=1.07%) [2025-09-26T23:06:26.323701] [INFO ] [FORECASTER] Completed predict_future for INFY [2025-09-26T23:06:26.323850] [INFO ] [sig ] INFY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:26.473624] [INFO ] [LOCAL ] Saved forecast: INFY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/INFY.txt [2025-09-26T23:06:26.473958] [WARN ] [sig ] [901/2043] Failed INFY after 0.2s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:26.474047] [INFO ] [sig ] [902/2043] Forecasting ING... [2025-09-26T23:06:26.474089] [INFO ] [sig ] Generating forecast for: ING [2025-09-26T23:06:26.474125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'. [2025-09-26T23:06:26.485189] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ING'. [2025-09-26T23:06:26.485617] [INFO ] [FORECASTER] Starting predict_future for ING [2025-09-26T23:06:26.514455] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:26.515400] [DEBUG] [LOCAL ] No optimal features file found for ING: ./output/feature-sets/ING.txt [2025-09-26T23:06:26.515461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:26.515500] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:26.515577] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:26.515678] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:26.534544] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:26.535365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:26.535461] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:26.535498] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:26.575376] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:26.575565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:26.575612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:26.575670] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:26.579921] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-09-26T23:06:26.580275] [INFO ] [FORECASTER] Completed predict_future for ING [2025-09-26T23:06:26.580444] [INFO ] [sig ] ING: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:26.740466] [INFO ] [LOCAL ] Saved forecast: ING 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ING.txt [2025-09-26T23:06:26.740773] [WARN ] [sig ] [902/2043] Failed ING after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:26.740861] [INFO ] [sig ] [903/2043] Forecasting INGM... [2025-09-26T23:06:26.740910] [INFO ] [sig ] Generating forecast for: INGM [2025-09-26T23:06:26.740945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGM' from 'https://tdm.silogroup.org/data/derivative_storage/INGM.csv'. [2025-09-26T23:06:26.752108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INGM'. [2025-09-26T23:06:26.752507] [INFO ] [FORECASTER] Starting predict_future for INGM [2025-09-26T23:06:26.781151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:26.782025] [DEBUG] [LOCAL ] No optimal features file found for INGM: ./output/feature-sets/INGM.txt [2025-09-26T23:06:26.782086] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:26.782123] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:26.782151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:26.782210] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:26.800682] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:26.801248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:26.801334] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:26.801368] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:26.846091] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:26.846192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:26.846232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:26.846264] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:26.850249] [DEBUG] [FORECASTER] INGM: Forecast T+1@11:T+2@11: DOWN (p=26.91%) [2025-09-26T23:06:26.850568] [INFO ] [FORECASTER] Completed predict_future for INGM [2025-09-26T23:06:26.850762] [INFO ] [sig ] INGM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:27.006967] [INFO ] [LOCAL ] Saved forecast: INGM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/INGM.txt [2025-09-26T23:06:27.007240] [WARN ] [sig ] [903/2043] Failed INGM after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:27.007320] [INFO ] [sig ] [904/2043] Forecasting INGR... [2025-09-26T23:06:27.007364] [INFO ] [sig ] Generating forecast for: INGR [2025-09-26T23:06:27.007399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INGR' from 'https://tdm.silogroup.org/data/derivative_storage/INGR.csv'. [2025-09-26T23:06:27.018231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INGR'. [2025-09-26T23:06:27.018562] [INFO ] [FORECASTER] Starting predict_future for INGR [2025-09-26T23:06:27.045742] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:27.046529] [DEBUG] [LOCAL ] No optimal features file found for INGR: ./output/feature-sets/INGR.txt [2025-09-26T23:06:27.046587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:27.046622] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:27.046680] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:27.046758] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:27.065486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:27.066094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:27.066186] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:27.066224] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:27.111462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:27.111637] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:27.112057] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:27.112094] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:27.116627] [DEBUG] [FORECASTER] INGR: Forecast T+1@11:T+2@11: UP (p=57.90%) [2025-09-26T23:06:27.116959] [INFO ] [FORECASTER] Completed predict_future for INGR [2025-09-26T23:06:27.117137] [INFO ] [sig ] INGR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:27.276371] [INFO ] [LOCAL ] Saved forecast: INGR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/INGR.txt [2025-09-26T23:06:27.276603] [WARN ] [sig ] [904/2043] Failed INGR after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:27.276706] [INFO ] [sig ] [905/2043] Forecasting INN... [2025-09-26T23:06:27.276787] [INFO ] [sig ] Generating forecast for: INN [2025-09-26T23:06:27.276839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'. [2025-09-26T23:06:27.288323] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INN'. [2025-09-26T23:06:27.288784] [INFO ] [FORECASTER] Starting predict_future for INN [2025-09-26T23:06:27.318165] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:27.319078] [DEBUG] [LOCAL ] No optimal features file found for INN: ./output/feature-sets/INN.txt [2025-09-26T23:06:27.319138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:27.319176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:27.319207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:27.319265] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:27.338633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:27.339402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:27.339499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:27.339535] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:27.382989] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:27.383185] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:27.383234] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:27.383265] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:27.387321] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=56.27%) [2025-09-26T23:06:27.387673] [INFO ] [FORECASTER] Completed predict_future for INN [2025-09-26T23:06:27.387844] [INFO ] [sig ] INN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:27.539085] [INFO ] [LOCAL ] Saved forecast: INN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/INN.txt [2025-09-26T23:06:27.539416] [WARN ] [sig ] [905/2043] Failed INN after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:27.539499] [INFO ] [sig ] [906/2043] Forecasting INSP... [2025-09-26T23:06:27.539543] [INFO ] [sig ] Generating forecast for: INSP [2025-09-26T23:06:27.539578] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'. [2025-09-26T23:06:27.550932] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INSP'. [2025-09-26T23:06:27.551327] [INFO ] [FORECASTER] Starting predict_future for INSP [2025-09-26T23:06:27.585542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:27.587119] [DEBUG] [LOCAL ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt [2025-09-26T23:06:27.587182] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:27.587219] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:27.587249] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:27.587309] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:27.606543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:27.607369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:27.607473] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:27.607540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:27.650130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:27.650228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:27.650265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:27.650293] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:27.653691] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=79.90%) [2025-09-26T23:06:27.654015] [INFO ] [FORECASTER] Completed predict_future for INSP [2025-09-26T23:06:27.654169] [INFO ] [sig ] INSP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:27.807412] [INFO ] [LOCAL ] Saved forecast: INSP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/INSP.txt [2025-09-26T23:06:27.807716] [WARN ] [sig ] [906/2043] Failed INSP after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:27.807801] [INFO ] [sig ] [907/2043] Forecasting INSW... [2025-09-26T23:06:27.807842] [INFO ] [sig ] Generating forecast for: INSW [2025-09-26T23:06:27.807876] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INSW' from 'https://tdm.silogroup.org/data/derivative_storage/INSW.csv'. [2025-09-26T23:06:27.824635] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INSW'. [2025-09-26T23:06:27.825064] [INFO ] [FORECASTER] Starting predict_future for INSW [2025-09-26T23:06:27.852941] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:27.853966] [DEBUG] [LOCAL ] No optimal features file found for INSW: ./output/feature-sets/INSW.txt [2025-09-26T23:06:27.854054] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:27.854096] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:27.854130] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:27.854195] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:27.873553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:27.874171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:27.874262] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:27.874297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:27.914748] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:27.914936] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:27.914987] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:27.915018] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:27.918765] [DEBUG] [FORECASTER] INSW: Forecast T+1@11:T+2@11: UP (p=80.86%) [2025-09-26T23:06:27.919054] [INFO ] [FORECASTER] Completed predict_future for INSW [2025-09-26T23:06:27.919199] [INFO ] [sig ] INSW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:28.078774] [INFO ] [LOCAL ] Saved forecast: INSW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/INSW.txt [2025-09-26T23:06:28.079067] [WARN ] [sig ] [907/2043] Failed INSW after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:28.079163] [INFO ] [sig ] [908/2043] Forecasting INVH... [2025-09-26T23:06:28.079210] [INFO ] [sig ] Generating forecast for: INVH [2025-09-26T23:06:28.079268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'. [2025-09-26T23:06:28.090804] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INVH'. [2025-09-26T23:06:28.091247] [INFO ] [FORECASTER] Starting predict_future for INVH [2025-09-26T23:06:28.119322] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:28.120318] [DEBUG] [LOCAL ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt [2025-09-26T23:06:28.120380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:28.120418] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:28.120449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:28.120509] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:28.140213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:28.141142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:28.141245] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:28.141282] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:28.180988] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:28.181170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:28.181215] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:28.181248] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:28.185191] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: DOWN (p=29.17%) [2025-09-26T23:06:28.185501] [INFO ] [FORECASTER] Completed predict_future for INVH [2025-09-26T23:06:28.185677] [INFO ] [sig ] INVH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:28.338571] [INFO ] [LOCAL ] Saved forecast: INVH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/INVH.txt [2025-09-26T23:06:28.338894] [WARN ] [sig ] [908/2043] Failed INVH after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:28.338984] [INFO ] [sig ] [909/2043] Forecasting INVX... [2025-09-26T23:06:28.339026] [INFO ] [sig ] Generating forecast for: INVX [2025-09-26T23:06:28.339063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'INVX' from 'https://tdm.silogroup.org/data/derivative_storage/INVX.csv'. [2025-09-26T23:06:28.349478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'INVX'. [2025-09-26T23:06:28.349950] [INFO ] [FORECASTER] Starting predict_future for INVX [2025-09-26T23:06:28.376866] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:28.377728] [DEBUG] [LOCAL ] No optimal features file found for INVX: ./output/feature-sets/INVX.txt [2025-09-26T23:06:28.377789] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:28.377826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:28.377856] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:28.377916] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:28.396580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:28.397483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:28.397587] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:28.397625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:28.438323] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:28.438482] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:28.438526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:28.438557] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:28.442322] [DEBUG] [FORECASTER] INVX: Forecast T+1@11:T+2@11: DOWN (p=17.37%) [2025-09-26T23:06:28.442621] [INFO ] [FORECASTER] Completed predict_future for INVX [2025-09-26T23:06:28.442817] [INFO ] [sig ] INVX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:28.593433] [INFO ] [LOCAL ] Saved forecast: INVX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/INVX.txt [2025-09-26T23:06:28.593737] [WARN ] [sig ] [909/2043] Failed INVX after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:28.593827] [INFO ] [sig ] [910/2043] Forecasting IONQ... [2025-09-26T23:06:28.593879] [INFO ] [sig ] Generating forecast for: IONQ [2025-09-26T23:06:28.593919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IONQ' from 'https://tdm.silogroup.org/data/derivative_storage/IONQ.csv'. [2025-09-26T23:06:28.604549] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IONQ'. [2025-09-26T23:06:28.604993] [INFO ] [FORECASTER] Starting predict_future for IONQ [2025-09-26T23:06:28.632244] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:28.633201] [DEBUG] [LOCAL ] No optimal features file found for IONQ: ./output/feature-sets/IONQ.txt [2025-09-26T23:06:28.633266] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:28.633305] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:28.633337] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:28.633442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:28.652297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:28.653184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:28.653279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:28.653315] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:28.691629] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:28.691793] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:28.691837] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:28.691868] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:28.695406] [DEBUG] [FORECASTER] IONQ: Forecast T+1@11:T+2@11: DOWN (p=3.35%) [2025-09-26T23:06:28.695728] [INFO ] [FORECASTER] Completed predict_future for IONQ [2025-09-26T23:06:28.695877] [INFO ] [sig ] IONQ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:28.850116] [INFO ] [LOCAL ] Saved forecast: IONQ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IONQ.txt [2025-09-26T23:06:28.850404] [WARN ] [sig ] [910/2043] Failed IONQ after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:28.850486] [INFO ] [sig ] [911/2043] Forecasting IOT... [2025-09-26T23:06:28.850529] [INFO ] [sig ] Generating forecast for: IOT [2025-09-26T23:06:28.850563] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IOT' from 'https://tdm.silogroup.org/data/derivative_storage/IOT.csv'. [2025-09-26T23:06:28.861933] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IOT'. [2025-09-26T23:06:28.862296] [INFO ] [FORECASTER] Starting predict_future for IOT [2025-09-26T23:06:28.889487] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:28.890363] [DEBUG] [LOCAL ] No optimal features file found for IOT: ./output/feature-sets/IOT.txt [2025-09-26T23:06:28.890423] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:28.890460] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:28.890491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:28.890606] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:28.909431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:28.910198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:28.910289] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:28.910325] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:28.949180] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:28.949355] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:28.949400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:28.949430] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:28.953174] [DEBUG] [FORECASTER] IOT: Forecast T+1@11:T+2@11: DOWN (p=11.94%) [2025-09-26T23:06:28.953570] [INFO ] [FORECASTER] Completed predict_future for IOT [2025-09-26T23:06:28.953765] [INFO ] [sig ] IOT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:29.124494] [INFO ] [LOCAL ] Saved forecast: IOT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IOT.txt [2025-09-26T23:06:29.124825] [WARN ] [sig ] [911/2043] Failed IOT after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:29.124918] [INFO ] [sig ] [912/2043] Forecasting IP... [2025-09-26T23:06:29.124960] [INFO ] [sig ] Generating forecast for: IP [2025-09-26T23:06:29.124995] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IP' from 'https://tdm.silogroup.org/data/derivative_storage/IP.csv'. [2025-09-26T23:06:29.137159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IP'. [2025-09-26T23:06:29.137634] [INFO ] [FORECASTER] Starting predict_future for IP [2025-09-26T23:06:29.165593] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:29.166678] [DEBUG] [LOCAL ] No optimal features file found for IP: ./output/feature-sets/IP.txt [2025-09-26T23:06:29.166742] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:29.166782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:29.166812] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:29.166872] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:29.186306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:29.187093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:29.187189] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:29.187227] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:29.226272] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:29.226487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:29.226555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:29.226589] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:29.230523] [DEBUG] [FORECASTER] IP: Forecast T+1@11:T+2@11: DOWN (p=34.38%) [2025-09-26T23:06:29.230863] [INFO ] [FORECASTER] Completed predict_future for IP [2025-09-26T23:06:29.231024] [INFO ] [sig ] IP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:29.383747] [INFO ] [LOCAL ] Saved forecast: IP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IP.txt [2025-09-26T23:06:29.384061] [WARN ] [sig ] [912/2043] Failed IP after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:29.384145] [INFO ] [sig ] [913/2043] Forecasting IPG... [2025-09-26T23:06:29.384187] [INFO ] [sig ] Generating forecast for: IPG [2025-09-26T23:06:29.384223] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPG' from 'https://tdm.silogroup.org/data/derivative_storage/IPG.csv'. [2025-09-26T23:06:29.398257] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IPG'. [2025-09-26T23:06:29.398784] [INFO ] [FORECASTER] Starting predict_future for IPG [2025-09-26T23:06:29.427523] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:29.428384] [DEBUG] [LOCAL ] No optimal features file found for IPG: ./output/feature-sets/IPG.txt [2025-09-26T23:06:29.428444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:29.428480] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:29.428509] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:29.428571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:29.448791] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:29.449534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:29.449626] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:29.449715] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:29.491136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:29.491316] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:29.491360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:29.491391] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:29.495292] [DEBUG] [FORECASTER] IPG: Forecast T+1@11:T+2@11: DOWN (p=32.77%) [2025-09-26T23:06:29.495669] [INFO ] [FORECASTER] Completed predict_future for IPG [2025-09-26T23:06:29.495838] [INFO ] [sig ] IPG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:29.687165] [INFO ] [LOCAL ] Saved forecast: IPG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IPG.txt [2025-09-26T23:06:29.687710] [WARN ] [sig ] [913/2043] Failed IPG after 0.3s | 4.10 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:29.687806] [INFO ] [sig ] [914/2043] Forecasting IPI... [2025-09-26T23:06:29.687848] [INFO ] [sig ] Generating forecast for: IPI [2025-09-26T23:06:29.687885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'. [2025-09-26T23:06:29.700397] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IPI'. [2025-09-26T23:06:29.700897] [INFO ] [FORECASTER] Starting predict_future for IPI [2025-09-26T23:06:29.733488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:29.734439] [DEBUG] [LOCAL ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt [2025-09-26T23:06:29.734500] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:29.734538] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:29.734567] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:29.734629] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:29.754811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:29.755605] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:29.755732] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:29.755779] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:29.802285] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:29.802545] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:29.802596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:29.802626] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:29.807349] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: DOWN (p=7.05%) [2025-09-26T23:06:29.807905] [INFO ] [FORECASTER] Completed predict_future for IPI [2025-09-26T23:06:29.808634] [INFO ] [sig ] IPI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:29.974478] [INFO ] [LOCAL ] Saved forecast: IPI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IPI.txt [2025-09-26T23:06:29.974856] [WARN ] [sig ] [914/2043] Failed IPI after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:29.974956] [INFO ] [sig ] [915/2043] Forecasting IQI... [2025-09-26T23:06:29.974996] [INFO ] [sig ] Generating forecast for: IQI [2025-09-26T23:06:29.975033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'. [2025-09-26T23:06:29.986740] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IQI'. [2025-09-26T23:06:29.987123] [INFO ] [FORECASTER] Starting predict_future for IQI [2025-09-26T23:06:30.014903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:30.015871] [DEBUG] [LOCAL ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt [2025-09-26T23:06:30.015959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:30.015998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:30.016027] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:30.016088] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:30.034387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:30.035343] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:30.035452] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:30.035490] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:30.081595] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:30.081818] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:30.081872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:30.081905] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:30.085776] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=82.89%) [2025-09-26T23:06:30.086089] [INFO ] [FORECASTER] Completed predict_future for IQI [2025-09-26T23:06:30.086254] [INFO ] [sig ] IQI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:30.235666] [INFO ] [LOCAL ] Saved forecast: IQI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IQI.txt [2025-09-26T23:06:30.236030] [WARN ] [sig ] [915/2043] Failed IQI after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:30.236113] [INFO ] [sig ] [916/2043] Forecasting IQV... [2025-09-26T23:06:30.236156] [INFO ] [sig ] Generating forecast for: IQV [2025-09-26T23:06:30.236191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IQV' from 'https://tdm.silogroup.org/data/derivative_storage/IQV.csv'. [2025-09-26T23:06:30.248398] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IQV'. [2025-09-26T23:06:30.248782] [INFO ] [FORECASTER] Starting predict_future for IQV [2025-09-26T23:06:30.277868] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:30.279180] [DEBUG] [LOCAL ] No optimal features file found for IQV: ./output/feature-sets/IQV.txt [2025-09-26T23:06:30.279240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:30.279277] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:30.279307] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:30.279366] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:30.298815] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:30.299832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:30.299940] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:30.299975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:30.348702] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:30.348962] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:30.349014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:30.349046] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:30.353240] [DEBUG] [FORECASTER] IQV: Forecast T+1@11:T+2@11: UP (p=98.36%) [2025-09-26T23:06:30.353566] [INFO ] [FORECASTER] Completed predict_future for IQV [2025-09-26T23:06:30.353769] [INFO ] [sig ] IQV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:30.499949] [INFO ] [LOCAL ] Saved forecast: IQV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IQV.txt [2025-09-26T23:06:30.500257] [WARN ] [sig ] [916/2043] Failed IQV after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:30.500341] [INFO ] [sig ] [917/2043] Forecasting IR... [2025-09-26T23:06:30.500462] [INFO ] [sig ] Generating forecast for: IR [2025-09-26T23:06:30.500518] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IR' from 'https://tdm.silogroup.org/data/derivative_storage/IR.csv'. [2025-09-26T23:06:30.513049] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IR'. [2025-09-26T23:06:30.513613] [INFO ] [FORECASTER] Starting predict_future for IR [2025-09-26T23:06:30.541999] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:30.542928] [DEBUG] [LOCAL ] No optimal features file found for IR: ./output/feature-sets/IR.txt [2025-09-26T23:06:30.542988] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:30.543026] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:30.543056] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:30.543117] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:30.562727] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:30.563832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:30.563948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:30.563985] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:30.613729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:30.613983] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:30.614035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:30.614067] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:30.618580] [DEBUG] [FORECASTER] IR: Forecast T+1@11:T+2@11: DOWN (p=33.12%) [2025-09-26T23:06:30.618940] [INFO ] [FORECASTER] Completed predict_future for IR [2025-09-26T23:06:30.619208] [INFO ] [sig ] IR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:30.772605] [INFO ] [LOCAL ] Saved forecast: IR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IR.txt [2025-09-26T23:06:30.773036] [WARN ] [sig ] [917/2043] Failed IR after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:30.773122] [INFO ] [sig ] [918/2043] Forecasting IRM... [2025-09-26T23:06:30.773175] [INFO ] [sig ] Generating forecast for: IRM [2025-09-26T23:06:30.773215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'. [2025-09-26T23:06:30.785482] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IRM'. [2025-09-26T23:06:30.785987] [INFO ] [FORECASTER] Starting predict_future for IRM [2025-09-26T23:06:30.812734] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:30.813454] [DEBUG] [LOCAL ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt [2025-09-26T23:06:30.813555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:30.813596] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:30.813625] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:30.813721] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:30.832204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:30.832928] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:30.833022] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:30.833056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:30.876679] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:30.876834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:30.876874] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:30.876903] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:30.880499] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=92.28%) [2025-09-26T23:06:30.880859] [INFO ] [FORECASTER] Completed predict_future for IRM [2025-09-26T23:06:30.881027] [INFO ] [sig ] IRM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:31.039081] [INFO ] [LOCAL ] Saved forecast: IRM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IRM.txt [2025-09-26T23:06:31.039517] [WARN ] [sig ] [918/2043] Failed IRM after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:31.039604] [INFO ] [sig ] [919/2043] Forecasting IRS... [2025-09-26T23:06:31.039670] [INFO ] [sig ] Generating forecast for: IRS [2025-09-26T23:06:31.039731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRS' from 'https://tdm.silogroup.org/data/derivative_storage/IRS.csv'. [2025-09-26T23:06:31.053328] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IRS'. [2025-09-26T23:06:31.054064] [INFO ] [FORECASTER] Starting predict_future for IRS [2025-09-26T23:06:31.087749] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:31.088701] [DEBUG] [LOCAL ] No optimal features file found for IRS: ./output/feature-sets/IRS.txt [2025-09-26T23:06:31.088767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:31.088806] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:31.088840] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:31.088900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:31.111245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:31.112472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:31.112637] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:31.112726] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:31.153560] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:31.153779] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:31.153835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:31.153866] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:31.157986] [DEBUG] [FORECASTER] IRS: Forecast T+1@11:T+2@11: UP (p=95.07%) [2025-09-26T23:06:31.158311] [INFO ] [FORECASTER] Completed predict_future for IRS [2025-09-26T23:06:31.158477] [INFO ] [sig ] IRS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:31.306239] [INFO ] [LOCAL ] Saved forecast: IRS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IRS.txt [2025-09-26T23:06:31.306515] [WARN ] [sig ] [919/2043] Failed IRS after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:31.306606] [INFO ] [sig ] [920/2043] Forecasting IRT... [2025-09-26T23:06:31.306675] [INFO ] [sig ] Generating forecast for: IRT [2025-09-26T23:06:31.306730] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IRT' from 'https://tdm.silogroup.org/data/derivative_storage/IRT.csv'. [2025-09-26T23:06:31.317223] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IRT'. [2025-09-26T23:06:31.317536] [INFO ] [FORECASTER] Starting predict_future for IRT [2025-09-26T23:06:31.345124] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:31.345963] [DEBUG] [LOCAL ] No optimal features file found for IRT: ./output/feature-sets/IRT.txt [2025-09-26T23:06:31.346021] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:31.346055] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:31.346083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:31.346141] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:31.364242] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:31.364841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:31.364930] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:31.364982] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:31.405964] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:31.406056] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:31.406094] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:31.406123] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:31.409569] [DEBUG] [FORECASTER] IRT: Forecast T+1@11:T+2@11: UP (p=90.97%) [2025-09-26T23:06:31.409880] [INFO ] [FORECASTER] Completed predict_future for IRT [2025-09-26T23:06:31.410037] [INFO ] [sig ] IRT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:31.557816] [INFO ] [LOCAL ] Saved forecast: IRT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IRT.txt [2025-09-26T23:06:31.558077] [WARN ] [sig ] [920/2043] Failed IRT after 0.3s | 4.09 sym/s | Total: 3.7m | ETA: 4.6m [2025-09-26T23:06:31.558157] [INFO ] [sig ] [921/2043] Forecasting ISD... [2025-09-26T23:06:31.558210] [INFO ] [sig ] Generating forecast for: ISD [2025-09-26T23:06:31.558288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'. [2025-09-26T23:06:31.571512] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ISD'. [2025-09-26T23:06:31.571998] [INFO ] [FORECASTER] Starting predict_future for ISD [2025-09-26T23:06:31.600770] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:31.601777] [DEBUG] [LOCAL ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt [2025-09-26T23:06:31.601842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:31.601881] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:31.601910] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:31.601970] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:31.622177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:31.623221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:31.623324] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:31.623361] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:31.663905] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:31.664118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:31.664167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:31.664755] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:31.669025] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=71.15%) [2025-09-26T23:06:31.669339] [INFO ] [FORECASTER] Completed predict_future for ISD [2025-09-26T23:06:31.669510] [INFO ] [sig ] ISD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:31.824827] [INFO ] [LOCAL ] Saved forecast: ISD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ISD.txt [2025-09-26T23:06:31.825302] [WARN ] [sig ] [921/2043] Failed ISD after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.6m [2025-09-26T23:06:31.825387] [INFO ] [sig ] [922/2043] Forecasting IT... [2025-09-26T23:06:31.825427] [INFO ] [sig ] Generating forecast for: IT [2025-09-26T23:06:31.825461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IT' from 'https://tdm.silogroup.org/data/derivative_storage/IT.csv'. [2025-09-26T23:06:31.837169] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'IT'. [2025-09-26T23:06:31.837544] [INFO ] [FORECASTER] Starting predict_future for IT [2025-09-26T23:06:31.864692] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:31.865503] [DEBUG] [LOCAL ] No optimal features file found for IT: ./output/feature-sets/IT.txt [2025-09-26T23:06:31.865581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:31.865618] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:31.865673] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:31.865762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:31.884030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:31.884596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:31.884713] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:31.884765] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:31.925813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:31.925912] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:31.925950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:31.925980] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:31.929593] [DEBUG] [FORECASTER] IT: Forecast T+1@11:T+2@11: DOWN (p=0.96%) [2025-09-26T23:06:31.929910] [INFO ] [FORECASTER] Completed predict_future for IT [2025-09-26T23:06:31.930064] [INFO ] [sig ] IT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:32.078045] [INFO ] [LOCAL ] Saved forecast: IT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IT.txt [2025-09-26T23:06:32.078321] [WARN ] [sig ] [922/2043] Failed IT after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.6m [2025-09-26T23:06:32.078400] [INFO ] [sig ] [923/2043] Forecasting ITGR... [2025-09-26T23:06:32.078441] [INFO ] [sig ] Generating forecast for: ITGR [2025-09-26T23:06:32.078474] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITGR' from 'https://tdm.silogroup.org/data/derivative_storage/ITGR.csv'. [2025-09-26T23:06:32.089137] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITGR'. [2025-09-26T23:06:32.089430] [INFO ] [FORECASTER] Starting predict_future for ITGR [2025-09-26T23:06:32.116424] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:32.117233] [DEBUG] [LOCAL ] No optimal features file found for ITGR: ./output/feature-sets/ITGR.txt [2025-09-26T23:06:32.117307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:32.117379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:32.117425] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:32.117488] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:32.136665] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:32.137584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:32.137711] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:32.137767] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:32.179857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:32.180043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:32.180088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:32.180125] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:32.183957] [DEBUG] [FORECASTER] ITGR: Forecast T+1@11:T+2@11: DOWN (p=3.38%) [2025-09-26T23:06:32.184250] [INFO ] [FORECASTER] Completed predict_future for ITGR [2025-09-26T23:06:32.184396] [INFO ] [sig ] ITGR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:32.334638] [INFO ] [LOCAL ] Saved forecast: ITGR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ITGR.txt [2025-09-26T23:06:32.334922] [WARN ] [sig ] [923/2043] Failed ITGR after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.6m [2025-09-26T23:06:32.335001] [INFO ] [sig ] [924/2043] Forecasting ITT... [2025-09-26T23:06:32.335043] [INFO ] [sig ] Generating forecast for: ITT [2025-09-26T23:06:32.335078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITT' from 'https://tdm.silogroup.org/data/derivative_storage/ITT.csv'. [2025-09-26T23:06:32.346585] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITT'. [2025-09-26T23:06:32.347000] [INFO ] [FORECASTER] Starting predict_future for ITT [2025-09-26T23:06:32.374312] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:32.375146] [DEBUG] [LOCAL ] No optimal features file found for ITT: ./output/feature-sets/ITT.txt [2025-09-26T23:06:32.375207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:32.375244] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:32.375272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:32.375330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:32.394308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:32.395215] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:32.395319] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:32.395355] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:32.434628] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:32.434847] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:32.434897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:32.434927] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:32.439027] [DEBUG] [FORECASTER] ITT: Forecast T+1@11:T+2@11: DOWN (p=2.99%) [2025-09-26T23:06:32.439386] [INFO ] [FORECASTER] Completed predict_future for ITT [2025-09-26T23:06:32.439546] [INFO ] [sig ] ITT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:32.600425] [INFO ] [LOCAL ] Saved forecast: ITT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ITT.txt [2025-09-26T23:06:32.600746] [WARN ] [sig ] [924/2043] Failed ITT after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.6m [2025-09-26T23:06:32.600833] [INFO ] [sig ] [925/2043] Forecasting ITUB... [2025-09-26T23:06:32.600874] [INFO ] [sig ] Generating forecast for: ITUB [2025-09-26T23:06:32.600908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'. [2025-09-26T23:06:32.612396] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITUB'. [2025-09-26T23:06:32.612856] [INFO ] [FORECASTER] Starting predict_future for ITUB [2025-09-26T23:06:32.641217] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:32.642021] [DEBUG] [LOCAL ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt [2025-09-26T23:06:32.642079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:32.642114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:32.642142] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:32.642200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:32.661690] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:32.662266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:32.662353] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:32.662387] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:32.704009] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:32.704122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:32.704159] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:32.704189] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:32.707796] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=99.15%) [2025-09-26T23:06:32.708077] [INFO ] [FORECASTER] Completed predict_future for ITUB [2025-09-26T23:06:32.708238] [INFO ] [sig ] ITUB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:32.878588] [INFO ] [LOCAL ] Saved forecast: ITUB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ITUB.txt [2025-09-26T23:06:32.878849] [WARN ] [sig ] [925/2043] Failed ITUB after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.6m [2025-09-26T23:06:32.878931] [INFO ] [sig ] [926/2043] Forecasting ITW... [2025-09-26T23:06:32.878972] [INFO ] [sig ] Generating forecast for: ITW [2025-09-26T23:06:32.879006] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ITW' from 'https://tdm.silogroup.org/data/derivative_storage/ITW.csv'. [2025-09-26T23:06:32.890032] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ITW'. [2025-09-26T23:06:32.890318] [INFO ] [FORECASTER] Starting predict_future for ITW [2025-09-26T23:06:32.917377] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:32.918205] [DEBUG] [LOCAL ] No optimal features file found for ITW: ./output/feature-sets/ITW.txt [2025-09-26T23:06:32.918264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:32.918303] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:32.918335] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:32.918393] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:32.936998] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:32.937547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:32.937632] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:32.937704] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:32.976369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:32.976466] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:32.976504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:32.976533] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:32.979838] [DEBUG] [FORECASTER] ITW: Forecast T+1@11:T+2@11: DOWN (p=16.41%) [2025-09-26T23:06:32.980131] [INFO ] [FORECASTER] Completed predict_future for ITW [2025-09-26T23:06:32.980276] [INFO ] [sig ] ITW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:33.130597] [INFO ] [LOCAL ] Saved forecast: ITW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ITW.txt [2025-09-26T23:06:33.130905] [WARN ] [sig ] [926/2043] Failed ITW after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.6m [2025-09-26T23:06:33.130991] [INFO ] [sig ] [927/2043] Forecasting IVR... [2025-09-26T23:06:33.131033] [INFO ] [sig ] Generating forecast for: IVR [2025-09-26T23:06:33.131069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVR' from 'https://tdm.silogroup.org/data/derivative_storage/IVR.csv'. [2025-09-26T23:06:33.142226] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IVR'. [2025-09-26T23:06:33.142608] [INFO ] [FORECASTER] Starting predict_future for IVR [2025-09-26T23:06:33.169632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:33.170453] [DEBUG] [LOCAL ] No optimal features file found for IVR: ./output/feature-sets/IVR.txt [2025-09-26T23:06:33.170512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:33.170548] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:33.170577] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:33.170637] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:33.188888] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:33.189498] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:33.189589] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:33.189625] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:33.233317] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:33.233463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:33.233505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:33.233534] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:33.237204] [DEBUG] [FORECASTER] IVR: Forecast T+1@11:T+2@11: UP (p=98.67%) [2025-09-26T23:06:33.237512] [INFO ] [FORECASTER] Completed predict_future for IVR [2025-09-26T23:06:33.237702] [INFO ] [sig ] IVR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:33.384831] [INFO ] [LOCAL ] Saved forecast: IVR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IVR.txt [2025-09-26T23:06:33.385117] [WARN ] [sig ] [927/2043] Failed IVR after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:33.385199] [INFO ] [sig ] [928/2043] Forecasting IVT... [2025-09-26T23:06:33.385242] [INFO ] [sig ] Generating forecast for: IVT [2025-09-26T23:06:33.385278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVT' from 'https://tdm.silogroup.org/data/derivative_storage/IVT.csv'. [2025-09-26T23:06:33.396905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IVT'. [2025-09-26T23:06:33.397295] [INFO ] [FORECASTER] Starting predict_future for IVT [2025-09-26T23:06:33.424826] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:33.425786] [DEBUG] [LOCAL ] No optimal features file found for IVT: ./output/feature-sets/IVT.txt [2025-09-26T23:06:33.425846] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:33.425886] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:33.425920] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:33.425985] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:33.445579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:33.446376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:33.446469] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:33.446563] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:33.490349] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:33.490449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:33.490487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:33.490517] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:33.493858] [DEBUG] [FORECASTER] IVT: Forecast T+1@11:T+2@11: DOWN (p=29.80%) [2025-09-26T23:06:33.494138] [INFO ] [FORECASTER] Completed predict_future for IVT [2025-09-26T23:06:33.494281] [INFO ] [sig ] IVT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:33.650755] [INFO ] [LOCAL ] Saved forecast: IVT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IVT.txt [2025-09-26T23:06:33.650998] [WARN ] [sig ] [928/2043] Failed IVT after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:33.651075] [INFO ] [sig ] [929/2043] Forecasting IVZ... [2025-09-26T23:06:33.651117] [INFO ] [sig ] Generating forecast for: IVZ [2025-09-26T23:06:33.651151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'. [2025-09-26T23:06:33.662424] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IVZ'. [2025-09-26T23:06:33.662861] [INFO ] [FORECASTER] Starting predict_future for IVZ [2025-09-26T23:06:33.689871] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:33.690733] [DEBUG] [LOCAL ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt [2025-09-26T23:06:33.690794] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:33.690851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:33.690883] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:33.690941] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:33.711572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:33.712704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:33.712815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:33.712850] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:33.759997] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:33.760190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:33.760236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:33.760266] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:33.764166] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=85.99%) [2025-09-26T23:06:33.764495] [INFO ] [FORECASTER] Completed predict_future for IVZ [2025-09-26T23:06:33.764675] [INFO ] [sig ] IVZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:33.910990] [INFO ] [LOCAL ] Saved forecast: IVZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/IVZ.txt [2025-09-26T23:06:33.911277] [WARN ] [sig ] [929/2043] Failed IVZ after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:33.911365] [INFO ] [sig ] [930/2043] Forecasting IX... [2025-09-26T23:06:33.911406] [INFO ] [sig ] Generating forecast for: IX [2025-09-26T23:06:33.911440] [DEBUG] [REMOTE ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'. [2025-09-26T23:06:33.925209] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'IX'. [2025-09-26T23:06:33.925755] [INFO ] [FORECASTER] Starting predict_future for IX [2025-09-26T23:06:33.953042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:33.953941] [DEBUG] [LOCAL ] No optimal features file found for IX: ./output/feature-sets/IX.txt [2025-09-26T23:06:33.953998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:33.954032] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:33.954061] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:33.954118] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:33.972457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:33.973058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:33.973146] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:33.973185] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:34.018466] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:34.018608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:34.018683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:34.018740] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:34.023056] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: DOWN (p=35.10%) [2025-09-26T23:06:34.023503] [INFO ] [FORECASTER] Completed predict_future for IX [2025-09-26T23:06:34.023799] [INFO ] [sig ] IX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:34.176259] [INFO ] [LOCAL ] Saved forecast: IX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/IX.txt [2025-09-26T23:06:34.176525] [WARN ] [sig ] [930/2043] Failed IX after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:34.176608] [INFO ] [sig ] [931/2043] Forecasting J... [2025-09-26T23:06:34.176677] [INFO ] [sig ] Generating forecast for: J [2025-09-26T23:06:34.176754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'. [2025-09-26T23:06:34.187481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'J'. [2025-09-26T23:06:34.187796] [INFO ] [FORECASTER] Starting predict_future for J [2025-09-26T23:06:34.213956] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:34.214723] [DEBUG] [LOCAL ] No optimal features file found for J: ./output/feature-sets/J.txt [2025-09-26T23:06:34.214782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:34.214816] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:34.214845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:34.214901] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:34.233586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:34.234558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:34.234684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:34.234742] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:34.281295] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:34.281520] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:34.281577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:34.281612] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:34.286627] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: DOWN (p=5.34%) [2025-09-26T23:06:34.287010] [INFO ] [FORECASTER] Completed predict_future for J [2025-09-26T23:06:34.287187] [INFO ] [sig ] J: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:34.451869] [INFO ] [LOCAL ] Saved forecast: J 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/J.txt [2025-09-26T23:06:34.452150] [WARN ] [sig ] [931/2043] Failed J after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:34.452232] [INFO ] [sig ] [932/2043] Forecasting JBGS... [2025-09-26T23:06:34.452290] [INFO ] [sig ] Generating forecast for: JBGS [2025-09-26T23:06:34.452325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'. [2025-09-26T23:06:34.463402] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBGS'. [2025-09-26T23:06:34.463755] [INFO ] [FORECASTER] Starting predict_future for JBGS [2025-09-26T23:06:34.491434] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:34.492279] [DEBUG] [LOCAL ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt [2025-09-26T23:06:34.492336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:34.492371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:34.492399] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:34.492477] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:34.512203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:34.512837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:34.512925] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:34.512960] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:34.564031] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:34.564225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:34.564287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:34.564342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:34.569055] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=71.71%) [2025-09-26T23:06:34.569426] [INFO ] [FORECASTER] Completed predict_future for JBGS [2025-09-26T23:06:34.569591] [INFO ] [sig ] JBGS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:34.733432] [INFO ] [LOCAL ] Saved forecast: JBGS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JBGS.txt [2025-09-26T23:06:34.733743] [WARN ] [sig ] [932/2043] Failed JBGS after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:34.733831] [INFO ] [sig ] [933/2043] Forecasting JBI... [2025-09-26T23:06:34.733871] [INFO ] [sig ] Generating forecast for: JBI [2025-09-26T23:06:34.733906] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'. [2025-09-26T23:06:34.745547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBI'. [2025-09-26T23:06:34.745908] [INFO ] [FORECASTER] Starting predict_future for JBI [2025-09-26T23:06:34.772698] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:34.773467] [DEBUG] [LOCAL ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt [2025-09-26T23:06:34.773528] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:34.773563] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:34.773591] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:34.773684] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:34.792250] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:34.793081] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:34.793184] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:34.793236] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:34.841341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:34.841536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:34.841583] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:34.841616] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:34.846085] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=98.09%) [2025-09-26T23:06:34.846462] [INFO ] [FORECASTER] Completed predict_future for JBI [2025-09-26T23:06:34.846627] [INFO ] [sig ] JBI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:35.003999] [INFO ] [LOCAL ] Saved forecast: JBI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JBI.txt [2025-09-26T23:06:35.004229] [WARN ] [sig ] [933/2043] Failed JBI after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:35.004312] [INFO ] [sig ] [934/2043] Forecasting JBL... [2025-09-26T23:06:35.004353] [INFO ] [sig ] Generating forecast for: JBL [2025-09-26T23:06:35.004399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'. [2025-09-26T23:06:35.014944] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JBL'. [2025-09-26T23:06:35.015261] [INFO ] [FORECASTER] Starting predict_future for JBL [2025-09-26T23:06:35.043400] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:35.044387] [DEBUG] [LOCAL ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt [2025-09-26T23:06:35.044451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:35.044491] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:35.044523] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:35.044583] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:35.063742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:35.064299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:35.064384] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:35.064418] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:35.112177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:35.112364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:35.112412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:35.112446] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:35.116993] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=21.17%) [2025-09-26T23:06:35.117318] [INFO ] [FORECASTER] Completed predict_future for JBL [2025-09-26T23:06:35.117474] [INFO ] [sig ] JBL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:35.272695] [INFO ] [LOCAL ] Saved forecast: JBL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JBL.txt [2025-09-26T23:06:35.272953] [WARN ] [sig ] [934/2043] Failed JBL after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:35.273034] [INFO ] [sig ] [935/2043] Forecasting JCE... [2025-09-26T23:06:35.273075] [INFO ] [sig ] Generating forecast for: JCE [2025-09-26T23:06:35.273110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'. [2025-09-26T23:06:35.283717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JCE'. [2025-09-26T23:06:35.284025] [INFO ] [FORECASTER] Starting predict_future for JCE [2025-09-26T23:06:35.312540] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:35.313639] [DEBUG] [LOCAL ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt [2025-09-26T23:06:35.313727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:35.313767] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:35.313864] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:35.313965] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:35.335173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:35.336171] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:35.336279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:35.336347] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:35.382735] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:35.382932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:35.382981] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:35.383015] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:35.387528] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=42.45%) [2025-09-26T23:06:35.387914] [INFO ] [FORECASTER] Completed predict_future for JCE [2025-09-26T23:06:35.388089] [INFO ] [sig ] JCE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:35.540771] [INFO ] [LOCAL ] Saved forecast: JCE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JCE.txt [2025-09-26T23:06:35.541095] [WARN ] [sig ] [935/2043] Failed JCE after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:35.541183] [INFO ] [sig ] [936/2043] Forecasting JCI... [2025-09-26T23:06:35.541229] [INFO ] [sig ] Generating forecast for: JCI [2025-09-26T23:06:35.541267] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'. [2025-09-26T23:06:35.552288] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JCI'. [2025-09-26T23:06:35.552603] [INFO ] [FORECASTER] Starting predict_future for JCI [2025-09-26T23:06:35.579349] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:35.580164] [DEBUG] [LOCAL ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt [2025-09-26T23:06:35.580233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:35.580287] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:35.580319] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:35.580379] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:35.599342] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:35.599956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:35.600041] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:35.600074] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:35.640329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:35.640505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:35.640550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:35.640581] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:35.645003] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: UP (p=68.70%) [2025-09-26T23:06:35.645366] [INFO ] [FORECASTER] Completed predict_future for JCI [2025-09-26T23:06:35.645527] [INFO ] [sig ] JCI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:35.798272] [INFO ] [LOCAL ] Saved forecast: JCI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JCI.txt [2025-09-26T23:06:35.798496] [WARN ] [sig ] [936/2043] Failed JCI after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:35.798575] [INFO ] [sig ] [937/2043] Forecasting JEF... [2025-09-26T23:06:35.798615] [INFO ] [sig ] Generating forecast for: JEF [2025-09-26T23:06:35.798680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'. [2025-09-26T23:06:35.808810] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JEF'. [2025-09-26T23:06:35.809105] [INFO ] [FORECASTER] Starting predict_future for JEF [2025-09-26T23:06:35.836126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:35.837028] [DEBUG] [LOCAL ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt [2025-09-26T23:06:35.837089] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:35.837127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:35.837158] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:35.837219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:35.855442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:35.856036] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:35.856121] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:35.856155] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:35.894758] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:35.894850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:35.894887] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:35.894915] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:35.898117] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=3.90%) [2025-09-26T23:06:35.898398] [INFO ] [FORECASTER] Completed predict_future for JEF [2025-09-26T23:06:35.898549] [INFO ] [sig ] JEF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:36.047410] [INFO ] [LOCAL ] Saved forecast: JEF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JEF.txt [2025-09-26T23:06:36.047626] [WARN ] [sig ] [937/2043] Failed JEF after 0.2s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:36.047726] [INFO ] [sig ] [938/2043] Forecasting JELD... [2025-09-26T23:06:36.047772] [INFO ] [sig ] Generating forecast for: JELD [2025-09-26T23:06:36.047816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'. [2025-09-26T23:06:36.057968] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JELD'. [2025-09-26T23:06:36.058280] [INFO ] [FORECASTER] Starting predict_future for JELD [2025-09-26T23:06:36.084381] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:36.085195] [DEBUG] [LOCAL ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt [2025-09-26T23:06:36.085255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:36.085290] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:36.085318] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:36.085376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:36.104267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:36.105165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:36.105258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:36.105294] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:36.143874] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:36.143969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:36.144006] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:36.144035] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:36.147582] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=1.42%) [2025-09-26T23:06:36.148325] [INFO ] [FORECASTER] Completed predict_future for JELD [2025-09-26T23:06:36.148471] [INFO ] [sig ] JELD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:36.305549] [INFO ] [LOCAL ] Saved forecast: JELD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JELD.txt [2025-09-26T23:06:36.305850] [WARN ] [sig ] [938/2043] Failed JELD after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:36.305957] [INFO ] [sig ] [939/2043] Forecasting JEQ... [2025-09-26T23:06:36.306001] [INFO ] [sig ] Generating forecast for: JEQ [2025-09-26T23:06:36.306035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JEQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEQ.csv'. [2025-09-26T23:06:36.315548] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JEQ'. [2025-09-26T23:06:36.315877] [INFO ] [FORECASTER] Starting predict_future for JEQ [2025-09-26T23:06:36.342766] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:36.343549] [DEBUG] [LOCAL ] No optimal features file found for JEQ: ./output/feature-sets/JEQ.txt [2025-09-26T23:06:36.343610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:36.343669] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:36.343721] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:36.343782] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:36.362486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:36.363165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:36.363262] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:36.363297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:36.402164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:36.402345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:36.402389] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:36.402429] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:36.406797] [DEBUG] [FORECASTER] JEQ: Forecast T+1@11:T+2@11: DOWN (p=21.57%) [2025-09-26T23:06:36.407167] [INFO ] [FORECASTER] Completed predict_future for JEQ [2025-09-26T23:06:36.407347] [INFO ] [sig ] JEQ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:36.568670] [INFO ] [LOCAL ] Saved forecast: JEQ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JEQ.txt [2025-09-26T23:06:36.568918] [WARN ] [sig ] [939/2043] Failed JEQ after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:36.568998] [INFO ] [sig ] [940/2043] Forecasting JFR... [2025-09-26T23:06:36.569039] [INFO ] [sig ] Generating forecast for: JFR [2025-09-26T23:06:36.569074] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JFR' from 'https://tdm.silogroup.org/data/derivative_storage/JFR.csv'. [2025-09-26T23:06:36.579392] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JFR'. [2025-09-26T23:06:36.579737] [INFO ] [FORECASTER] Starting predict_future for JFR [2025-09-26T23:06:36.606919] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:36.607634] [DEBUG] [LOCAL ] No optimal features file found for JFR: ./output/feature-sets/JFR.txt [2025-09-26T23:06:36.607716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:36.607754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:36.607781] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:36.607838] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:36.627162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:36.627808] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:36.627897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:36.627933] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:36.668927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:36.669026] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:36.669065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:36.669096] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:36.672511] [DEBUG] [FORECASTER] JFR: Forecast T+1@11:T+2@11: UP (p=76.65%) [2025-09-26T23:06:36.672863] [INFO ] [FORECASTER] Completed predict_future for JFR [2025-09-26T23:06:36.673019] [INFO ] [sig ] JFR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:36.827238] [INFO ] [LOCAL ] Saved forecast: JFR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JFR.txt [2025-09-26T23:06:36.827463] [WARN ] [sig ] [940/2043] Failed JFR after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:36.827542] [INFO ] [sig ] [941/2043] Forecasting JGH... [2025-09-26T23:06:36.827581] [INFO ] [sig ] Generating forecast for: JGH [2025-09-26T23:06:36.827614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JGH' from 'https://tdm.silogroup.org/data/derivative_storage/JGH.csv'. [2025-09-26T23:06:36.837917] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JGH'. [2025-09-26T23:06:36.838208] [INFO ] [FORECASTER] Starting predict_future for JGH [2025-09-26T23:06:36.864927] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:36.865715] [DEBUG] [LOCAL ] No optimal features file found for JGH: ./output/feature-sets/JGH.txt [2025-09-26T23:06:36.865773] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:36.865808] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:36.865837] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:36.865895] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:36.885637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:36.886231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:36.886343] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:36.886407] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:36.927108] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:36.927191] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:36.927247] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:36.927277] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:36.930484] [DEBUG] [FORECASTER] JGH: Forecast T+1@11:T+2@11: DOWN (p=2.73%) [2025-09-26T23:06:36.930799] [INFO ] [FORECASTER] Completed predict_future for JGH [2025-09-26T23:06:36.930950] [INFO ] [sig ] JGH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:37.091978] [INFO ] [LOCAL ] Saved forecast: JGH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JGH.txt [2025-09-26T23:06:37.092197] [WARN ] [sig ] [941/2043] Failed JGH after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:37.092282] [INFO ] [sig ] [942/2043] Forecasting JHG... [2025-09-26T23:06:37.092322] [INFO ] [sig ] Generating forecast for: JHG [2025-09-26T23:06:37.092358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'. [2025-09-26T23:06:37.102399] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHG'. [2025-09-26T23:06:37.102873] [INFO ] [FORECASTER] Starting predict_future for JHG [2025-09-26T23:06:37.129530] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:37.130485] [DEBUG] [LOCAL ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt [2025-09-26T23:06:37.130549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:37.130585] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:37.130615] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:37.130700] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:37.149013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:37.149757] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:37.149846] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:37.149882] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:37.189175] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:37.189274] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:37.189313] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:37.189344] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:37.192814] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=76.99%) [2025-09-26T23:06:37.193096] [INFO ] [FORECASTER] Completed predict_future for JHG [2025-09-26T23:06:37.193241] [INFO ] [sig ] JHG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:37.342610] [INFO ] [LOCAL ] Saved forecast: JHG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JHG.txt [2025-09-26T23:06:37.342841] [WARN ] [sig ] [942/2043] Failed JHG after 0.3s | 4.09 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:37.342922] [INFO ] [sig ] [943/2043] Forecasting JHI... [2025-09-26T23:06:37.342963] [INFO ] [sig ] Generating forecast for: JHI [2025-09-26T23:06:37.342998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'. [2025-09-26T23:06:37.352519] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHI'. [2025-09-26T23:06:37.352828] [INFO ] [FORECASTER] Starting predict_future for JHI [2025-09-26T23:06:37.379478] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:37.380258] [DEBUG] [LOCAL ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt [2025-09-26T23:06:37.380317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:37.380360] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:37.380409] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:37.380469] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:37.399268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:37.399875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:37.399961] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:37.399996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:37.440823] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:37.441003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:37.441049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:37.441081] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:37.445067] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=98.08%) [2025-09-26T23:06:37.445439] [INFO ] [FORECASTER] Completed predict_future for JHI [2025-09-26T23:06:37.445621] [INFO ] [sig ] JHI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:37.601493] [INFO ] [LOCAL ] Saved forecast: JHI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JHI.txt [2025-09-26T23:06:37.601749] [WARN ] [sig ] [943/2043] Failed JHI after 0.3s | 4.08 sym/s | Total: 3.8m | ETA: 4.5m [2025-09-26T23:06:37.601833] [INFO ] [sig ] [944/2043] Forecasting JHS... [2025-09-26T23:06:37.601874] [INFO ] [sig ] Generating forecast for: JHS [2025-09-26T23:06:37.601908] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHS' from 'https://tdm.silogroup.org/data/derivative_storage/JHS.csv'. [2025-09-26T23:06:37.611892] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHS'. [2025-09-26T23:06:37.612188] [INFO ] [FORECASTER] Starting predict_future for JHS [2025-09-26T23:06:37.638942] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:37.639793] [DEBUG] [LOCAL ] No optimal features file found for JHS: ./output/feature-sets/JHS.txt [2025-09-26T23:06:37.639851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:37.639886] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:37.639914] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:37.639972] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:37.659187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:37.659798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:37.659887] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:37.659921] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:37.700309] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:37.700405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:37.700441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:37.700470] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:37.703932] [DEBUG] [FORECASTER] JHS: Forecast T+1@11:T+2@11: DOWN (p=34.32%) [2025-09-26T23:06:37.704216] [INFO ] [FORECASTER] Completed predict_future for JHS [2025-09-26T23:06:37.704356] [INFO ] [sig ] JHS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:37.854451] [INFO ] [LOCAL ] Saved forecast: JHS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JHS.txt [2025-09-26T23:06:37.854699] [WARN ] [sig ] [944/2043] Failed JHS after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:37.854787] [INFO ] [sig ] [945/2043] Forecasting JHX... [2025-09-26T23:06:37.854828] [INFO ] [sig ] Generating forecast for: JHX [2025-09-26T23:06:37.854863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'. [2025-09-26T23:06:37.865215] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JHX'. [2025-09-26T23:06:37.865540] [INFO ] [FORECASTER] Starting predict_future for JHX [2025-09-26T23:06:37.892687] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:37.893438] [DEBUG] [LOCAL ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt [2025-09-26T23:06:37.893497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:37.893533] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:37.893561] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:37.893619] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:37.912841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:37.913451] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:37.913537] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:37.913572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:37.956916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:37.957034] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:37.957071] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:37.957100] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:37.962347] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=35.16%) [2025-09-26T23:06:37.962633] [INFO ] [FORECASTER] Completed predict_future for JHX [2025-09-26T23:06:37.962822] [INFO ] [sig ] JHX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:38.113901] [INFO ] [LOCAL ] Saved forecast: JHX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JHX.txt [2025-09-26T23:06:38.114106] [WARN ] [sig ] [945/2043] Failed JHX after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:38.114193] [INFO ] [sig ] [946/2043] Forecasting JILL... [2025-09-26T23:06:38.114234] [INFO ] [sig ] Generating forecast for: JILL [2025-09-26T23:06:38.114268] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'. [2025-09-26T23:06:38.124334] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JILL'. [2025-09-26T23:06:38.124626] [INFO ] [FORECASTER] Starting predict_future for JILL [2025-09-26T23:06:38.151903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:38.152724] [DEBUG] [LOCAL ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt [2025-09-26T23:06:38.152783] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:38.152817] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:38.152852] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:38.152917] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:38.171000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:38.171559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:38.171665] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:38.171721] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:38.211688] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:38.211789] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:38.211826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:38.211854] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:38.215095] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: DOWN (p=7.69%) [2025-09-26T23:06:38.215508] [INFO ] [FORECASTER] Completed predict_future for JILL [2025-09-26T23:06:38.215708] [INFO ] [sig ] JILL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:38.372440] [INFO ] [LOCAL ] Saved forecast: JILL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JILL.txt [2025-09-26T23:06:38.372714] [WARN ] [sig ] [946/2043] Failed JILL after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:38.372797] [INFO ] [sig ] [947/2043] Forecasting JKS... [2025-09-26T23:06:38.372837] [INFO ] [sig ] Generating forecast for: JKS [2025-09-26T23:06:38.372872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'. [2025-09-26T23:06:38.382823] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JKS'. [2025-09-26T23:06:38.383123] [INFO ] [FORECASTER] Starting predict_future for JKS [2025-09-26T23:06:38.410944] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:38.411864] [DEBUG] [LOCAL ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt [2025-09-26T23:06:38.411923] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:38.411958] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:38.411988] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:38.412049] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:38.434322] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:38.434973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:38.435060] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:38.435096] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:38.473625] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:38.473754] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:38.473797] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:38.473826] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:38.477360] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=99.73%) [2025-09-26T23:06:38.477734] [INFO ] [FORECASTER] Completed predict_future for JKS [2025-09-26T23:06:38.477893] [INFO ] [sig ] JKS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:38.626635] [INFO ] [LOCAL ] Saved forecast: JKS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JKS.txt [2025-09-26T23:06:38.626890] [WARN ] [sig ] [947/2043] Failed JKS after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:38.626968] [INFO ] [sig ] [948/2043] Forecasting JLL... [2025-09-26T23:06:38.627009] [INFO ] [sig ] Generating forecast for: JLL [2025-09-26T23:06:38.627043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'. [2025-09-26T23:06:38.636960] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JLL'. [2025-09-26T23:06:38.637258] [INFO ] [FORECASTER] Starting predict_future for JLL [2025-09-26T23:06:38.664932] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:38.665771] [DEBUG] [LOCAL ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt [2025-09-26T23:06:38.665830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:38.665867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:38.665896] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:38.665957] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:38.684910] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:38.685496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:38.685586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:38.685622] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:38.730046] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:38.730147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:38.730211] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:38.730248] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:38.733933] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=81.93%) [2025-09-26T23:06:38.734245] [INFO ] [FORECASTER] Completed predict_future for JLL [2025-09-26T23:06:38.734408] [INFO ] [sig ] JLL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:38.887273] [INFO ] [LOCAL ] Saved forecast: JLL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JLL.txt [2025-09-26T23:06:38.887486] [WARN ] [sig ] [948/2043] Failed JLL after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:38.887578] [INFO ] [sig ] [949/2043] Forecasting JLS... [2025-09-26T23:06:38.887633] [INFO ] [sig ] Generating forecast for: JLS [2025-09-26T23:06:38.887728] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'. [2025-09-26T23:06:38.897699] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JLS'. [2025-09-26T23:06:38.898001] [INFO ] [FORECASTER] Starting predict_future for JLS [2025-09-26T23:06:38.925617] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:38.926426] [DEBUG] [LOCAL ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt [2025-09-26T23:06:38.926486] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:38.926521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:38.926548] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:38.926605] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:38.945822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:38.946485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:38.946570] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:38.946605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:38.988695] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:38.988792] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:38.988829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:38.988860] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:38.992221] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=28.46%) [2025-09-26T23:06:38.992503] [INFO ] [FORECASTER] Completed predict_future for JLS [2025-09-26T23:06:38.992668] [INFO ] [sig ] JLS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:39.143735] [INFO ] [LOCAL ] Saved forecast: JLS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JLS.txt [2025-09-26T23:06:39.143991] [WARN ] [sig ] [949/2043] Failed JLS after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:39.144075] [INFO ] [sig ] [950/2043] Forecasting JMIA... [2025-09-26T23:06:39.144116] [INFO ] [sig ] Generating forecast for: JMIA [2025-09-26T23:06:39.144151] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'. [2025-09-26T23:06:39.154168] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JMIA'. [2025-09-26T23:06:39.154505] [INFO ] [FORECASTER] Starting predict_future for JMIA [2025-09-26T23:06:39.182378] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:39.183151] [DEBUG] [LOCAL ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt [2025-09-26T23:06:39.183207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:39.183241] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:39.183270] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:39.183343] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:39.201548] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:39.202155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:39.202241] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:39.202275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:39.241224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:39.241311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:39.241347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:39.241376] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:39.244570] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=1.95%) [2025-09-26T23:06:39.244870] [INFO ] [FORECASTER] Completed predict_future for JMIA [2025-09-26T23:06:39.245020] [INFO ] [sig ] JMIA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:39.399902] [INFO ] [LOCAL ] Saved forecast: JMIA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JMIA.txt [2025-09-26T23:06:39.400150] [WARN ] [sig ] [950/2043] Failed JMIA after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:39.400231] [INFO ] [sig ] [951/2043] Forecasting JNJ... [2025-09-26T23:06:39.400275] [INFO ] [sig ] Generating forecast for: JNJ [2025-09-26T23:06:39.400309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'. [2025-09-26T23:06:39.410291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JNJ'. [2025-09-26T23:06:39.410599] [INFO ] [FORECASTER] Starting predict_future for JNJ [2025-09-26T23:06:39.438027] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:39.438857] [DEBUG] [LOCAL ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt [2025-09-26T23:06:39.438915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:39.438950] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:39.438981] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:39.439041] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:39.459417] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:39.460076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:39.460162] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:39.460197] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:39.502534] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:39.502622] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:39.502698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:39.502741] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:39.506182] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: DOWN (p=22.87%) [2025-09-26T23:06:39.506527] [INFO ] [FORECASTER] Completed predict_future for JNJ [2025-09-26T23:06:39.506711] [INFO ] [sig ] JNJ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:39.667357] [INFO ] [LOCAL ] Saved forecast: JNJ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JNJ.txt [2025-09-26T23:06:39.667626] [WARN ] [sig ] [951/2043] Failed JNJ after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:39.667740] [INFO ] [sig ] [952/2043] Forecasting JOBY... [2025-09-26T23:06:39.667787] [INFO ] [sig ] Generating forecast for: JOBY [2025-09-26T23:06:39.667821] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'. [2025-09-26T23:06:39.678183] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JOBY'. [2025-09-26T23:06:39.678491] [INFO ] [FORECASTER] Starting predict_future for JOBY [2025-09-26T23:06:39.705221] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:39.706015] [DEBUG] [LOCAL ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt [2025-09-26T23:06:39.706073] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:39.706107] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:39.706137] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:39.706248] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:39.724973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:39.725551] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:39.725638] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:39.725714] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:39.768779] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:39.768870] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:39.768906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:39.768941] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:39.772262] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=79.25%) [2025-09-26T23:06:39.772547] [INFO ] [FORECASTER] Completed predict_future for JOBY [2025-09-26T23:06:39.772722] [INFO ] [sig ] JOBY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:39.929067] [INFO ] [LOCAL ] Saved forecast: JOBY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JOBY.txt [2025-09-26T23:06:39.929286] [WARN ] [sig ] [952/2043] Failed JOBY after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.5m [2025-09-26T23:06:39.929364] [INFO ] [sig ] [953/2043] Forecasting JOE... [2025-09-26T23:06:39.929404] [INFO ] [sig ] Generating forecast for: JOE [2025-09-26T23:06:39.929437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'. [2025-09-26T23:06:39.938974] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JOE'. [2025-09-26T23:06:39.939261] [INFO ] [FORECASTER] Starting predict_future for JOE [2025-09-26T23:06:39.964873] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:39.965607] [DEBUG] [LOCAL ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt [2025-09-26T23:06:39.965701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:39.965749] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:39.965780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:39.965838] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:39.983975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:39.984609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:39.984721] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:39.984765] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:40.026020] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:40.026116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:40.026156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:40.026186] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:40.029594] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: UP (p=56.07%) [2025-09-26T23:06:40.029900] [INFO ] [FORECASTER] Completed predict_future for JOE [2025-09-26T23:06:40.030045] [INFO ] [sig ] JOE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:40.177080] [INFO ] [LOCAL ] Saved forecast: JOE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JOE.txt [2025-09-26T23:06:40.177501] [WARN ] [sig ] [953/2043] Failed JOE after 0.2s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:40.177593] [INFO ] [sig ] [954/2043] Forecasting JOF... [2025-09-26T23:06:40.177634] [INFO ] [sig ] Generating forecast for: JOF [2025-09-26T23:06:40.177717] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'. [2025-09-26T23:06:40.189037] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JOF'. [2025-09-26T23:06:40.189493] [INFO ] [FORECASTER] Starting predict_future for JOF [2025-09-26T23:06:40.218295] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:40.219201] [DEBUG] [LOCAL ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt [2025-09-26T23:06:40.219263] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:40.219302] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:40.219330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:40.219394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:40.237792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:40.238552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:40.238679] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:40.238734] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:40.285255] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:40.285460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:40.285505] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:40.285537] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:40.289499] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=90.73%) [2025-09-26T23:06:40.289869] [INFO ] [FORECASTER] Completed predict_future for JOF [2025-09-26T23:06:40.290078] [INFO ] [sig ] JOF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:40.433834] [INFO ] [LOCAL ] Saved forecast: JOF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JOF.txt [2025-09-26T23:06:40.434185] [WARN ] [sig ] [954/2043] Failed JOF after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:40.434267] [INFO ] [sig ] [955/2043] Forecasting JPC... [2025-09-26T23:06:40.434306] [INFO ] [sig ] Generating forecast for: JPC [2025-09-26T23:06:40.434342] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'. [2025-09-26T23:06:40.447402] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JPC'. [2025-09-26T23:06:40.448548] [INFO ] [FORECASTER] Starting predict_future for JPC [2025-09-26T23:06:40.480404] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:40.481388] [DEBUG] [LOCAL ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt [2025-09-26T23:06:40.481449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:40.481487] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:40.481517] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:40.481577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:40.500423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:40.501123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:40.501229] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:40.501265] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:40.546389] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:40.546693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:40.546762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:40.546827] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:40.551598] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=99.56%) [2025-09-26T23:06:40.552151] [INFO ] [FORECASTER] Completed predict_future for JPC [2025-09-26T23:06:40.552473] [INFO ] [sig ] JPC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:40.715922] [INFO ] [LOCAL ] Saved forecast: JPC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JPC.txt [2025-09-26T23:06:40.716348] [WARN ] [sig ] [955/2043] Failed JPC after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:40.716446] [INFO ] [sig ] [956/2043] Forecasting JPM... [2025-09-26T23:06:40.716489] [INFO ] [sig ] Generating forecast for: JPM [2025-09-26T23:06:40.716527] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'. [2025-09-26T23:06:40.728844] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JPM'. [2025-09-26T23:06:40.729472] [INFO ] [FORECASTER] Starting predict_future for JPM [2025-09-26T23:06:40.759242] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:40.760184] [DEBUG] [LOCAL ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt [2025-09-26T23:06:40.760243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:40.760279] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:40.760309] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:40.760373] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:40.778365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:40.779082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:40.779179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:40.779213] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:40.826027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:40.826201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:40.826243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:40.826274] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:40.830115] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=82.76%) [2025-09-26T23:06:40.830423] [INFO ] [FORECASTER] Completed predict_future for JPM [2025-09-26T23:06:40.830583] [INFO ] [sig ] JPM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:40.978341] [INFO ] [LOCAL ] Saved forecast: JPM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JPM.txt [2025-09-26T23:06:40.978751] [WARN ] [sig ] [956/2043] Failed JPM after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:40.978843] [INFO ] [sig ] [957/2043] Forecasting JQC... [2025-09-26T23:06:40.978883] [INFO ] [sig ] Generating forecast for: JQC [2025-09-26T23:06:40.978920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'. [2025-09-26T23:06:40.990187] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JQC'. [2025-09-26T23:06:40.990544] [INFO ] [FORECASTER] Starting predict_future for JQC [2025-09-26T23:06:41.017486] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:41.018460] [DEBUG] [LOCAL ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt [2025-09-26T23:06:41.018523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:41.018565] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:41.018601] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:41.018699] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:41.036946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:41.037571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:41.037706] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:41.037771] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:41.081302] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:41.081524] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:41.081570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:41.081600] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:41.085630] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=87.08%) [2025-09-26T23:06:41.085972] [INFO ] [FORECASTER] Completed predict_future for JQC [2025-09-26T23:06:41.086145] [INFO ] [sig ] JQC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:41.233971] [INFO ] [LOCAL ] Saved forecast: JQC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/JQC.txt [2025-09-26T23:06:41.234390] [WARN ] [sig ] [957/2043] Failed JQC after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:41.234478] [INFO ] [sig ] [958/2043] Forecasting JRI... [2025-09-26T23:06:41.234518] [INFO ] [sig ] Generating forecast for: JRI [2025-09-26T23:06:41.234554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'. [2025-09-26T23:06:41.246847] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JRI'. [2025-09-26T23:06:41.247399] [INFO ] [FORECASTER] Starting predict_future for JRI [2025-09-26T23:06:41.276029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:41.276962] [DEBUG] [LOCAL ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt [2025-09-26T23:06:41.277022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:41.277058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:41.277087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:41.277147] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:41.296163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:41.296879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:41.296970] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:41.297006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:41.340933] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:41.341086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:41.341128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:41.341158] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:41.345127] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=7.75%) [2025-09-26T23:06:41.345428] [INFO ] [FORECASTER] Completed predict_future for JRI [2025-09-26T23:06:41.345585] [INFO ] [sig ] JRI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:41.497075] [INFO ] [LOCAL ] Saved forecast: JRI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JRI.txt [2025-09-26T23:06:41.497365] [WARN ] [sig ] [958/2043] Failed JRI after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:41.497448] [INFO ] [sig ] [959/2043] Forecasting JRS... [2025-09-26T23:06:41.497487] [INFO ] [sig ] Generating forecast for: JRS [2025-09-26T23:06:41.497520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'. [2025-09-26T23:06:41.507714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JRS'. [2025-09-26T23:06:41.508049] [INFO ] [FORECASTER] Starting predict_future for JRS [2025-09-26T23:06:41.535618] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:41.536540] [DEBUG] [LOCAL ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt [2025-09-26T23:06:41.536687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:41.536763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:41.536795] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:41.536855] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:41.556050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:41.556759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:41.556851] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:41.556887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:41.596378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:41.596530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:41.596585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:41.596617] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:41.600417] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=37.13%) [2025-09-26T23:06:41.600769] [INFO ] [FORECASTER] Completed predict_future for JRS [2025-09-26T23:06:41.600926] [INFO ] [sig ] JRS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:41.755745] [INFO ] [LOCAL ] Saved forecast: JRS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JRS.txt [2025-09-26T23:06:41.756018] [WARN ] [sig ] [959/2043] Failed JRS after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:41.756098] [INFO ] [sig ] [960/2043] Forecasting JXN... [2025-09-26T23:06:41.756139] [INFO ] [sig ] Generating forecast for: JXN [2025-09-26T23:06:41.756173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'. [2025-09-26T23:06:41.766183] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'JXN'. [2025-09-26T23:06:41.766579] [INFO ] [FORECASTER] Starting predict_future for JXN [2025-09-26T23:06:41.794137] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:41.794941] [DEBUG] [LOCAL ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt [2025-09-26T23:06:41.795004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:41.795039] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:41.795067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:41.795128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:41.813896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:41.814475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:41.814563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:41.814597] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:41.859615] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:41.859783] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:41.859831] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:41.859860] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:41.863517] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: DOWN (p=4.90%) [2025-09-26T23:06:41.863862] [INFO ] [FORECASTER] Completed predict_future for JXN [2025-09-26T23:06:41.864021] [INFO ] [sig ] JXN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:42.017122] [INFO ] [LOCAL ] Saved forecast: JXN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/JXN.txt [2025-09-26T23:06:42.017426] [WARN ] [sig ] [960/2043] Failed JXN after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:42.017516] [INFO ] [sig ] [961/2043] Forecasting K... [2025-09-26T23:06:42.017557] [INFO ] [sig ] Generating forecast for: K [2025-09-26T23:06:42.017592] [DEBUG] [REMOTE ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'. [2025-09-26T23:06:42.028302] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'K'. [2025-09-26T23:06:42.028603] [INFO ] [FORECASTER] Starting predict_future for K [2025-09-26T23:06:42.055914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:42.056778] [DEBUG] [LOCAL ] No optimal features file found for K: ./output/feature-sets/K.txt [2025-09-26T23:06:42.056839] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:42.056873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:42.056902] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:42.057026] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:42.076194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:42.076973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:42.077069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:42.077105] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:42.123706] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:42.123992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:42.124047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:42.124081] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:42.128851] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=19.57%) [2025-09-26T23:06:42.129198] [INFO ] [FORECASTER] Completed predict_future for K [2025-09-26T23:06:42.129381] [INFO ] [sig ] K: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:42.283159] [INFO ] [LOCAL ] Saved forecast: K 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/K.txt [2025-09-26T23:06:42.283977] [WARN ] [sig ] [961/2043] Failed K after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:42.284076] [INFO ] [sig ] [962/2043] Forecasting KAI... [2025-09-26T23:06:42.284119] [INFO ] [sig ] Generating forecast for: KAI [2025-09-26T23:06:42.284159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'. [2025-09-26T23:06:42.296494] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KAI'. [2025-09-26T23:06:42.296998] [INFO ] [FORECASTER] Starting predict_future for KAI [2025-09-26T23:06:42.323983] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:42.324853] [DEBUG] [LOCAL ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt [2025-09-26T23:06:42.324916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:42.324953] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:42.324983] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:42.325045] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:42.342972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:42.343736] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:42.343839] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:42.343874] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:42.384723] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:42.384978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:42.385055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:42.385177] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:42.391264] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=70.43%) [2025-09-26T23:06:42.391852] [INFO ] [FORECASTER] Completed predict_future for KAI [2025-09-26T23:06:42.392056] [INFO ] [sig ] KAI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:42.543372] [INFO ] [LOCAL ] Saved forecast: KAI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KAI.txt [2025-09-26T23:06:42.543835] [WARN ] [sig ] [962/2043] Failed KAI after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:42.543938] [INFO ] [sig ] [963/2043] Forecasting KAR... [2025-09-26T23:06:42.543978] [INFO ] [sig ] Generating forecast for: KAR [2025-09-26T23:06:42.544014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KAR' from 'https://tdm.silogroup.org/data/derivative_storage/KAR.csv'. [2025-09-26T23:06:42.556129] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KAR'. [2025-09-26T23:06:42.556557] [INFO ] [FORECASTER] Starting predict_future for KAR [2025-09-26T23:06:42.583721] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:42.584600] [DEBUG] [LOCAL ] No optimal features file found for KAR: ./output/feature-sets/KAR.txt [2025-09-26T23:06:42.584683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:42.584737] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:42.584769] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:42.584829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:42.603070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:42.603819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:42.603917] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:42.603950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:42.633338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:42.633497] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:42.633539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:42.633568] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:42.637137] [DEBUG] [FORECASTER] KAR: Forecast T+1@11:T+2@11: DOWN (p=33.83%) [2025-09-26T23:06:42.637447] [INFO ] [FORECASTER] Completed predict_future for KAR [2025-09-26T23:06:42.637589] [INFO ] [sig ] KAR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:42.785609] [INFO ] [LOCAL ] Saved forecast: KAR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KAR.txt [2025-09-26T23:06:42.785958] [WARN ] [sig ] [963/2043] Failed KAR after 0.2s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:42.786042] [INFO ] [sig ] [964/2043] Forecasting KB... [2025-09-26T23:06:42.786082] [INFO ] [sig ] Generating forecast for: KB [2025-09-26T23:06:42.786117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'. [2025-09-26T23:06:42.797438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KB'. [2025-09-26T23:06:42.797945] [INFO ] [FORECASTER] Starting predict_future for KB [2025-09-26T23:06:42.825110] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:42.825951] [DEBUG] [LOCAL ] No optimal features file found for KB: ./output/feature-sets/KB.txt [2025-09-26T23:06:42.826008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:42.826043] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:42.826072] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:42.826133] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:42.844921] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:42.845595] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:42.845721] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:42.845773] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:42.877051] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:42.877305] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:42.877354] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:42.877387] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:42.881531] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=0.35%) [2025-09-26T23:06:42.881912] [INFO ] [FORECASTER] Completed predict_future for KB [2025-09-26T23:06:42.882072] [INFO ] [sig ] KB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:43.048804] [INFO ] [LOCAL ] Saved forecast: KB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KB.txt [2025-09-26T23:06:43.049264] [WARN ] [sig ] [964/2043] Failed KB after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:43.049366] [INFO ] [sig ] [965/2043] Forecasting KBDC... [2025-09-26T23:06:43.049430] [INFO ] [sig ] Generating forecast for: KBDC [2025-09-26T23:06:43.049510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBDC' from 'https://tdm.silogroup.org/data/derivative_storage/KBDC.csv'. [2025-09-26T23:06:43.055009] [WARN ] [REMOTE ] Historical data not found for symbol 'KBDC' (404). [2025-09-26T23:06:43.055216] [FATAL] [sig ] KBDC: No historical data fetched. [2025-09-26T23:06:43.055309] [WARN ] [sig ] [965/2043] Failed KBDC after 0.0s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:43.055378] [INFO ] [sig ] [966/2043] Forecasting KBH... [2025-09-26T23:06:43.055418] [INFO ] [sig ] Generating forecast for: KBH [2025-09-26T23:06:43.055449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'. [2025-09-26T23:06:43.065153] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KBH'. [2025-09-26T23:06:43.065477] [INFO ] [FORECASTER] Starting predict_future for KBH [2025-09-26T23:06:43.093068] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:43.093945] [DEBUG] [LOCAL ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt [2025-09-26T23:06:43.094004] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:43.094040] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:43.094071] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:43.094134] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:43.112326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:43.113010] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:43.113105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:43.113139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:43.158059] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:43.158219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:43.158261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:43.158292] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:43.162167] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=1.13%) [2025-09-26T23:06:43.162467] [INFO ] [FORECASTER] Completed predict_future for KBH [2025-09-26T23:06:43.162622] [INFO ] [sig ] KBH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:43.310669] [INFO ] [LOCAL ] Saved forecast: KBH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KBH.txt [2025-09-26T23:06:43.310991] [WARN ] [sig ] [966/2043] Failed KBH after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:43.311081] [INFO ] [sig ] [967/2043] Forecasting KBR... [2025-09-26T23:06:43.311142] [INFO ] [sig ] Generating forecast for: KBR [2025-09-26T23:06:43.311179] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KBR' from 'https://tdm.silogroup.org/data/derivative_storage/KBR.csv'. [2025-09-26T23:06:43.322414] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KBR'. [2025-09-26T23:06:43.322841] [INFO ] [FORECASTER] Starting predict_future for KBR [2025-09-26T23:06:43.349976] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:43.350814] [DEBUG] [LOCAL ] No optimal features file found for KBR: ./output/feature-sets/KBR.txt [2025-09-26T23:06:43.350872] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:43.350908] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:43.350938] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:43.350998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:43.369049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:43.369634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:43.369753] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:43.369790] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:43.417166] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:43.417401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:43.417446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:43.417479] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:43.421561] [DEBUG] [FORECASTER] KBR: Forecast T+1@11:T+2@11: DOWN (p=7.35%) [2025-09-26T23:06:43.421924] [INFO ] [FORECASTER] Completed predict_future for KBR [2025-09-26T23:06:43.422098] [INFO ] [sig ] KBR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:43.569825] [INFO ] [LOCAL ] Saved forecast: KBR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KBR.txt [2025-09-26T23:06:43.570123] [WARN ] [sig ] [967/2043] Failed KBR after 0.3s | 4.08 sym/s | Total: 3.9m | ETA: 4.4m [2025-09-26T23:06:43.570204] [INFO ] [sig ] [968/2043] Forecasting KD... [2025-09-26T23:06:43.570246] [INFO ] [sig ] Generating forecast for: KD [2025-09-26T23:06:43.570282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'. [2025-09-26T23:06:43.582026] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KD'. [2025-09-26T23:06:43.582379] [INFO ] [FORECASTER] Starting predict_future for KD [2025-09-26T23:06:43.609128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:43.609924] [DEBUG] [LOCAL ] No optimal features file found for KD: ./output/feature-sets/KD.txt [2025-09-26T23:06:43.609981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:43.610016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:43.610044] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:43.610104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:43.628134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:43.628794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:43.628885] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:43.628919] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:43.674276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:43.674439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:43.674480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:43.674509] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:43.678164] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=23.42%) [2025-09-26T23:06:43.678470] [INFO ] [FORECASTER] Completed predict_future for KD [2025-09-26T23:06:43.678626] [INFO ] [sig ] KD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:43.828065] [INFO ] [LOCAL ] Saved forecast: KD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KD.txt [2025-09-26T23:06:43.828458] [WARN ] [sig ] [968/2043] Failed KD after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:43.828543] [INFO ] [sig ] [969/2043] Forecasting KEN... [2025-09-26T23:06:43.828585] [INFO ] [sig ] Generating forecast for: KEN [2025-09-26T23:06:43.828619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'. [2025-09-26T23:06:43.839995] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEN'. [2025-09-26T23:06:43.840339] [INFO ] [FORECASTER] Starting predict_future for KEN [2025-09-26T23:06:43.867087] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:43.867940] [DEBUG] [LOCAL ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt [2025-09-26T23:06:43.868003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:43.868039] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:43.868068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:43.868127] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:43.885879] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:43.886485] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:43.886582] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:43.886616] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:43.925736] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:43.925895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:43.925935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:43.925964] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:43.929472] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=57.60%) [2025-09-26T23:06:43.929832] [INFO ] [FORECASTER] Completed predict_future for KEN [2025-09-26T23:06:43.929991] [INFO ] [sig ] KEN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:44.077777] [INFO ] [LOCAL ] Saved forecast: KEN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KEN.txt [2025-09-26T23:06:44.078157] [WARN ] [sig ] [969/2043] Failed KEN after 0.2s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:44.078248] [INFO ] [sig ] [970/2043] Forecasting KEP... [2025-09-26T23:06:44.078290] [INFO ] [sig ] Generating forecast for: KEP [2025-09-26T23:06:44.078326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'. [2025-09-26T23:06:44.089947] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEP'. [2025-09-26T23:06:44.090494] [INFO ] [FORECASTER] Starting predict_future for KEP [2025-09-26T23:06:44.117943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:44.118941] [DEBUG] [LOCAL ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt [2025-09-26T23:06:44.118999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:44.119036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:44.119135] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:44.119207] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:44.137420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:44.138673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:44.138784] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:44.138820] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:44.185241] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:44.185410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:44.185452] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:44.185482] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:44.189237] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=32.59%) [2025-09-26T23:06:44.189540] [INFO ] [FORECASTER] Completed predict_future for KEP [2025-09-26T23:06:44.189726] [INFO ] [sig ] KEP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:44.333902] [INFO ] [LOCAL ] Saved forecast: KEP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KEP.txt [2025-09-26T23:06:44.334205] [WARN ] [sig ] [970/2043] Failed KEP after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:44.334287] [INFO ] [sig ] [971/2043] Forecasting KEX... [2025-09-26T23:06:44.334328] [INFO ] [sig ] Generating forecast for: KEX [2025-09-26T23:06:44.334364] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'. [2025-09-26T23:06:44.345805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEX'. [2025-09-26T23:06:44.346168] [INFO ] [FORECASTER] Starting predict_future for KEX [2025-09-26T23:06:44.372747] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:44.373585] [DEBUG] [LOCAL ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt [2025-09-26T23:06:44.373671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:44.373730] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:44.373763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:44.373823] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:44.391725] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:44.392328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:44.392422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:44.392457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:44.437432] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:44.437587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:44.437627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:44.437697] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:44.441237] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: DOWN (p=1.21%) [2025-09-26T23:06:44.441531] [INFO ] [FORECASTER] Completed predict_future for KEX [2025-09-26T23:06:44.441714] [INFO ] [sig ] KEX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:44.586741] [INFO ] [LOCAL ] Saved forecast: KEX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KEX.txt [2025-09-26T23:06:44.587096] [WARN ] [sig ] [971/2043] Failed KEX after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:44.587181] [INFO ] [sig ] [972/2043] Forecasting KEYS... [2025-09-26T23:06:44.587223] [INFO ] [sig ] Generating forecast for: KEYS [2025-09-26T23:06:44.587259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'. [2025-09-26T23:06:44.601372] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KEYS'. [2025-09-26T23:06:44.601850] [INFO ] [FORECASTER] Starting predict_future for KEYS [2025-09-26T23:06:44.628042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:44.628897] [DEBUG] [LOCAL ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt [2025-09-26T23:06:44.628959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:44.628995] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:44.629023] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:44.629082] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:44.646948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:44.647585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:44.647699] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:44.647753] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:44.693267] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:44.693417] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:44.693458] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:44.693488] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:44.697187] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=19.30%) [2025-09-26T23:06:44.697491] [INFO ] [FORECASTER] Completed predict_future for KEYS [2025-09-26T23:06:44.697670] [INFO ] [sig ] KEYS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:44.843770] [INFO ] [LOCAL ] Saved forecast: KEYS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KEYS.txt [2025-09-26T23:06:44.844070] [WARN ] [sig ] [972/2043] Failed KEYS after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:44.844151] [INFO ] [sig ] [973/2043] Forecasting KF... [2025-09-26T23:06:44.844192] [INFO ] [sig ] Generating forecast for: KF [2025-09-26T23:06:44.844227] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KF' from 'https://tdm.silogroup.org/data/derivative_storage/KF.csv'. [2025-09-26T23:06:44.854806] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KF'. [2025-09-26T23:06:44.855156] [INFO ] [FORECASTER] Starting predict_future for KF [2025-09-26T23:06:44.881994] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:44.882856] [DEBUG] [LOCAL ] No optimal features file found for KF: ./output/feature-sets/KF.txt [2025-09-26T23:06:44.882917] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:44.882953] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:44.882985] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:44.883046] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:44.901332] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:44.902007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:44.902100] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:44.902136] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:44.948620] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:44.948879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:44.948935] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:44.948967] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:44.953417] [DEBUG] [FORECASTER] KF: Forecast T+1@11:T+2@11: DOWN (p=16.33%) [2025-09-26T23:06:44.954377] [INFO ] [FORECASTER] Completed predict_future for KF [2025-09-26T23:06:44.954569] [INFO ] [sig ] KF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:45.105715] [INFO ] [LOCAL ] Saved forecast: KF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KF.txt [2025-09-26T23:06:45.106071] [WARN ] [sig ] [973/2043] Failed KF after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:45.106156] [INFO ] [sig ] [974/2043] Forecasting KFRC... [2025-09-26T23:06:45.106208] [INFO ] [sig ] Generating forecast for: KFRC [2025-09-26T23:06:45.106245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFRC' from 'https://tdm.silogroup.org/data/derivative_storage/KFRC.csv'. [2025-09-26T23:06:45.117478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KFRC'. [2025-09-26T23:06:45.117867] [INFO ] [FORECASTER] Starting predict_future for KFRC [2025-09-26T23:06:45.145660] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:45.146496] [DEBUG] [LOCAL ] No optimal features file found for KFRC: ./output/feature-sets/KFRC.txt [2025-09-26T23:06:45.146554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:45.146594] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:45.146625] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:45.146716] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:45.165699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:45.166388] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:45.166481] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:45.166517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:45.209883] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:45.210079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:45.210126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:45.210156] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:45.214275] [DEBUG] [FORECASTER] KFRC: Forecast T+1@11:T+2@11: UP (p=71.30%) [2025-09-26T23:06:45.214667] [INFO ] [FORECASTER] Completed predict_future for KFRC [2025-09-26T23:06:45.214850] [INFO ] [sig ] KFRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:45.368083] [INFO ] [LOCAL ] Saved forecast: KFRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KFRC.txt [2025-09-26T23:06:45.368358] [WARN ] [sig ] [974/2043] Failed KFRC after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:45.368449] [INFO ] [sig ] [975/2043] Forecasting KFS... [2025-09-26T23:06:45.368489] [INFO ] [sig ] Generating forecast for: KFS [2025-09-26T23:06:45.368559] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'. [2025-09-26T23:06:45.379305] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KFS'. [2025-09-26T23:06:45.379623] [INFO ] [FORECASTER] Starting predict_future for KFS [2025-09-26T23:06:45.410077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:45.410947] [DEBUG] [LOCAL ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt [2025-09-26T23:06:45.411009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:45.411046] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:45.411074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:45.411133] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:45.429818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:45.430467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:45.430559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:45.430593] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:45.472354] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:45.472490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:45.472529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:45.472559] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:45.476258] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=53.07%) [2025-09-26T23:06:45.476612] [INFO ] [FORECASTER] Completed predict_future for KFS [2025-09-26T23:06:45.476810] [INFO ] [sig ] KFS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:45.625513] [INFO ] [LOCAL ] Saved forecast: KFS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KFS.txt [2025-09-26T23:06:45.625820] [WARN ] [sig ] [975/2043] Failed KFS after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:45.625911] [INFO ] [sig ] [976/2043] Forecasting KFY... [2025-09-26T23:06:45.625951] [INFO ] [sig ] Generating forecast for: KFY [2025-09-26T23:06:45.625985] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'. [2025-09-26T23:06:45.636372] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KFY'. [2025-09-26T23:06:45.636701] [INFO ] [FORECASTER] Starting predict_future for KFY [2025-09-26T23:06:45.663067] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:45.663889] [DEBUG] [LOCAL ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt [2025-09-26T23:06:45.663945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:45.663980] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:45.664009] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:45.664066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:45.683258] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:45.684528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:45.684665] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:45.684723] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:45.729908] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:45.730085] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:45.730134] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:45.730167] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:45.734243] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=59.25%) [2025-09-26T23:06:45.734577] [INFO ] [FORECASTER] Completed predict_future for KFY [2025-09-26T23:06:45.734816] [INFO ] [sig ] KFY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:45.889439] [INFO ] [LOCAL ] Saved forecast: KFY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KFY.txt [2025-09-26T23:06:45.889860] [WARN ] [sig ] [976/2043] Failed KFY after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:45.889951] [INFO ] [sig ] [977/2043] Forecasting KGC... [2025-09-26T23:06:45.889991] [INFO ] [sig ] Generating forecast for: KGC [2025-09-26T23:06:45.890030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGC' from 'https://tdm.silogroup.org/data/derivative_storage/KGC.csv'. [2025-09-26T23:06:45.901321] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KGC'. [2025-09-26T23:06:45.901698] [INFO ] [FORECASTER] Starting predict_future for KGC [2025-09-26T23:06:45.930371] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:45.931410] [DEBUG] [LOCAL ] No optimal features file found for KGC: ./output/feature-sets/KGC.txt [2025-09-26T23:06:45.931472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:45.931508] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:45.931536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:45.931595] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:45.949980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:45.950634] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:45.950770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:45.950809] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:45.993957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:45.994110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:45.994152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:45.994183] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:45.997996] [DEBUG] [FORECASTER] KGC: Forecast T+1@11:T+2@11: UP (p=66.90%) [2025-09-26T23:06:45.998317] [INFO ] [FORECASTER] Completed predict_future for KGC [2025-09-26T23:06:45.998495] [INFO ] [sig ] KGC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:46.150661] [INFO ] [LOCAL ] Saved forecast: KGC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KGC.txt [2025-09-26T23:06:46.151025] [WARN ] [sig ] [977/2043] Failed KGC after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.4m [2025-09-26T23:06:46.151116] [INFO ] [sig ] [978/2043] Forecasting KGS... [2025-09-26T23:06:46.151157] [INFO ] [sig ] Generating forecast for: KGS [2025-09-26T23:06:46.151192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'. [2025-09-26T23:06:46.161745] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KGS'. [2025-09-26T23:06:46.162057] [INFO ] [FORECASTER] Starting predict_future for KGS [2025-09-26T23:06:46.191187] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:46.192013] [DEBUG] [LOCAL ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt [2025-09-26T23:06:46.192069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:46.192103] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:46.192131] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:46.192189] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:46.210327] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:46.211323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:46.211424] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:46.211457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:46.256487] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:46.256715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:46.256775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:46.256807] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:46.260961] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: UP (p=51.27%) [2025-09-26T23:06:46.261355] [INFO ] [FORECASTER] Completed predict_future for KGS [2025-09-26T23:06:46.261526] [INFO ] [sig ] KGS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:46.411043] [INFO ] [LOCAL ] Saved forecast: KGS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KGS.txt [2025-09-26T23:06:46.411303] [WARN ] [sig ] [978/2043] Failed KGS after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:46.411385] [INFO ] [sig ] [979/2043] Forecasting KIM... [2025-09-26T23:06:46.411425] [INFO ] [sig ] Generating forecast for: KIM [2025-09-26T23:06:46.411459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'. [2025-09-26T23:06:46.421866] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KIM'. [2025-09-26T23:06:46.422217] [INFO ] [FORECASTER] Starting predict_future for KIM [2025-09-26T23:06:46.449077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:46.450021] [DEBUG] [LOCAL ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt [2025-09-26T23:06:46.450139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:46.450197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:46.450232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:46.450292] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:46.468329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:46.468987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:46.469080] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:46.469116] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:46.516792] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:46.516934] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:46.516973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:46.517003] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:46.520871] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=16.71%) [2025-09-26T23:06:46.521168] [INFO ] [FORECASTER] Completed predict_future for KIM [2025-09-26T23:06:46.521328] [INFO ] [sig ] KIM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:46.680353] [INFO ] [LOCAL ] Saved forecast: KIM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KIM.txt [2025-09-26T23:06:46.680694] [WARN ] [sig ] [979/2043] Failed KIM after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:46.680785] [INFO ] [sig ] [980/2043] Forecasting KIO... [2025-09-26T23:06:46.680828] [INFO ] [sig ] Generating forecast for: KIO [2025-09-26T23:06:46.680865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'. [2025-09-26T23:06:46.692504] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KIO'. [2025-09-26T23:06:46.693086] [INFO ] [FORECASTER] Starting predict_future for KIO [2025-09-26T23:06:46.722118] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:46.723054] [DEBUG] [LOCAL ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt [2025-09-26T23:06:46.723118] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:46.723155] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:46.723185] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:46.723245] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:46.743976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:46.745187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:46.745288] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:46.745323] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:46.789225] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:46.789456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:46.789504] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:46.789534] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:46.795694] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: DOWN (p=17.83%) [2025-09-26T23:06:46.796045] [INFO ] [FORECASTER] Completed predict_future for KIO [2025-09-26T23:06:46.796221] [INFO ] [sig ] KIO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:46.949697] [INFO ] [LOCAL ] Saved forecast: KIO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KIO.txt [2025-09-26T23:06:46.950001] [WARN ] [sig ] [980/2043] Failed KIO after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:46.950085] [INFO ] [sig ] [981/2043] Forecasting KKR... [2025-09-26T23:06:46.950133] [INFO ] [sig ] Generating forecast for: KKR [2025-09-26T23:06:46.950180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKR' from 'https://tdm.silogroup.org/data/derivative_storage/KKR.csv'. [2025-09-26T23:06:46.963101] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KKR'. [2025-09-26T23:06:46.963661] [INFO ] [FORECASTER] Starting predict_future for KKR [2025-09-26T23:06:46.996969] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:46.998204] [DEBUG] [LOCAL ] No optimal features file found for KKR: ./output/feature-sets/KKR.txt [2025-09-26T23:06:46.998271] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:46.998309] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:46.998339] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:46.998398] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:47.024060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:47.025288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:47.025429] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:47.025479] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:47.073987] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:47.074159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:47.074200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:47.074230] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:47.077957] [DEBUG] [FORECASTER] KKR: Forecast T+1@11:T+2@11: DOWN (p=49.34%) [2025-09-26T23:06:47.078249] [INFO ] [FORECASTER] Completed predict_future for KKR [2025-09-26T23:06:47.078399] [INFO ] [sig ] KKR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:47.227467] [INFO ] [LOCAL ] Saved forecast: KKR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KKR.txt [2025-09-26T23:06:47.227709] [WARN ] [sig ] [981/2043] Failed KKR after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:47.227842] [INFO ] [sig ] [982/2043] Forecasting KKRS... [2025-09-26T23:06:47.227882] [INFO ] [sig ] Generating forecast for: KKRS [2025-09-26T23:06:47.227938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'. [2025-09-26T23:06:47.242541] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KKRS'. [2025-09-26T23:06:47.243044] [INFO ] [FORECASTER] Starting predict_future for KKRS [2025-09-26T23:06:47.273146] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:47.274274] [DEBUG] [LOCAL ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt [2025-09-26T23:06:47.274334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:47.274371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:47.274400] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:47.274462] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:47.292134] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:47.292768] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:47.292864] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:47.292898] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:47.338219] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:47.338354] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:47.338396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:47.338455] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:47.342083] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=13.42%) [2025-09-26T23:06:47.342410] [INFO ] [FORECASTER] Completed predict_future for KKRS [2025-09-26T23:06:47.342575] [INFO ] [sig ] KKRS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:47.493096] [INFO ] [LOCAL ] Saved forecast: KKRS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KKRS.txt [2025-09-26T23:06:47.493599] [WARN ] [sig ] [982/2043] Failed KKRS after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:47.493711] [INFO ] [sig ] [983/2043] Forecasting KLC... [2025-09-26T23:06:47.493755] [INFO ] [sig ] Generating forecast for: KLC [2025-09-26T23:06:47.493793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLC' from 'https://tdm.silogroup.org/data/derivative_storage/KLC.csv'. [2025-09-26T23:06:47.509614] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KLC'. [2025-09-26T23:06:47.510124] [INFO ] [FORECASTER] Starting predict_future for KLC [2025-09-26T23:06:47.537988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:47.538793] [DEBUG] [LOCAL ] No optimal features file found for KLC: ./output/feature-sets/KLC.txt [2025-09-26T23:06:47.538851] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:47.538885] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:47.538914] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:47.538974] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:47.557054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:47.557666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:47.557769] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:47.557806] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:47.603557] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:47.603726] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:47.603781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:47.603813] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:47.607550] [DEBUG] [FORECASTER] KLC: Forecast T+1@11:T+2@11: DOWN (p=3.75%) [2025-09-26T23:06:47.607891] [INFO ] [FORECASTER] Completed predict_future for KLC [2025-09-26T23:06:47.608069] [INFO ] [sig ] KLC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:47.764772] [INFO ] [LOCAL ] Saved forecast: KLC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KLC.txt [2025-09-26T23:06:47.765145] [WARN ] [sig ] [983/2043] Failed KLC after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:47.765231] [INFO ] [sig ] [984/2043] Forecasting KLG... [2025-09-26T23:06:47.765271] [INFO ] [sig ] Generating forecast for: KLG [2025-09-26T23:06:47.765374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KLG' from 'https://tdm.silogroup.org/data/derivative_storage/KLG.csv'. [2025-09-26T23:06:47.771925] [WARN ] [REMOTE ] Historical data not found for symbol 'KLG' (404). [2025-09-26T23:06:47.772234] [FATAL] [sig ] KLG: No historical data fetched. [2025-09-26T23:06:47.772336] [WARN ] [sig ] [984/2043] Failed KLG after 0.0s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:47.772409] [INFO ] [sig ] [985/2043] Forecasting KMI... [2025-09-26T23:06:47.772453] [INFO ] [sig ] Generating forecast for: KMI [2025-09-26T23:06:47.772488] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'. [2025-09-26T23:06:47.797895] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMI'. [2025-09-26T23:06:47.799098] [INFO ] [FORECASTER] Starting predict_future for KMI [2025-09-26T23:06:47.830531] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:47.831535] [DEBUG] [LOCAL ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt [2025-09-26T23:06:47.831628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:47.831741] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:47.831797] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:47.831928] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:47.850276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:47.851534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:47.852022] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:47.852083] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:47.898158] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:47.898401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:47.898453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:47.898488] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:47.903599] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=5.76%) [2025-09-26T23:06:47.904003] [INFO ] [FORECASTER] Completed predict_future for KMI [2025-09-26T23:06:47.904204] [INFO ] [sig ] KMI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:48.060135] [INFO ] [LOCAL ] Saved forecast: KMI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KMI.txt [2025-09-26T23:06:48.060498] [WARN ] [sig ] [985/2043] Failed KMI after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:48.060610] [INFO ] [sig ] [986/2043] Forecasting KMPB... [2025-09-26T23:06:48.060693] [INFO ] [sig ] Generating forecast for: KMPB [2025-09-26T23:06:48.060750] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'. [2025-09-26T23:06:48.072767] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'KMPB'. [2025-09-26T23:06:48.073097] [INFO ] [FORECASTER] Starting predict_future for KMPB [2025-09-26T23:06:48.100150] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:48.101005] [DEBUG] [LOCAL ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt [2025-09-26T23:06:48.101080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:48.101149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:48.101219] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:48.101318] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:48.121409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:48.122382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:48.122499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:48.122572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:48.157690] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:48.157881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:48.157929] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:48.157960] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:48.162099] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=75.49%) [2025-09-26T23:06:48.162424] [INFO ] [FORECASTER] Completed predict_future for KMPB [2025-09-26T23:06:48.162612] [INFO ] [sig ] KMPB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:48.314528] [INFO ] [LOCAL ] Saved forecast: KMPB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KMPB.txt [2025-09-26T23:06:48.314819] [WARN ] [sig ] [986/2043] Failed KMPB after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:48.314920] [INFO ] [sig ] [987/2043] Forecasting KMPR... [2025-09-26T23:06:48.314991] [INFO ] [sig ] Generating forecast for: KMPR [2025-09-26T23:06:48.315070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMPR' from 'https://tdm.silogroup.org/data/derivative_storage/KMPR.csv'. [2025-09-26T23:06:48.325973] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMPR'. [2025-09-26T23:06:48.326295] [INFO ] [FORECASTER] Starting predict_future for KMPR [2025-09-26T23:06:48.353072] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:48.353884] [DEBUG] [LOCAL ] No optimal features file found for KMPR: ./output/feature-sets/KMPR.txt [2025-09-26T23:06:48.353941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:48.353975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:48.354003] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:48.354060] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:48.372012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:48.372574] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:48.372681] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:48.372736] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:48.417125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:48.417227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:48.417270] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:48.417303] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:48.421096] [DEBUG] [FORECASTER] KMPR: Forecast T+1@11:T+2@11: DOWN (p=8.37%) [2025-09-26T23:06:48.421402] [INFO ] [FORECASTER] Completed predict_future for KMPR [2025-09-26T23:06:48.421553] [INFO ] [sig ] KMPR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:48.573699] [INFO ] [LOCAL ] Saved forecast: KMPR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KMPR.txt [2025-09-26T23:06:48.574009] [WARN ] [sig ] [987/2043] Failed KMPR after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:48.574133] [INFO ] [sig ] [988/2043] Forecasting KMT... [2025-09-26T23:06:48.574210] [INFO ] [sig ] Generating forecast for: KMT [2025-09-26T23:06:48.574278] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMT' from 'https://tdm.silogroup.org/data/derivative_storage/KMT.csv'. [2025-09-26T23:06:48.587013] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMT'. [2025-09-26T23:06:48.587368] [INFO ] [FORECASTER] Starting predict_future for KMT [2025-09-26T23:06:48.614290] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:48.615120] [DEBUG] [LOCAL ] No optimal features file found for KMT: ./output/feature-sets/KMT.txt [2025-09-26T23:06:48.615233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:48.615308] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:48.615367] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:48.615473] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:48.634116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:48.634715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:48.634814] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:48.634874] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:48.681719] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:48.681820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:48.681861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:48.681893] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:48.685782] [DEBUG] [FORECASTER] KMT: Forecast T+1@11:T+2@11: DOWN (p=12.41%) [2025-09-26T23:06:48.686115] [INFO ] [FORECASTER] Completed predict_future for KMT [2025-09-26T23:06:48.686269] [INFO ] [sig ] KMT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:48.836565] [INFO ] [LOCAL ] Saved forecast: KMT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KMT.txt [2025-09-26T23:06:48.836824] [WARN ] [sig ] [988/2043] Failed KMT after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:48.836920] [INFO ] [sig ] [989/2043] Forecasting KMX... [2025-09-26T23:06:48.836991] [INFO ] [sig ] Generating forecast for: KMX [2025-09-26T23:06:48.837040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'. [2025-09-26T23:06:48.847234] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KMX'. [2025-09-26T23:06:48.847573] [INFO ] [FORECASTER] Starting predict_future for KMX [2025-09-26T23:06:48.873774] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:48.874742] [DEBUG] [LOCAL ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt [2025-09-26T23:06:48.874809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:48.874843] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:48.874871] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:48.874928] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:48.893105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:48.893679] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:48.893773] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:48.893808] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:48.937625] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:48.937744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:48.937790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:48.937822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:48.941586] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=47.91%) [2025-09-26T23:06:48.941976] [INFO ] [FORECASTER] Completed predict_future for KMX [2025-09-26T23:06:48.942141] [INFO ] [sig ] KMX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:49.092386] [INFO ] [LOCAL ] Saved forecast: KMX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KMX.txt [2025-09-26T23:06:49.092689] [WARN ] [sig ] [989/2043] Failed KMX after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:49.092789] [INFO ] [sig ] [990/2043] Forecasting KN... [2025-09-26T23:06:49.092862] [INFO ] [sig ] Generating forecast for: KN [2025-09-26T23:06:49.092928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'. [2025-09-26T23:06:49.106841] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KN'. [2025-09-26T23:06:49.107379] [INFO ] [FORECASTER] Starting predict_future for KN [2025-09-26T23:06:49.136226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:49.138242] [DEBUG] [LOCAL ] No optimal features file found for KN: ./output/feature-sets/KN.txt [2025-09-26T23:06:49.138342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:49.138380] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:49.138410] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:49.138470] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:49.157848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:49.158616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:49.158747] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:49.158823] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:49.203620] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:49.203807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:49.203854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:49.203885] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:49.207684] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=51.08%) [2025-09-26T23:06:49.207999] [INFO ] [FORECASTER] Completed predict_future for KN [2025-09-26T23:06:49.208156] [INFO ] [sig ] KN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:49.355733] [INFO ] [LOCAL ] Saved forecast: KN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KN.txt [2025-09-26T23:06:49.356031] [WARN ] [sig ] [990/2043] Failed KN after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:49.356110] [INFO ] [sig ] [991/2043] Forecasting KNF... [2025-09-26T23:06:49.356184] [INFO ] [sig ] Generating forecast for: KNF [2025-09-26T23:06:49.356230] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'. [2025-09-26T23:06:49.367194] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNF'. [2025-09-26T23:06:49.367561] [INFO ] [FORECASTER] Starting predict_future for KNF [2025-09-26T23:06:49.394084] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:49.394881] [DEBUG] [LOCAL ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt [2025-09-26T23:06:49.394939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:49.394973] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:49.395002] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:49.395062] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:49.413724] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:49.414339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:49.414427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:49.414466] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:49.461270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:49.461375] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:49.461415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:49.461488] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:49.473363] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: UP (p=95.11%) [2025-09-26T23:06:49.474544] [INFO ] [FORECASTER] Completed predict_future for KNF [2025-09-26T23:06:49.474789] [INFO ] [sig ] KNF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:49.667425] [INFO ] [LOCAL ] Saved forecast: KNF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KNF.txt [2025-09-26T23:06:49.667790] [WARN ] [sig ] [991/2043] Failed KNF after 0.3s | 4.08 sym/s | Total: 4.0m | ETA: 4.3m [2025-09-26T23:06:49.667937] [INFO ] [sig ] [992/2043] Forecasting KNOP... [2025-09-26T23:06:49.667989] [INFO ] [sig ] Generating forecast for: KNOP [2025-09-26T23:06:49.668056] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'. [2025-09-26T23:06:49.683751] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNOP'. [2025-09-26T23:06:49.684347] [INFO ] [FORECASTER] Starting predict_future for KNOP [2025-09-26T23:06:49.727633] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:49.728678] [DEBUG] [LOCAL ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt [2025-09-26T23:06:49.728805] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:49.728861] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:49.728894] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:49.728956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:49.750052] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:49.751227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:49.751333] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:49.751369] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:49.794725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:49.794931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:49.795004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:49.795039] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:49.799814] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-09-26T23:06:49.800200] [INFO ] [FORECASTER] Completed predict_future for KNOP [2025-09-26T23:06:49.800376] [INFO ] [sig ] KNOP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:49.991980] [INFO ] [LOCAL ] Saved forecast: KNOP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KNOP.txt [2025-09-26T23:06:49.992323] [WARN ] [sig ] [992/2043] Failed KNOP after 0.3s | 4.08 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:49.992462] [INFO ] [sig ] [993/2043] Forecasting KNSL... [2025-09-26T23:06:49.992547] [INFO ] [sig ] Generating forecast for: KNSL [2025-09-26T23:06:49.992624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'. [2025-09-26T23:06:50.006979] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNSL'. [2025-09-26T23:06:50.007551] [INFO ] [FORECASTER] Starting predict_future for KNSL [2025-09-26T23:06:50.051971] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:50.053270] [DEBUG] [LOCAL ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt [2025-09-26T23:06:50.053346] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:50.053405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:50.053457] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:50.053558] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:50.084058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:50.085426] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:50.085592] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:50.085685] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:50.136612] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:50.136859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:50.136930] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:50.136981] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:50.142852] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=17.12%) [2025-09-26T23:06:50.143399] [INFO ] [FORECASTER] Completed predict_future for KNSL [2025-09-26T23:06:50.143622] [INFO ] [sig ] KNSL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:50.354910] [INFO ] [LOCAL ] Saved forecast: KNSL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KNSL.txt [2025-09-26T23:06:50.355240] [WARN ] [sig ] [993/2043] Failed KNSL after 0.4s | 4.08 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:50.355347] [INFO ] [sig ] [994/2043] Forecasting KNTK... [2025-09-26T23:06:50.355415] [INFO ] [sig ] Generating forecast for: KNTK [2025-09-26T23:06:50.355495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'. [2025-09-26T23:06:50.369846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNTK'. [2025-09-26T23:06:50.370443] [INFO ] [FORECASTER] Starting predict_future for KNTK [2025-09-26T23:06:50.406834] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:50.408190] [DEBUG] [LOCAL ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt [2025-09-26T23:06:50.408277] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:50.408333] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:50.408381] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:50.408476] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:50.437731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:50.439188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:50.439327] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:50.439386] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:50.493721] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:50.493952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:50.494027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:50.494085] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:50.500186] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: DOWN (p=10.96%) [2025-09-26T23:06:50.500813] [INFO ] [FORECASTER] Completed predict_future for KNTK [2025-09-26T23:06:50.501043] [INFO ] [sig ] KNTK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:50.754100] [INFO ] [LOCAL ] Saved forecast: KNTK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KNTK.txt [2025-09-26T23:06:50.754464] [WARN ] [sig ] [994/2043] Failed KNTK after 0.4s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:50.754574] [INFO ] [sig ] [995/2043] Forecasting KNX... [2025-09-26T23:06:50.754638] [INFO ] [sig ] Generating forecast for: KNX [2025-09-26T23:06:50.754741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'. [2025-09-26T23:06:50.768618] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KNX'. [2025-09-26T23:06:50.769306] [INFO ] [FORECASTER] Starting predict_future for KNX [2025-09-26T23:06:50.805870] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:50.806880] [DEBUG] [LOCAL ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt [2025-09-26T23:06:50.806943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:50.806981] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:50.807011] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:50.807071] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:50.840639] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:50.841899] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:50.842025] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:50.842077] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:50.897786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:50.898092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:50.898177] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:50.898235] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:50.904547] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: UP (p=64.84%) [2025-09-26T23:06:50.905117] [INFO ] [FORECASTER] Completed predict_future for KNX [2025-09-26T23:06:50.905422] [INFO ] [sig ] KNX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:51.078832] [INFO ] [LOCAL ] Saved forecast: KNX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KNX.txt [2025-09-26T23:06:51.079129] [WARN ] [sig ] [995/2043] Failed KNX after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:51.079229] [INFO ] [sig ] [996/2043] Forecasting KODK... [2025-09-26T23:06:51.079271] [INFO ] [sig ] Generating forecast for: KODK [2025-09-26T23:06:51.079307] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'. [2025-09-26T23:06:51.090915] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KODK'. [2025-09-26T23:06:51.091417] [INFO ] [FORECASTER] Starting predict_future for KODK [2025-09-26T23:06:51.121970] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:51.122926] [DEBUG] [LOCAL ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt [2025-09-26T23:06:51.122996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:51.123038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:51.123078] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:51.123153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:51.142673] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:51.143673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:51.143776] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:51.143812] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:51.186545] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:51.186761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:51.186820] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:51.186852] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:51.190865] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=18.14%) [2025-09-26T23:06:51.191173] [INFO ] [FORECASTER] Completed predict_future for KODK [2025-09-26T23:06:51.191331] [INFO ] [sig ] KODK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:51.349245] [INFO ] [LOCAL ] Saved forecast: KODK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KODK.txt [2025-09-26T23:06:51.349526] [WARN ] [sig ] [996/2043] Failed KODK after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:51.349607] [INFO ] [sig ] [997/2043] Forecasting KOF... [2025-09-26T23:06:51.349677] [INFO ] [sig ] Generating forecast for: KOF [2025-09-26T23:06:51.349732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'. [2025-09-26T23:06:51.360076] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KOF'. [2025-09-26T23:06:51.360427] [INFO ] [FORECASTER] Starting predict_future for KOF [2025-09-26T23:06:51.388838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:51.389728] [DEBUG] [LOCAL ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt [2025-09-26T23:06:51.389793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:51.389832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:51.389862] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:51.389923] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:51.408428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:51.409123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:51.409215] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:51.409272] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:51.450311] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:51.450503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:51.450565] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:51.450599] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:51.454812] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=78.12%) [2025-09-26T23:06:51.455176] [INFO ] [FORECASTER] Completed predict_future for KOF [2025-09-26T23:06:51.455339] [INFO ] [sig ] KOF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:51.605604] [INFO ] [LOCAL ] Saved forecast: KOF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KOF.txt [2025-09-26T23:06:51.605924] [WARN ] [sig ] [997/2043] Failed KOF after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:51.606008] [INFO ] [sig ] [998/2043] Forecasting KOP... [2025-09-26T23:06:51.606049] [INFO ] [sig ] Generating forecast for: KOP [2025-09-26T23:06:51.606084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'. [2025-09-26T23:06:51.617346] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KOP'. [2025-09-26T23:06:51.617901] [INFO ] [FORECASTER] Starting predict_future for KOP [2025-09-26T23:06:51.648116] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:51.649080] [DEBUG] [LOCAL ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt [2025-09-26T23:06:51.649144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:51.649183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:51.649216] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:51.649279] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:51.669373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:51.670231] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:51.670327] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:51.670419] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:51.710536] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:51.710735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:51.710818] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:51.710872] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:51.715003] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: DOWN (p=34.48%) [2025-09-26T23:06:51.715338] [INFO ] [FORECASTER] Completed predict_future for KOP [2025-09-26T23:06:51.715493] [INFO ] [sig ] KOP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:51.876075] [INFO ] [LOCAL ] Saved forecast: KOP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KOP.txt [2025-09-26T23:06:51.876389] [WARN ] [sig ] [998/2043] Failed KOP after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:51.876477] [INFO ] [sig ] [999/2043] Forecasting KORE... [2025-09-26T23:06:51.876519] [INFO ] [sig ] Generating forecast for: KORE [2025-09-26T23:06:51.876554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KORE' from 'https://tdm.silogroup.org/data/derivative_storage/KORE.csv'. [2025-09-26T23:06:51.886901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KORE'. [2025-09-26T23:06:51.887298] [INFO ] [FORECASTER] Starting predict_future for KORE [2025-09-26T23:06:51.915192] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:51.916085] [DEBUG] [LOCAL ] No optimal features file found for KORE: ./output/feature-sets/KORE.txt [2025-09-26T23:06:51.916145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:51.916200] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:51.916232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:51.916292] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:51.935580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:51.936431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:51.936527] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:51.936565] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:51.970796] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:51.970961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:51.971009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:51.971041] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:51.974986] [DEBUG] [FORECASTER] KORE: Forecast T+1@11:T+2@11: DOWN (p=35.24%) [2025-09-26T23:06:51.975288] [INFO ] [FORECASTER] Completed predict_future for KORE [2025-09-26T23:06:51.975433] [INFO ] [sig ] KORE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:52.134868] [INFO ] [LOCAL ] Saved forecast: KORE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KORE.txt [2025-09-26T23:06:52.135159] [WARN ] [sig ] [999/2043] Failed KORE after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:52.135255] [INFO ] [sig ] [1000/2043] Forecasting KOS... [2025-09-26T23:06:52.135312] [INFO ] [sig ] Generating forecast for: KOS [2025-09-26T23:06:52.135349] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'. [2025-09-26T23:06:52.145928] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KOS'. [2025-09-26T23:06:52.146410] [INFO ] [FORECASTER] Starting predict_future for KOS [2025-09-26T23:06:52.173586] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:52.174504] [DEBUG] [LOCAL ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt [2025-09-26T23:06:52.174566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:52.174603] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:52.174633] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:52.174735] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:52.193606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:52.194306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:52.194398] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:52.194435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:52.227474] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:52.227606] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:52.227669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:52.227725] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:52.231350] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: DOWN (p=19.71%) [2025-09-26T23:06:52.231690] [INFO ] [FORECASTER] Completed predict_future for KOS [2025-09-26T23:06:52.231847] [INFO ] [sig ] KOS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:52.388924] [INFO ] [LOCAL ] Saved forecast: KOS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KOS.txt [2025-09-26T23:06:52.389187] [WARN ] [sig ] [1000/2043] Failed KOS after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:52.389265] [INFO ] [sig ] [1001/2043] Forecasting KR... [2025-09-26T23:06:52.389305] [INFO ] [sig ] Generating forecast for: KR [2025-09-26T23:06:52.389340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KR' from 'https://tdm.silogroup.org/data/derivative_storage/KR.csv'. [2025-09-26T23:06:52.400149] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KR'. [2025-09-26T23:06:52.400537] [INFO ] [FORECASTER] Starting predict_future for KR [2025-09-26T23:06:52.426963] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:52.427772] [DEBUG] [LOCAL ] No optimal features file found for KR: ./output/feature-sets/KR.txt [2025-09-26T23:06:52.427830] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:52.427865] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:52.427894] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:52.427953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:52.445965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:52.446611] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:52.446725] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:52.446769] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:52.486131] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:52.486307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:52.486399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:52.486435] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:52.490222] [DEBUG] [FORECASTER] KR: Forecast T+1@11:T+2@11: DOWN (p=20.85%) [2025-09-26T23:06:52.490518] [INFO ] [FORECASTER] Completed predict_future for KR [2025-09-26T23:06:52.490694] [INFO ] [sig ] KR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:52.638471] [INFO ] [LOCAL ] Saved forecast: KR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KR.txt [2025-09-26T23:06:52.638760] [WARN ] [sig ] [1001/2043] Failed KR after 0.2s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:52.638850] [INFO ] [sig ] [1002/2043] Forecasting KRC... [2025-09-26T23:06:52.638909] [INFO ] [sig ] Generating forecast for: KRC [2025-09-26T23:06:52.638946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'. [2025-09-26T23:06:52.649960] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRC'. [2025-09-26T23:06:52.650407] [INFO ] [FORECASTER] Starting predict_future for KRC [2025-09-26T23:06:52.678029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:52.678953] [DEBUG] [LOCAL ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt [2025-09-26T23:06:52.679015] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:52.679052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:52.679081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:52.679140] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:52.697811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:52.698387] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:52.698475] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:52.698509] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:52.737973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:52.738122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:52.738164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:52.738193] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:52.741973] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: UP (p=59.63%) [2025-09-26T23:06:52.742262] [INFO ] [FORECASTER] Completed predict_future for KRC [2025-09-26T23:06:52.742421] [INFO ] [sig ] KRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:52.895022] [INFO ] [LOCAL ] Saved forecast: KRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KRC.txt [2025-09-26T23:06:52.895270] [WARN ] [sig ] [1002/2043] Failed KRC after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:52.895349] [INFO ] [sig ] [1003/2043] Forecasting KREF... [2025-09-26T23:06:52.895389] [INFO ] [sig ] Generating forecast for: KREF [2025-09-26T23:06:52.895422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'. [2025-09-26T23:06:52.905379] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KREF'. [2025-09-26T23:06:52.905722] [INFO ] [FORECASTER] Starting predict_future for KREF [2025-09-26T23:06:52.932435] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:52.933265] [DEBUG] [LOCAL ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt [2025-09-26T23:06:52.933322] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:52.933358] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:52.933387] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:52.933448] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:52.952420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:52.953085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:52.953174] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:52.953211] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:52.984819] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:52.984986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:52.985029] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:52.985059] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:52.988970] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: UP (p=68.75%) [2025-09-26T23:06:52.989280] [INFO ] [FORECASTER] Completed predict_future for KREF [2025-09-26T23:06:52.989453] [INFO ] [sig ] KREF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:53.152760] [INFO ] [LOCAL ] Saved forecast: KREF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KREF.txt [2025-09-26T23:06:53.153289] [WARN ] [sig ] [1003/2043] Failed KREF after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:53.153386] [INFO ] [sig ] [1004/2043] Forecasting KRG... [2025-09-26T23:06:53.153428] [INFO ] [sig ] Generating forecast for: KRG [2025-09-26T23:06:53.153463] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'. [2025-09-26T23:06:53.164697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRG'. [2025-09-26T23:06:53.165153] [INFO ] [FORECASTER] Starting predict_future for KRG [2025-09-26T23:06:53.194008] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:53.194973] [DEBUG] [LOCAL ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt [2025-09-26T23:06:53.195032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:53.195069] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:53.195100] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:53.195161] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:53.214846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:53.215895] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:53.215999] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:53.216036] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:53.253224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:53.253398] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:53.253444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:53.253476] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:53.257950] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=50.70%) [2025-09-26T23:06:53.258297] [INFO ] [FORECASTER] Completed predict_future for KRG [2025-09-26T23:06:53.258477] [INFO ] [sig ] KRG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:53.423838] [INFO ] [LOCAL ] Saved forecast: KRG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KRG.txt [2025-09-26T23:06:53.424102] [WARN ] [sig ] [1004/2043] Failed KRG after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:53.424182] [INFO ] [sig ] [1005/2043] Forecasting KRO... [2025-09-26T23:06:53.424223] [INFO ] [sig ] Generating forecast for: KRO [2025-09-26T23:06:53.424259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'. [2025-09-26T23:06:53.434728] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRO'. [2025-09-26T23:06:53.435067] [INFO ] [FORECASTER] Starting predict_future for KRO [2025-09-26T23:06:53.462715] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:53.463538] [DEBUG] [LOCAL ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt [2025-09-26T23:06:53.463598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:53.463635] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:53.463749] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:53.463821] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:53.482817] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:53.483448] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:53.483541] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:53.483576] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:53.520892] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:53.521003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:53.521042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:53.521071] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:53.524565] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=12.50%) [2025-09-26T23:06:53.524879] [INFO ] [FORECASTER] Completed predict_future for KRO [2025-09-26T23:06:53.525023] [INFO ] [sig ] KRO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:53.671711] [INFO ] [LOCAL ] Saved forecast: KRO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KRO.txt [2025-09-26T23:06:53.671990] [WARN ] [sig ] [1005/2043] Failed KRO after 0.2s | 4.07 sym/s | Total: 4.1m | ETA: 4.3m [2025-09-26T23:06:53.672073] [INFO ] [sig ] [1006/2043] Forecasting KRP... [2025-09-26T23:06:53.672116] [INFO ] [sig ] Generating forecast for: KRP [2025-09-26T23:06:53.672153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'. [2025-09-26T23:06:53.682871] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KRP'. [2025-09-26T23:06:53.683261] [INFO ] [FORECASTER] Starting predict_future for KRP [2025-09-26T23:06:53.710556] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:53.711394] [DEBUG] [LOCAL ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt [2025-09-26T23:06:53.711454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:53.711513] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:53.711546] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:53.711607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:53.731220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:53.732006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:53.732102] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:53.732139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:53.771818] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:53.771969] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:53.772013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:53.772046] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:53.775801] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: UP (p=93.08%) [2025-09-26T23:06:53.776103] [INFO ] [FORECASTER] Completed predict_future for KRP [2025-09-26T23:06:53.776245] [INFO ] [sig ] KRP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:53.929959] [INFO ] [LOCAL ] Saved forecast: KRP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KRP.txt [2025-09-26T23:06:53.930230] [WARN ] [sig ] [1006/2043] Failed KRP after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:53.930312] [INFO ] [sig ] [1007/2043] Forecasting KSS... [2025-09-26T23:06:53.930353] [INFO ] [sig ] Generating forecast for: KSS [2025-09-26T23:06:53.930387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'. [2025-09-26T23:06:53.941124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KSS'. [2025-09-26T23:06:53.941570] [INFO ] [FORECASTER] Starting predict_future for KSS [2025-09-26T23:06:53.970112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:53.971048] [DEBUG] [LOCAL ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt [2025-09-26T23:06:53.971113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:53.971151] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:53.971182] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:53.971247] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:53.991087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:53.991873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:53.991968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:53.992041] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:54.038426] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:54.038598] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:54.038666] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:54.038724] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:54.042750] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=59.37%) [2025-09-26T23:06:54.043056] [INFO ] [FORECASTER] Completed predict_future for KSS [2025-09-26T23:06:54.043440] [INFO ] [sig ] KSS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:54.207382] [INFO ] [LOCAL ] Saved forecast: KSS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KSS.txt [2025-09-26T23:06:54.207749] [WARN ] [sig ] [1007/2043] Failed KSS after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:54.207845] [INFO ] [sig ] [1008/2043] Forecasting KT... [2025-09-26T23:06:54.207887] [INFO ] [sig ] Generating forecast for: KT [2025-09-26T23:06:54.207935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KT' from 'https://tdm.silogroup.org/data/derivative_storage/KT.csv'. [2025-09-26T23:06:54.221124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KT'. [2025-09-26T23:06:54.221520] [INFO ] [FORECASTER] Starting predict_future for KT [2025-09-26T23:06:54.249241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:54.250156] [DEBUG] [LOCAL ] No optimal features file found for KT: ./output/feature-sets/KT.txt [2025-09-26T23:06:54.250216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:54.250253] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:54.250284] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:54.250344] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:54.270209] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:54.271135] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:54.271233] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:54.271277] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:54.319595] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:54.319791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:54.319844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:54.319877] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:54.323994] [DEBUG] [FORECASTER] KT: Forecast T+1@11:T+2@11: DOWN (p=7.35%) [2025-09-26T23:06:54.324864] [INFO ] [FORECASTER] Completed predict_future for KT [2025-09-26T23:06:54.325038] [INFO ] [sig ] KT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:54.477746] [INFO ] [LOCAL ] Saved forecast: KT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KT.txt [2025-09-26T23:06:54.478011] [WARN ] [sig ] [1008/2043] Failed KT after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:54.478088] [INFO ] [sig ] [1009/2043] Forecasting KTB... [2025-09-26T23:06:54.478128] [INFO ] [sig ] Generating forecast for: KTB [2025-09-26T23:06:54.478163] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'. [2025-09-26T23:06:54.488556] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KTB'. [2025-09-26T23:06:54.488908] [INFO ] [FORECASTER] Starting predict_future for KTB [2025-09-26T23:06:54.516400] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:54.517248] [DEBUG] [LOCAL ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt [2025-09-26T23:06:54.517307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:54.517344] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:54.517375] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:54.517435] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:54.536109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:54.537045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:54.537145] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:54.537183] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:54.581347] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:54.581512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:54.581557] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:54.581590] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:54.585461] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=87.57%) [2025-09-26T23:06:54.585831] [INFO ] [FORECASTER] Completed predict_future for KTB [2025-09-26T23:06:54.585989] [INFO ] [sig ] KTB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:54.739333] [INFO ] [LOCAL ] Saved forecast: KTB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KTB.txt [2025-09-26T23:06:54.739592] [WARN ] [sig ] [1009/2043] Failed KTB after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:54.739696] [INFO ] [sig ] [1010/2043] Forecasting KTF... [2025-09-26T23:06:54.739759] [INFO ] [sig ] Generating forecast for: KTF [2025-09-26T23:06:54.739827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'. [2025-09-26T23:06:54.750388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KTF'. [2025-09-26T23:06:54.750779] [INFO ] [FORECASTER] Starting predict_future for KTF [2025-09-26T23:06:54.778815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:54.779604] [DEBUG] [LOCAL ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt [2025-09-26T23:06:54.779689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:54.779739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:54.779772] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:54.779834] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:54.799513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:54.800189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:54.800289] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:54.800356] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:54.841875] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:54.841992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:54.842033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:54.842067] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:54.845563] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: UP (p=54.21%) [2025-09-26T23:06:54.845881] [INFO ] [FORECASTER] Completed predict_future for KTF [2025-09-26T23:06:54.846030] [INFO ] [sig ] KTF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:55.001859] [INFO ] [LOCAL ] Saved forecast: KTF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KTF.txt [2025-09-26T23:06:55.002143] [WARN ] [sig ] [1010/2043] Failed KTF after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:55.002229] [INFO ] [sig ] [1011/2043] Forecasting KVUE... [2025-09-26T23:06:55.002271] [INFO ] [sig ] Generating forecast for: KVUE [2025-09-26T23:06:55.002308] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'. [2025-09-26T23:06:55.014773] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KVUE'. [2025-09-26T23:06:55.015222] [INFO ] [FORECASTER] Starting predict_future for KVUE [2025-09-26T23:06:55.042720] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:55.043551] [DEBUG] [LOCAL ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt [2025-09-26T23:06:55.043609] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:55.043673] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:55.043726] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:55.043789] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:55.062318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:55.063142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:55.063239] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:55.063275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:55.107923] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:55.108142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:55.108189] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:55.108219] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:55.112083] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=6.09%) [2025-09-26T23:06:55.112382] [INFO ] [FORECASTER] Completed predict_future for KVUE [2025-09-26T23:06:55.112563] [INFO ] [sig ] KVUE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:55.261498] [INFO ] [LOCAL ] Saved forecast: KVUE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/KVUE.txt [2025-09-26T23:06:55.261820] [WARN ] [sig ] [1011/2043] Failed KVUE after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:55.261909] [INFO ] [sig ] [1012/2043] Forecasting KVYO... [2025-09-26T23:06:55.261950] [INFO ] [sig ] Generating forecast for: KVYO [2025-09-26T23:06:55.261986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'. [2025-09-26T23:06:55.272256] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KVYO'. [2025-09-26T23:06:55.272595] [INFO ] [FORECASTER] Starting predict_future for KVYO [2025-09-26T23:06:55.299738] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:55.300593] [DEBUG] [LOCAL ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt [2025-09-26T23:06:55.300678] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:55.300734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:55.300767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:55.300829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:55.321048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:55.322027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:55.322162] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:55.322214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:55.362791] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:55.362975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:55.363033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:55.363100] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:55.367191] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=87.33%) [2025-09-26T23:06:55.367498] [INFO ] [FORECASTER] Completed predict_future for KVYO [2025-09-26T23:06:55.367680] [INFO ] [sig ] KVYO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:55.529495] [INFO ] [LOCAL ] Saved forecast: KVYO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KVYO.txt [2025-09-26T23:06:55.529754] [WARN ] [sig ] [1012/2043] Failed KVYO after 0.3s | 4.07 sym/s | Total: 4.1m | ETA: 4.2m [2025-09-26T23:06:55.529841] [INFO ] [sig ] [1013/2043] Forecasting KW... [2025-09-26T23:06:55.529882] [INFO ] [sig ] Generating forecast for: KW [2025-09-26T23:06:55.529919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KW' from 'https://tdm.silogroup.org/data/derivative_storage/KW.csv'. [2025-09-26T23:06:55.540952] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KW'. [2025-09-26T23:06:55.541362] [INFO ] [FORECASTER] Starting predict_future for KW [2025-09-26T23:06:55.571801] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:55.572785] [DEBUG] [LOCAL ] No optimal features file found for KW: ./output/feature-sets/KW.txt [2025-09-26T23:06:55.572849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:55.572908] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:55.572940] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:55.572998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:55.591697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:55.592562] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:55.592829] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:55.592888] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:55.637135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:55.637311] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:55.637359] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:55.637391] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:55.641514] [DEBUG] [FORECASTER] KW: Forecast T+1@11:T+2@11: UP (p=77.88%) [2025-09-26T23:06:55.641866] [INFO ] [FORECASTER] Completed predict_future for KW [2025-09-26T23:06:55.642034] [INFO ] [sig ] KW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:55.802956] [INFO ] [LOCAL ] Saved forecast: KW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KW.txt [2025-09-26T23:06:55.803270] [WARN ] [sig ] [1013/2043] Failed KW after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:55.803353] [INFO ] [sig ] [1014/2043] Forecasting KWR... [2025-09-26T23:06:55.803393] [INFO ] [sig ] Generating forecast for: KWR [2025-09-26T23:06:55.803428] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KWR' from 'https://tdm.silogroup.org/data/derivative_storage/KWR.csv'. [2025-09-26T23:06:55.815134] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KWR'. [2025-09-26T23:06:55.815503] [INFO ] [FORECASTER] Starting predict_future for KWR [2025-09-26T23:06:55.843352] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:55.844226] [DEBUG] [LOCAL ] No optimal features file found for KWR: ./output/feature-sets/KWR.txt [2025-09-26T23:06:55.844285] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:55.844322] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:55.844351] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:55.844411] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:55.863689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:55.864397] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:55.864494] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:55.864532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:55.908245] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:55.908411] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:55.908456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:55.908485] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:55.912334] [DEBUG] [FORECASTER] KWR: Forecast T+1@11:T+2@11: UP (p=66.63%) [2025-09-26T23:06:55.912674] [INFO ] [FORECASTER] Completed predict_future for KWR [2025-09-26T23:06:55.912882] [INFO ] [sig ] KWR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:56.061941] [INFO ] [LOCAL ] Saved forecast: KWR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KWR.txt [2025-09-26T23:06:56.062179] [WARN ] [sig ] [1014/2043] Failed KWR after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:56.062255] [INFO ] [sig ] [1015/2043] Forecasting KYN... [2025-09-26T23:06:56.062296] [INFO ] [sig ] Generating forecast for: KYN [2025-09-26T23:06:56.062331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'. [2025-09-26T23:06:56.073892] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'KYN'. [2025-09-26T23:06:56.074271] [INFO ] [FORECASTER] Starting predict_future for KYN [2025-09-26T23:06:56.100935] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:56.101739] [DEBUG] [LOCAL ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt [2025-09-26T23:06:56.101796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:56.101832] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:56.101861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:56.101920] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:56.123545] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:56.124477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:56.124570] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:56.124605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:56.167153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:56.167338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:56.167983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:56.168025] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:56.171934] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=93.06%) [2025-09-26T23:06:56.172293] [INFO ] [FORECASTER] Completed predict_future for KYN [2025-09-26T23:06:56.172482] [INFO ] [sig ] KYN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:56.323582] [INFO ] [LOCAL ] Saved forecast: KYN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/KYN.txt [2025-09-26T23:06:56.323924] [WARN ] [sig ] [1015/2043] Failed KYN after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:56.324051] [INFO ] [sig ] [1016/2043] Forecasting L... [2025-09-26T23:06:56.324113] [INFO ] [sig ] Generating forecast for: L [2025-09-26T23:06:56.324154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'. [2025-09-26T23:06:56.334949] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'L'. [2025-09-26T23:06:56.335264] [INFO ] [FORECASTER] Starting predict_future for L [2025-09-26T23:06:56.362324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:56.363158] [DEBUG] [LOCAL ] No optimal features file found for L: ./output/feature-sets/L.txt [2025-09-26T23:06:56.363214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:56.363284] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:56.363321] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:56.363380] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:56.381732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:56.382314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:56.382399] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:56.382433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:56.423001] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:56.423149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:56.423191] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:56.423221] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:56.426948] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: DOWN (p=29.85%) [2025-09-26T23:06:56.427243] [INFO ] [FORECASTER] Completed predict_future for L [2025-09-26T23:06:56.427394] [INFO ] [sig ] L: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:56.578676] [INFO ] [LOCAL ] Saved forecast: L 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/L.txt [2025-09-26T23:06:56.578962] [WARN ] [sig ] [1016/2043] Failed L after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:56.579042] [INFO ] [sig ] [1017/2043] Forecasting LAC... [2025-09-26T23:06:56.579083] [INFO ] [sig ] Generating forecast for: LAC [2025-09-26T23:06:56.579118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'. [2025-09-26T23:06:56.590254] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAC'. [2025-09-26T23:06:56.590632] [INFO ] [FORECASTER] Starting predict_future for LAC [2025-09-26T23:06:56.618497] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:56.619289] [DEBUG] [LOCAL ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt [2025-09-26T23:06:56.619347] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:56.619382] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:56.619419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:56.619481] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:56.639372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:56.640133] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:56.640224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:56.640259] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:56.682712] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:56.682804] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:56.682842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:56.682871] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:56.686237] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=21.21%) [2025-09-26T23:06:56.686551] [INFO ] [FORECASTER] Completed predict_future for LAC [2025-09-26T23:06:56.686732] [INFO ] [sig ] LAC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:56.846595] [INFO ] [LOCAL ] Saved forecast: LAC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LAC.txt [2025-09-26T23:06:56.846875] [WARN ] [sig ] [1017/2043] Failed LAC after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:56.846955] [INFO ] [sig ] [1018/2043] Forecasting LAD... [2025-09-26T23:06:56.846996] [INFO ] [sig ] Generating forecast for: LAD [2025-09-26T23:06:56.847032] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'. [2025-09-26T23:06:56.856927] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAD'. [2025-09-26T23:06:56.857230] [INFO ] [FORECASTER] Starting predict_future for LAD [2025-09-26T23:06:56.883131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:56.883972] [DEBUG] [LOCAL ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt [2025-09-26T23:06:56.884034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:56.884069] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:56.884097] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:56.884154] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:56.902031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:56.902575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:56.902682] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:56.902737] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:56.942898] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:56.942981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:56.943031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:56.943061] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:56.946293] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: DOWN (p=7.47%) [2025-09-26T23:06:56.946601] [INFO ] [FORECASTER] Completed predict_future for LAD [2025-09-26T23:06:56.946788] [INFO ] [sig ] LAD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:57.093221] [INFO ] [LOCAL ] Saved forecast: LAD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LAD.txt [2025-09-26T23:06:57.093435] [WARN ] [sig ] [1018/2043] Failed LAD after 0.2s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:57.093512] [INFO ] [sig ] [1019/2043] Forecasting LADR... [2025-09-26T23:06:57.093552] [INFO ] [sig ] Generating forecast for: LADR [2025-09-26T23:06:57.093588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LADR' from 'https://tdm.silogroup.org/data/derivative_storage/LADR.csv'. [2025-09-26T23:06:57.104620] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LADR'. [2025-09-26T23:06:57.104939] [INFO ] [FORECASTER] Starting predict_future for LADR [2025-09-26T23:06:57.131403] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:57.132162] [DEBUG] [LOCAL ] No optimal features file found for LADR: ./output/feature-sets/LADR.txt [2025-09-26T23:06:57.132222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:57.132257] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:57.132285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:57.132342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:57.150790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:57.151369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:57.151454] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:57.151488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:57.192294] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:57.192401] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:57.192453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:57.192485] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:57.196044] [DEBUG] [FORECASTER] LADR: Forecast T+1@11:T+2@11: DOWN (p=15.20%) [2025-09-26T23:06:57.196345] [INFO ] [FORECASTER] Completed predict_future for LADR [2025-09-26T23:06:57.196513] [INFO ] [sig ] LADR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:57.343599] [INFO ] [LOCAL ] Saved forecast: LADR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LADR.txt [2025-09-26T23:06:57.343919] [WARN ] [sig ] [1019/2043] Failed LADR after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:57.344007] [INFO ] [sig ] [1020/2043] Forecasting LANV... [2025-09-26T23:06:57.344054] [INFO ] [sig ] Generating forecast for: LANV [2025-09-26T23:06:57.344100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LANV' from 'https://tdm.silogroup.org/data/derivative_storage/LANV.csv'. [2025-09-26T23:06:57.354016] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'LANV'. [2025-09-26T23:06:57.354307] [INFO ] [FORECASTER] Starting predict_future for LANV [2025-09-26T23:06:57.381323] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:57.382141] [DEBUG] [LOCAL ] No optimal features file found for LANV: ./output/feature-sets/LANV.txt [2025-09-26T23:06:57.382200] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:57.382237] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:57.382283] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:57.382344] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:57.400917] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:57.401499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:57.401583] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:57.401617] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:57.439834] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:57.440084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:57.440164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:57.440210] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:57.444270] [DEBUG] [FORECASTER] LANV: Forecast T+1@11:T+2@11: DOWN (p=8.28%) [2025-09-26T23:06:57.444663] [INFO ] [FORECASTER] Completed predict_future for LANV [2025-09-26T23:06:57.444852] [INFO ] [sig ] LANV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:57.595937] [INFO ] [LOCAL ] Saved forecast: LANV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LANV.txt [2025-09-26T23:06:57.596163] [WARN ] [sig ] [1020/2043] Failed LANV after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:57.596241] [INFO ] [sig ] [1021/2043] Forecasting LAW... [2025-09-26T23:06:57.596280] [INFO ] [sig ] Generating forecast for: LAW [2025-09-26T23:06:57.596338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAW' from 'https://tdm.silogroup.org/data/derivative_storage/LAW.csv'. [2025-09-26T23:06:57.608864] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAW'. [2025-09-26T23:06:57.609460] [INFO ] [FORECASTER] Starting predict_future for LAW [2025-09-26T23:06:57.640420] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:57.641341] [DEBUG] [LOCAL ] No optimal features file found for LAW: ./output/feature-sets/LAW.txt [2025-09-26T23:06:57.641403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:57.641441] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:57.641470] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:57.641529] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:57.660833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:57.661830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:57.661930] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:57.661966] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:57.701625] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:57.701850] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:57.701912] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:57.701945] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:57.706747] [DEBUG] [FORECASTER] LAW: Forecast T+1@11:T+2@11: DOWN (p=21.93%) [2025-09-26T23:06:57.707175] [INFO ] [FORECASTER] Completed predict_future for LAW [2025-09-26T23:06:57.707408] [INFO ] [sig ] LAW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:57.868522] [INFO ] [LOCAL ] Saved forecast: LAW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LAW.txt [2025-09-26T23:06:57.868832] [WARN ] [sig ] [1021/2043] Failed LAW after 0.3s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:57.868961] [INFO ] [sig ] [1022/2043] Forecasting LAZ... [2025-09-26T23:06:57.869006] [INFO ] [sig ] Generating forecast for: LAZ [2025-09-26T23:06:57.869043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'. [2025-09-26T23:06:57.879628] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LAZ'. [2025-09-26T23:06:57.880039] [INFO ] [FORECASTER] Starting predict_future for LAZ [2025-09-26T23:06:57.907039] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:57.907870] [DEBUG] [LOCAL ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt [2025-09-26T23:06:57.907926] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:57.907966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:57.907997] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:57.908054] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:57.926876] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:57.927507] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:57.927594] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:57.927629] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:57.959769] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:57.959885] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:57.959926] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:57.959957] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:57.963507] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=69.20%) [2025-09-26T23:06:57.963838] [INFO ] [FORECASTER] Completed predict_future for LAZ [2025-09-26T23:06:57.963989] [INFO ] [sig ] LAZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:58.117376] [INFO ] [LOCAL ] Saved forecast: LAZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LAZ.txt [2025-09-26T23:06:58.117629] [WARN ] [sig ] [1022/2043] Failed LAZ after 0.2s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:58.117730] [INFO ] [sig ] [1023/2043] Forecasting LB... [2025-09-26T23:06:58.117782] [INFO ] [sig ] Generating forecast for: LB [2025-09-26T23:06:58.117820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LB' from 'https://tdm.silogroup.org/data/derivative_storage/LB.csv'. [2025-09-26T23:06:58.127954] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LB'. [2025-09-26T23:06:58.128277] [INFO ] [FORECASTER] Starting predict_future for LB [2025-09-26T23:06:58.154558] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:58.155330] [DEBUG] [LOCAL ] No optimal features file found for LB: ./output/feature-sets/LB.txt [2025-09-26T23:06:58.155386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:58.155421] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:58.155450] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:58.155509] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:58.174121] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:58.174697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:58.174785] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:58.174819] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:58.207861] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:58.207982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:58.208031] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:58.208062] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:58.211499] [DEBUG] [FORECASTER] LB: Forecast T+1@11:T+2@11: DOWN (p=10.61%) [2025-09-26T23:06:58.211857] [INFO ] [FORECASTER] Completed predict_future for LB [2025-09-26T23:06:58.212030] [INFO ] [sig ] LB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:58.364283] [INFO ] [LOCAL ] Saved forecast: LB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LB.txt [2025-09-26T23:06:58.364538] [WARN ] [sig ] [1023/2043] Failed LB after 0.2s | 4.07 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:58.364627] [INFO ] [sig ] [1024/2043] Forecasting LBRT... [2025-09-26T23:06:58.364705] [INFO ] [sig ] Generating forecast for: LBRT [2025-09-26T23:06:58.364749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LBRT' from 'https://tdm.silogroup.org/data/derivative_storage/LBRT.csv'. [2025-09-26T23:06:58.375018] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LBRT'. [2025-09-26T23:06:58.375327] [INFO ] [FORECASTER] Starting predict_future for LBRT [2025-09-26T23:06:58.401482] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:58.402317] [DEBUG] [LOCAL ] No optimal features file found for LBRT: ./output/feature-sets/LBRT.txt [2025-09-26T23:06:58.402375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:58.402414] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:58.402452] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:58.402512] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:58.420559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:58.421170] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:58.421257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:58.421291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:58.453982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:58.454115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:58.454156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:58.454187] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:58.457780] [DEBUG] [FORECASTER] LBRT: Forecast T+1@11:T+2@11: DOWN (p=4.01%) [2025-09-26T23:06:58.458088] [INFO ] [FORECASTER] Completed predict_future for LBRT [2025-09-26T23:06:58.458230] [INFO ] [sig ] LBRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:58.741884] [INFO ] [LOCAL ] Saved forecast: LBRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LBRT.txt [2025-09-26T23:06:58.742155] [WARN ] [sig ] [1024/2043] Failed LBRT after 0.4s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:58.742234] [INFO ] [sig ] [1025/2043] Forecasting LC... [2025-09-26T23:06:58.742274] [INFO ] [sig ] Generating forecast for: LC [2025-09-26T23:06:58.742309] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'. [2025-09-26T23:06:58.752307] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LC'. [2025-09-26T23:06:58.752676] [INFO ] [FORECASTER] Starting predict_future for LC [2025-09-26T23:06:58.780190] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:58.781021] [DEBUG] [LOCAL ] No optimal features file found for LC: ./output/feature-sets/LC.txt [2025-09-26T23:06:58.781079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:58.781115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:58.781144] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:58.781202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:58.800714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:58.801512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:58.801607] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:58.801666] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:58.831161] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:58.831343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:58.831413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:58.831446] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:58.835402] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=86.58%) [2025-09-26T23:06:58.835776] [INFO ] [FORECASTER] Completed predict_future for LC [2025-09-26T23:06:58.835933] [INFO ] [sig ] LC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:58.991608] [INFO ] [LOCAL ] Saved forecast: LC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LC.txt [2025-09-26T23:06:58.991894] [WARN ] [sig ] [1025/2043] Failed LC after 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:58.991955] [INFO ] [sig ] [1026/2043] Forecasting LCII... [2025-09-26T23:06:58.991997] [INFO ] [sig ] Generating forecast for: LCII [2025-09-26T23:06:58.992034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'. [2025-09-26T23:06:59.002096] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LCII'. [2025-09-26T23:06:59.002421] [INFO ] [FORECASTER] Starting predict_future for LCII [2025-09-26T23:06:59.029392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:59.030232] [DEBUG] [LOCAL ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt [2025-09-26T23:06:59.030294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:59.030331] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:59.030361] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:59.030419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:59.049218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:59.049815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:59.049900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:59.049935] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:59.075912] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:59.076005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:59.076042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:59.076072] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:59.079391] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=16.10%) [2025-09-26T23:06:59.079704] [INFO ] [FORECASTER] Completed predict_future for LCII [2025-09-26T23:06:59.079849] [INFO ] [sig ] LCII: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:59.229355] [INFO ] [LOCAL ] Saved forecast: LCII 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LCII.txt [2025-09-26T23:06:59.229585] [WARN ] [sig ] [1026/2043] Failed LCII after 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:59.229688] [INFO ] [sig ] [1027/2043] Forecasting LDI... [2025-09-26T23:06:59.229736] [INFO ] [sig ] Generating forecast for: LDI [2025-09-26T23:06:59.229771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'. [2025-09-26T23:06:59.239819] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LDI'. [2025-09-26T23:06:59.240127] [INFO ] [FORECASTER] Starting predict_future for LDI [2025-09-26T23:06:59.270248] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:59.271098] [DEBUG] [LOCAL ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt [2025-09-26T23:06:59.271160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:59.271198] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:59.271228] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:59.271354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:59.289287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:59.289925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:59.290013] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:59.290048] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:59.331693] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:59.331883] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:59.331932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:59.331963] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:59.336082] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: DOWN (p=11.59%) [2025-09-26T23:06:59.336477] [INFO ] [FORECASTER] Completed predict_future for LDI [2025-09-26T23:06:59.336811] [INFO ] [sig ] LDI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:06:59.517282] [INFO ] [LOCAL ] Saved forecast: LDI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LDI.txt [2025-09-26T23:06:59.517557] [WARN ] [sig ] [1027/2043] Failed LDI after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:59.517667] [INFO ] [sig ] [1028/2043] Forecasting LDOS... [2025-09-26T23:06:59.517726] [INFO ] [sig ] Generating forecast for: LDOS [2025-09-26T23:06:59.517768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'. [2025-09-26T23:06:59.529276] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LDOS'. [2025-09-26T23:06:59.529776] [INFO ] [FORECASTER] Starting predict_future for LDOS [2025-09-26T23:06:59.559048] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:59.559945] [DEBUG] [LOCAL ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt [2025-09-26T23:06:59.560005] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:59.560044] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:59.560075] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:59.560136] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:59.579457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:59.580513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:59.580635] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:59.580717] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:59.621408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:59.621585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:59.621633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:59.621727] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:59.625594] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-09-26T23:06:59.625963] [INFO ] [FORECASTER] Completed predict_future for LDOS [2025-09-26T23:06:59.626125] [INFO ] [sig ] LDOS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:06:59.779694] [INFO ] [LOCAL ] Saved forecast: LDOS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LDOS.txt [2025-09-26T23:06:59.779946] [WARN ] [sig ] [1028/2043] Failed LDOS after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:06:59.780027] [INFO ] [sig ] [1029/2043] Forecasting LDP... [2025-09-26T23:06:59.780067] [INFO ] [sig ] Generating forecast for: LDP [2025-09-26T23:06:59.780102] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'. [2025-09-26T23:06:59.790423] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LDP'. [2025-09-26T23:06:59.790780] [INFO ] [FORECASTER] Starting predict_future for LDP [2025-09-26T23:06:59.817851] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:06:59.818771] [DEBUG] [LOCAL ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt [2025-09-26T23:06:59.818832] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:06:59.818924] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:06:59.818964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:06:59.819025] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:06:59.837757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:06:59.838481] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:06:59.838570] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:06:59.838674] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:06:59.876639] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:06:59.876814] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:06:59.876856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:06:59.876887] [INFO ] [FORECASTER] Training complete [2025-09-26T23:06:59.880506] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=44.09%) [2025-09-26T23:06:59.880846] [INFO ] [FORECASTER] Completed predict_future for LDP [2025-09-26T23:06:59.880997] [INFO ] [sig ] LDP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:00.029347] [INFO ] [LOCAL ] Saved forecast: LDP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LDP.txt [2025-09-26T23:07:00.029610] [WARN ] [sig ] [1029/2043] Failed LDP after 0.2s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:07:00.029714] [INFO ] [sig ] [1030/2043] Forecasting LEA... [2025-09-26T23:07:00.029756] [INFO ] [sig ] Generating forecast for: LEA [2025-09-26T23:07:00.029791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'. [2025-09-26T23:07:00.040124] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEA'. [2025-09-26T23:07:00.040457] [INFO ] [FORECASTER] Starting predict_future for LEA [2025-09-26T23:07:00.071826] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:00.072781] [DEBUG] [LOCAL ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt [2025-09-26T23:07:00.072858] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:00.072907] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:00.072938] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:00.072998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:00.091350] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:00.092088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:00.092176] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:00.092211] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:00.128835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:00.128992] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:00.129036] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:00.129067] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:00.132825] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: UP (p=75.86%) [2025-09-26T23:07:00.133138] [INFO ] [FORECASTER] Completed predict_future for LEA [2025-09-26T23:07:00.133280] [INFO ] [sig ] LEA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:00.282745] [INFO ] [LOCAL ] Saved forecast: LEA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LEA.txt [2025-09-26T23:07:00.283033] [WARN ] [sig ] [1030/2043] Failed LEA after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:07:00.283117] [INFO ] [sig ] [1031/2043] Forecasting LEG... [2025-09-26T23:07:00.283157] [INFO ] [sig ] Generating forecast for: LEG [2025-09-26T23:07:00.283191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'. [2025-09-26T23:07:00.294501] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEG'. [2025-09-26T23:07:00.294883] [INFO ] [FORECASTER] Starting predict_future for LEG [2025-09-26T23:07:00.322044] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:00.322880] [DEBUG] [LOCAL ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt [2025-09-26T23:07:00.322939] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:00.322978] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:00.323008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:00.323067] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:00.341424] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:00.342290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:00.342384] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:00.342420] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:00.385460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:00.385608] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:00.385673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:00.385726] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:00.389354] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: UP (p=82.79%) [2025-09-26T23:07:00.389676] [INFO ] [FORECASTER] Completed predict_future for LEG [2025-09-26T23:07:00.389847] [INFO ] [sig ] LEG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:00.545504] [INFO ] [LOCAL ] Saved forecast: LEG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LEG.txt [2025-09-26T23:07:00.545815] [WARN ] [sig ] [1031/2043] Failed LEG after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.2m [2025-09-26T23:07:00.545902] [INFO ] [sig ] [1032/2043] Forecasting LEN... [2025-09-26T23:07:00.545944] [INFO ] [sig ] Generating forecast for: LEN [2025-09-26T23:07:00.545980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'. [2025-09-26T23:07:00.556536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEN'. [2025-09-26T23:07:00.556925] [INFO ] [FORECASTER] Starting predict_future for LEN [2025-09-26T23:07:00.584605] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:00.585604] [DEBUG] [LOCAL ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt [2025-09-26T23:07:00.585695] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:00.585746] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:00.585778] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:00.585839] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:00.605415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:00.606046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:00.606136] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:00.606172] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:00.644913] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:00.645105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:00.645154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:00.645206] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:00.650948] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: DOWN (p=15.48%) [2025-09-26T23:07:00.651267] [INFO ] [FORECASTER] Completed predict_future for LEN [2025-09-26T23:07:00.651434] [INFO ] [sig ] LEN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:00.816488] [INFO ] [LOCAL ] Saved forecast: LEN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LEN.txt [2025-09-26T23:07:00.816791] [WARN ] [sig ] [1032/2043] Failed LEN after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.1m [2025-09-26T23:07:00.816884] [INFO ] [sig ] [1033/2043] Forecasting LEO... [2025-09-26T23:07:00.816929] [INFO ] [sig ] Generating forecast for: LEO [2025-09-26T23:07:00.816966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'. [2025-09-26T23:07:00.827546] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEO'. [2025-09-26T23:07:00.828054] [INFO ] [FORECASTER] Starting predict_future for LEO [2025-09-26T23:07:00.863125] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:00.864179] [DEBUG] [LOCAL ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt [2025-09-26T23:07:00.864243] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:00.864283] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:00.864315] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:00.864376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:00.885009] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:00.885970] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:00.886071] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:00.886109] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:00.930369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:00.930556] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:00.930631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:00.930711] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:00.934995] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=23.20%) [2025-09-26T23:07:00.935336] [INFO ] [FORECASTER] Completed predict_future for LEO [2025-09-26T23:07:00.935506] [INFO ] [sig ] LEO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:01.093974] [INFO ] [LOCAL ] Saved forecast: LEO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LEO.txt [2025-09-26T23:07:01.094215] [WARN ] [sig ] [1033/2043] Failed LEO after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.1m [2025-09-26T23:07:01.094298] [INFO ] [sig ] [1034/2043] Forecasting LEVI... [2025-09-26T23:07:01.094339] [INFO ] [sig ] Generating forecast for: LEVI [2025-09-26T23:07:01.094374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'. [2025-09-26T23:07:01.105421] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LEVI'. [2025-09-26T23:07:01.105775] [INFO ] [FORECASTER] Starting predict_future for LEVI [2025-09-26T23:07:01.132749] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:01.133564] [DEBUG] [LOCAL ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt [2025-09-26T23:07:01.133628] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:01.133702] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:01.133744] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:01.133824] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:01.153213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:01.153847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:01.153935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:01.153971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:01.195256] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:01.195435] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:01.195482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:01.195514] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:01.199461] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=75.67%) [2025-09-26T23:07:01.199818] [INFO ] [FORECASTER] Completed predict_future for LEVI [2025-09-26T23:07:01.199981] [INFO ] [sig ] LEVI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:01.357289] [INFO ] [LOCAL ] Saved forecast: LEVI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LEVI.txt [2025-09-26T23:07:01.357566] [WARN ] [sig ] [1034/2043] Failed LEVI after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.1m [2025-09-26T23:07:01.357676] [INFO ] [sig ] [1035/2043] Forecasting LFT... [2025-09-26T23:07:01.357730] [INFO ] [sig ] Generating forecast for: LFT [2025-09-26T23:07:01.357768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LFT' from 'https://tdm.silogroup.org/data/derivative_storage/LFT.csv'. [2025-09-26T23:07:01.368412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LFT'. [2025-09-26T23:07:01.368935] [INFO ] [FORECASTER] Starting predict_future for LFT [2025-09-26T23:07:01.396876] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:01.397842] [DEBUG] [LOCAL ] No optimal features file found for LFT: ./output/feature-sets/LFT.txt [2025-09-26T23:07:01.397910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:01.397947] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:01.397978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:01.398040] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:01.417351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:01.418328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:01.418423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:01.418461] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:01.459905] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:01.460094] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:01.460138] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:01.460169] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:01.464356] [DEBUG] [FORECASTER] LFT: Forecast T+1@11:T+2@11: UP (p=94.52%) [2025-09-26T23:07:01.464804] [INFO ] [FORECASTER] Completed predict_future for LFT [2025-09-26T23:07:01.464982] [INFO ] [sig ] LFT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:01.620781] [INFO ] [LOCAL ] Saved forecast: LFT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LFT.txt [2025-09-26T23:07:01.621071] [WARN ] [sig ] [1035/2043] Failed LFT after 0.3s | 4.06 sym/s | Total: 4.2m | ETA: 4.1m [2025-09-26T23:07:01.621154] [INFO ] [sig ] [1036/2043] Forecasting LGI... [2025-09-26T23:07:01.621197] [INFO ] [sig ] Generating forecast for: LGI [2025-09-26T23:07:01.621231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'. [2025-09-26T23:07:01.638436] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LGI'. [2025-09-26T23:07:01.639114] [INFO ] [FORECASTER] Starting predict_future for LGI [2025-09-26T23:07:01.677802] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:01.678898] [DEBUG] [LOCAL ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt [2025-09-26T23:07:01.678966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:01.679010] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:01.679047] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:01.679129] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:01.704786] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:01.705598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:01.705752] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:01.705816] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:01.758340] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:01.758451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:01.758497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:01.758533] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:01.763049] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=87.11%) [2025-09-26T23:07:01.763467] [INFO ] [FORECASTER] Completed predict_future for LGI [2025-09-26T23:07:01.763679] [INFO ] [sig ] LGI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:01.978577] [INFO ] [LOCAL ] Saved forecast: LGI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LGI.txt [2025-09-26T23:07:01.978869] [WARN ] [sig ] [1036/2043] Failed LGI after 0.4s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:01.978966] [INFO ] [sig ] [1037/2043] Forecasting LH... [2025-09-26T23:07:01.979013] [INFO ] [sig ] Generating forecast for: LH [2025-09-26T23:07:01.979055] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'. [2025-09-26T23:07:01.992391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LH'. [2025-09-26T23:07:01.992776] [INFO ] [FORECASTER] Starting predict_future for LH [2025-09-26T23:07:02.030088] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:02.031089] [DEBUG] [LOCAL ] No optimal features file found for LH: ./output/feature-sets/LH.txt [2025-09-26T23:07:02.031146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:02.031183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:02.031212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:02.031272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:02.049828] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:02.050520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:02.050684] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:02.050741] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:02.092910] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:02.093104] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:02.093150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:02.093181] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:02.097195] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=92.17%) [2025-09-26T23:07:02.097541] [INFO ] [FORECASTER] Completed predict_future for LH [2025-09-26T23:07:02.097734] [INFO ] [sig ] LH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:02.246699] [INFO ] [LOCAL ] Saved forecast: LH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LH.txt [2025-09-26T23:07:02.247000] [WARN ] [sig ] [1037/2043] Failed LH after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:02.247091] [INFO ] [sig ] [1038/2043] Forecasting LHX... [2025-09-26T23:07:02.247133] [INFO ] [sig ] Generating forecast for: LHX [2025-09-26T23:07:02.247167] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'. [2025-09-26T23:07:02.258841] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LHX'. [2025-09-26T23:07:02.259308] [INFO ] [FORECASTER] Starting predict_future for LHX [2025-09-26T23:07:02.289864] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:02.290933] [DEBUG] [LOCAL ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt [2025-09-26T23:07:02.290995] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:02.291033] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:02.291062] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:02.291123] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:02.317105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:02.318112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:02.318214] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:02.318251] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:02.355325] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:02.355499] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:02.355543] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:02.355573] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:02.359510] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=68.49%) [2025-09-26T23:07:02.359866] [INFO ] [FORECASTER] Completed predict_future for LHX [2025-09-26T23:07:02.360028] [INFO ] [sig ] LHX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:02.511624] [INFO ] [LOCAL ] Saved forecast: LHX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LHX.txt [2025-09-26T23:07:02.511945] [WARN ] [sig ] [1038/2043] Failed LHX after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:02.512032] [INFO ] [sig ] [1039/2043] Forecasting LII... [2025-09-26T23:07:02.512072] [INFO ] [sig ] Generating forecast for: LII [2025-09-26T23:07:02.512106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'. [2025-09-26T23:07:02.522349] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LII'. [2025-09-26T23:07:02.522801] [INFO ] [FORECASTER] Starting predict_future for LII [2025-09-26T23:07:02.556069] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:02.557214] [DEBUG] [LOCAL ] No optimal features file found for LII: ./output/feature-sets/LII.txt [2025-09-26T23:07:02.557278] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:02.557328] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:02.557384] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:02.557449] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:02.577865] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:02.578833] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:02.578947] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:02.579004] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:02.620046] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:02.620236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:02.620283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:02.620466] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:02.624678] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=96.06%) [2025-09-26T23:07:02.625059] [INFO ] [FORECASTER] Completed predict_future for LII [2025-09-26T23:07:02.625226] [INFO ] [sig ] LII: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:02.781559] [INFO ] [LOCAL ] Saved forecast: LII 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LII.txt [2025-09-26T23:07:02.781865] [WARN ] [sig ] [1039/2043] Failed LII after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:02.781951] [INFO ] [sig ] [1040/2043] Forecasting LION... [2025-09-26T23:07:02.781991] [INFO ] [sig ] Generating forecast for: LION [2025-09-26T23:07:02.782027] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LION' from 'https://tdm.silogroup.org/data/derivative_storage/LION.csv'. [2025-09-26T23:07:02.793424] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LION'. [2025-09-26T23:07:02.793908] [INFO ] [FORECASTER] Starting predict_future for LION [2025-09-26T23:07:02.821861] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:02.822775] [DEBUG] [LOCAL ] No optimal features file found for LION: ./output/feature-sets/LION.txt [2025-09-26T23:07:02.822835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:02.822873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:02.822903] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:02.822969] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:02.841976] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:02.842710] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:02.842805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:02.842841] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:02.880967] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:02.881144] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:02.881218] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:02.881262] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:02.884985] [DEBUG] [FORECASTER] LION: Forecast T+1@11:T+2@11: DOWN (p=3.95%) [2025-09-26T23:07:02.885287] [INFO ] [FORECASTER] Completed predict_future for LION [2025-09-26T23:07:02.885430] [INFO ] [sig ] LION: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:03.038692] [INFO ] [LOCAL ] Saved forecast: LION 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LION.txt [2025-09-26T23:07:03.038962] [WARN ] [sig ] [1040/2043] Failed LION after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:03.039045] [INFO ] [sig ] [1041/2043] Forecasting LITB... [2025-09-26T23:07:03.039087] [INFO ] [sig ] Generating forecast for: LITB [2025-09-26T23:07:03.039123] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LITB' from 'https://tdm.silogroup.org/data/derivative_storage/LITB.csv'. [2025-09-26T23:07:03.049440] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LITB'. [2025-09-26T23:07:03.049819] [INFO ] [FORECASTER] Starting predict_future for LITB [2025-09-26T23:07:03.076994] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:03.077873] [DEBUG] [LOCAL ] No optimal features file found for LITB: ./output/feature-sets/LITB.txt [2025-09-26T23:07:03.077932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:03.077970] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:03.077999] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:03.078059] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:03.097053] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:03.097797] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:03.097888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:03.097923] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:03.138394] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:03.138548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:03.138589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:03.138619] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:03.142254] [DEBUG] [FORECASTER] LITB: Forecast T+1@11:T+2@11: DOWN (p=2.63%) [2025-09-26T23:07:03.142587] [INFO ] [FORECASTER] Completed predict_future for LITB [2025-09-26T23:07:03.142774] [INFO ] [sig ] LITB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:03.294585] [INFO ] [LOCAL ] Saved forecast: LITB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LITB.txt [2025-09-26T23:07:03.294882] [WARN ] [sig ] [1041/2043] Failed LITB after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:03.294963] [INFO ] [sig ] [1042/2043] Forecasting LLY... [2025-09-26T23:07:03.295005] [INFO ] [sig ] Generating forecast for: LLY [2025-09-26T23:07:03.295040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'. [2025-09-26T23:07:03.306574] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LLY'. [2025-09-26T23:07:03.307066] [INFO ] [FORECASTER] Starting predict_future for LLY [2025-09-26T23:07:03.335003] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:03.335916] [DEBUG] [LOCAL ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt [2025-09-26T23:07:03.335975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:03.336012] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:03.336041] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:03.336103] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:03.355172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:03.356123] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:03.356228] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:03.356264] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:03.399828] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:03.400022] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:03.400067] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:03.400098] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:03.404140] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=99.89%) [2025-09-26T23:07:03.404469] [INFO ] [FORECASTER] Completed predict_future for LLY [2025-09-26T23:07:03.404638] [INFO ] [sig ] LLY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:03.561119] [INFO ] [LOCAL ] Saved forecast: LLY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LLY.txt [2025-09-26T23:07:03.561418] [WARN ] [sig ] [1042/2043] Failed LLY after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:03.561499] [INFO ] [sig ] [1043/2043] Forecasting LMND... [2025-09-26T23:07:03.561558] [INFO ] [sig ] Generating forecast for: LMND [2025-09-26T23:07:03.561596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'. [2025-09-26T23:07:03.574527] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LMND'. [2025-09-26T23:07:03.575042] [INFO ] [FORECASTER] Starting predict_future for LMND [2025-09-26T23:07:03.605108] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:03.606046] [DEBUG] [LOCAL ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt [2025-09-26T23:07:03.606110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:03.606149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:03.606180] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:03.606240] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:03.626373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:03.627196] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:03.627291] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:03.627328] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:03.666916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:03.667091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:03.667137] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:03.667169] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:03.670959] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=91.46%) [2025-09-26T23:07:03.671267] [INFO ] [FORECASTER] Completed predict_future for LMND [2025-09-26T23:07:03.671413] [INFO ] [sig ] LMND: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:03.826198] [INFO ] [LOCAL ] Saved forecast: LMND 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LMND.txt [2025-09-26T23:07:03.826507] [WARN ] [sig ] [1043/2043] Failed LMND after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:03.826594] [INFO ] [sig ] [1044/2043] Forecasting LMT... [2025-09-26T23:07:03.826635] [INFO ] [sig ] Generating forecast for: LMT [2025-09-26T23:07:03.826759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LMT' from 'https://tdm.silogroup.org/data/derivative_storage/LMT.csv'. [2025-09-26T23:07:03.831980] [WARN ] [REMOTE ] Historical data not found for symbol 'LMT' (404). [2025-09-26T23:07:03.832179] [FATAL] [sig ] LMT: No historical data fetched. [2025-09-26T23:07:03.832271] [WARN ] [sig ] [1044/2043] Failed LMT after 0.0s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:03.832342] [INFO ] [sig ] [1045/2043] Forecasting LNC... [2025-09-26T23:07:03.832384] [INFO ] [sig ] Generating forecast for: LNC [2025-09-26T23:07:03.832417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'. [2025-09-26T23:07:03.841776] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LNC'. [2025-09-26T23:07:03.842171] [INFO ] [FORECASTER] Starting predict_future for LNC [2025-09-26T23:07:03.873920] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:03.874815] [DEBUG] [LOCAL ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt [2025-09-26T23:07:03.874876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:03.874921] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:03.874976] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:03.875039] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:03.894317] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:03.895185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:03.895280] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:03.895316] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:03.945627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:03.945844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:03.945897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:03.945952] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:03.950050] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: UP (p=52.23%) [2025-09-26T23:07:03.950354] [INFO ] [FORECASTER] Completed predict_future for LNC [2025-09-26T23:07:03.950500] [INFO ] [sig ] LNC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:04.112887] [INFO ] [LOCAL ] Saved forecast: LNC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LNC.txt [2025-09-26T23:07:04.113152] [WARN ] [sig ] [1045/2043] Failed LNC after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:04.113233] [INFO ] [sig ] [1046/2043] Forecasting LND... [2025-09-26T23:07:04.113288] [INFO ] [sig ] Generating forecast for: LND [2025-09-26T23:07:04.113361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'. [2025-09-26T23:07:04.124917] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LND'. [2025-09-26T23:07:04.125374] [INFO ] [FORECASTER] Starting predict_future for LND [2025-09-26T23:07:04.154499] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:04.155532] [DEBUG] [LOCAL ] No optimal features file found for LND: ./output/feature-sets/LND.txt [2025-09-26T23:07:04.155593] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:04.155630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:04.155699] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:04.155771] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:04.175859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:04.176813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:04.176909] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:04.176944] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:04.214228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:04.214409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:04.214456] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:04.214486] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:04.218545] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: UP (p=89.56%) [2025-09-26T23:07:04.218890] [INFO ] [FORECASTER] Completed predict_future for LND [2025-09-26T23:07:04.219053] [INFO ] [sig ] LND: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:04.365090] [INFO ] [LOCAL ] Saved forecast: LND 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LND.txt [2025-09-26T23:07:04.365326] [WARN ] [sig ] [1046/2043] Failed LND after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:04.365440] [INFO ] [sig ] [1047/2043] Forecasting LNG... [2025-09-26T23:07:04.365487] [INFO ] [sig ] Generating forecast for: LNG [2025-09-26T23:07:04.365523] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'. [2025-09-26T23:07:04.376512] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LNG'. [2025-09-26T23:07:04.376959] [INFO ] [FORECASTER] Starting predict_future for LNG [2025-09-26T23:07:04.404418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:04.405312] [DEBUG] [LOCAL ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt [2025-09-26T23:07:04.405372] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:04.405409] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:04.405438] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:04.405500] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:04.424826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:04.425676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:04.425774] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:04.425810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:04.468298] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:04.468449] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:04.468490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:04.468521] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:04.472185] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: DOWN (p=17.45%) [2025-09-26T23:07:04.472496] [INFO ] [FORECASTER] Completed predict_future for LNG [2025-09-26T23:07:04.472733] [INFO ] [sig ] LNG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:04.625484] [INFO ] [LOCAL ] Saved forecast: LNG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LNG.txt [2025-09-26T23:07:04.625781] [WARN ] [sig ] [1047/2043] Failed LNG after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:04.625880] [INFO ] [sig ] [1048/2043] Forecasting LNN... [2025-09-26T23:07:04.625927] [INFO ] [sig ] Generating forecast for: LNN [2025-09-26T23:07:04.625965] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'. [2025-09-26T23:07:04.636204] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LNN'. [2025-09-26T23:07:04.636589] [INFO ] [FORECASTER] Starting predict_future for LNN [2025-09-26T23:07:04.663475] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:04.664324] [DEBUG] [LOCAL ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt [2025-09-26T23:07:04.664380] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:04.664415] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:04.664445] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:04.664504] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:04.683293] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:04.684210] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:04.684303] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:04.684379] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:04.726604] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:04.726836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:04.726895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:04.726928] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:04.730858] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=76.13%) [2025-09-26T23:07:04.731152] [INFO ] [FORECASTER] Completed predict_future for LNN [2025-09-26T23:07:04.731297] [INFO ] [sig ] LNN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:04.881394] [INFO ] [LOCAL ] Saved forecast: LNN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LNN.txt [2025-09-26T23:07:04.881690] [WARN ] [sig ] [1048/2043] Failed LNN after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:04.881776] [INFO ] [sig ] [1049/2043] Forecasting LOAR... [2025-09-26T23:07:04.881818] [INFO ] [sig ] Generating forecast for: LOAR [2025-09-26T23:07:04.881873] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOAR' from 'https://tdm.silogroup.org/data/derivative_storage/LOAR.csv'. [2025-09-26T23:07:04.892347] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOAR'. [2025-09-26T23:07:04.892747] [INFO ] [FORECASTER] Starting predict_future for LOAR [2025-09-26T23:07:04.919211] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:04.920050] [DEBUG] [LOCAL ] No optimal features file found for LOAR: ./output/feature-sets/LOAR.txt [2025-09-26T23:07:04.920107] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:04.920142] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:04.920172] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:04.920231] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:04.938871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:04.939589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:04.939704] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:04.939757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:04.981088] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:04.981239] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:04.981281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:04.981311] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:04.984925] [DEBUG] [FORECASTER] LOAR: Forecast T+1@11:T+2@11: DOWN (p=48.37%) [2025-09-26T23:07:04.985271] [INFO ] [FORECASTER] Completed predict_future for LOAR [2025-09-26T23:07:04.985427] [INFO ] [sig ] LOAR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:05.135432] [INFO ] [LOCAL ] Saved forecast: LOAR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LOAR.txt [2025-09-26T23:07:05.135706] [WARN ] [sig ] [1049/2043] Failed LOAR after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:05.135819] [INFO ] [sig ] [1050/2043] Forecasting LOB... [2025-09-26T23:07:05.135863] [INFO ] [sig ] Generating forecast for: LOB [2025-09-26T23:07:05.135898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'. [2025-09-26T23:07:05.147039] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOB'. [2025-09-26T23:07:05.147414] [INFO ] [FORECASTER] Starting predict_future for LOB [2025-09-26T23:07:05.174291] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:05.175132] [DEBUG] [LOCAL ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt [2025-09-26T23:07:05.175191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:05.175226] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:05.175254] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:05.175312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:05.193794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:05.194391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:05.194477] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:05.194512] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:05.233296] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:05.233523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:05.233569] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:05.233599] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:05.239017] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: DOWN (p=39.49%) [2025-09-26T23:07:05.239424] [INFO ] [FORECASTER] Completed predict_future for LOB [2025-09-26T23:07:05.239584] [INFO ] [sig ] LOB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:05.391270] [INFO ] [LOCAL ] Saved forecast: LOB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LOB.txt [2025-09-26T23:07:05.391502] [WARN ] [sig ] [1050/2043] Failed LOB after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:05.391607] [INFO ] [sig ] [1051/2043] Forecasting LOCL... [2025-09-26T23:07:05.391677] [INFO ] [sig ] Generating forecast for: LOCL [2025-09-26T23:07:05.391731] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOCL' from 'https://tdm.silogroup.org/data/derivative_storage/LOCL.csv'. [2025-09-26T23:07:05.401441] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOCL'. [2025-09-26T23:07:05.401765] [INFO ] [FORECASTER] Starting predict_future for LOCL [2025-09-26T23:07:05.428564] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:05.429362] [DEBUG] [LOCAL ] No optimal features file found for LOCL: ./output/feature-sets/LOCL.txt [2025-09-26T23:07:05.429426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:05.429464] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:05.429494] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:05.429554] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:05.448479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:05.449126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:05.449213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:05.449248] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:05.486491] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:05.486577] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:05.486614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:05.486667] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:05.489870] [DEBUG] [FORECASTER] LOCL: Forecast T+1@11:T+2@11: DOWN (p=9.08%) [2025-09-26T23:07:05.490145] [INFO ] [FORECASTER] Completed predict_future for LOCL [2025-09-26T23:07:05.490280] [INFO ] [sig ] LOCL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:05.646562] [INFO ] [LOCAL ] Saved forecast: LOCL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LOCL.txt [2025-09-26T23:07:05.646918] [WARN ] [sig ] [1051/2043] Failed LOCL after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:05.647006] [INFO ] [sig ] [1052/2043] Forecasting LOMA... [2025-09-26T23:07:05.647048] [INFO ] [sig ] Generating forecast for: LOMA [2025-09-26T23:07:05.647084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'. [2025-09-26T23:07:05.658376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOMA'. [2025-09-26T23:07:05.658789] [INFO ] [FORECASTER] Starting predict_future for LOMA [2025-09-26T23:07:05.686949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:05.687846] [DEBUG] [LOCAL ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt [2025-09-26T23:07:05.687928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:05.687984] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:05.688019] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:05.688110] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:05.707245] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:05.708094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:05.708185] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:05.708220] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:05.748812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:05.748958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:05.749003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:05.749069] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:05.752971] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=6.60%) [2025-09-26T23:07:05.753306] [INFO ] [FORECASTER] Completed predict_future for LOMA [2025-09-26T23:07:05.753461] [INFO ] [sig ] LOMA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:05.903438] [INFO ] [LOCAL ] Saved forecast: LOMA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LOMA.txt [2025-09-26T23:07:05.903706] [WARN ] [sig ] [1052/2043] Failed LOMA after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:05.903790] [INFO ] [sig ] [1053/2043] Forecasting LOW... [2025-09-26T23:07:05.903831] [INFO ] [sig ] Generating forecast for: LOW [2025-09-26T23:07:05.903890] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LOW' from 'https://tdm.silogroup.org/data/derivative_storage/LOW.csv'. [2025-09-26T23:07:05.915549] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LOW'. [2025-09-26T23:07:05.916023] [INFO ] [FORECASTER] Starting predict_future for LOW [2025-09-26T23:07:05.943714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:05.944564] [DEBUG] [LOCAL ] No optimal features file found for LOW: ./output/feature-sets/LOW.txt [2025-09-26T23:07:05.944625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:05.944715] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:05.944761] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:05.944823] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:05.963588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:05.964241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:05.964329] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:05.964364] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:06.006759] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:06.006923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:06.006966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:06.006996] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:06.010772] [DEBUG] [FORECASTER] LOW: Forecast T+1@11:T+2@11: DOWN (p=41.17%) [2025-09-26T23:07:06.011107] [INFO ] [FORECASTER] Completed predict_future for LOW [2025-09-26T23:07:06.011278] [INFO ] [sig ] LOW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:06.174143] [INFO ] [LOCAL ] Saved forecast: LOW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LOW.txt [2025-09-26T23:07:06.174405] [WARN ] [sig ] [1053/2043] Failed LOW after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:06.174490] [INFO ] [sig ] [1054/2043] Forecasting LPG... [2025-09-26T23:07:06.174532] [INFO ] [sig ] Generating forecast for: LPG [2025-09-26T23:07:06.174588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'. [2025-09-26T23:07:06.185479] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LPG'. [2025-09-26T23:07:06.185994] [INFO ] [FORECASTER] Starting predict_future for LPG [2025-09-26T23:07:06.214751] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:06.216129] [DEBUG] [LOCAL ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt [2025-09-26T23:07:06.216205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:06.216313] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:06.216402] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:06.216486] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:06.235736] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:06.236346] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:06.236438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:06.236478] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:06.279797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:06.279958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:06.280007] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:06.280041] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:06.284001] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: UP (p=74.64%) [2025-09-26T23:07:06.284303] [INFO ] [FORECASTER] Completed predict_future for LPG [2025-09-26T23:07:06.284497] [INFO ] [sig ] LPG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:06.450123] [INFO ] [LOCAL ] Saved forecast: LPG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LPG.txt [2025-09-26T23:07:06.450415] [WARN ] [sig ] [1054/2043] Failed LPG after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:06.450497] [INFO ] [sig ] [1055/2043] Forecasting LPL... [2025-09-26T23:07:06.450539] [INFO ] [sig ] Generating forecast for: LPL [2025-09-26T23:07:06.450573] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'. [2025-09-26T23:07:06.462098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LPL'. [2025-09-26T23:07:06.462515] [INFO ] [FORECASTER] Starting predict_future for LPL [2025-09-26T23:07:06.494167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:06.495233] [DEBUG] [LOCAL ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt [2025-09-26T23:07:06.495298] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:06.495365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:06.495423] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:06.495498] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:06.514927] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:06.515666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:06.515761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:06.515798] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:06.557056] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:06.557329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:06.557396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:06.557433] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:06.561872] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=57.98%) [2025-09-26T23:07:06.562225] [INFO ] [FORECASTER] Completed predict_future for LPL [2025-09-26T23:07:06.562386] [INFO ] [sig ] LPL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:06.719747] [INFO ] [LOCAL ] Saved forecast: LPL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LPL.txt [2025-09-26T23:07:06.720030] [WARN ] [sig ] [1055/2043] Failed LPL after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:06.720134] [INFO ] [sig ] [1056/2043] Forecasting LPX... [2025-09-26T23:07:06.720190] [INFO ] [sig ] Generating forecast for: LPX [2025-09-26T23:07:06.720231] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'. [2025-09-26T23:07:06.731219] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LPX'. [2025-09-26T23:07:06.731594] [INFO ] [FORECASTER] Starting predict_future for LPX [2025-09-26T23:07:06.759318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:06.760228] [DEBUG] [LOCAL ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt [2025-09-26T23:07:06.760289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:06.760326] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:06.760356] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:06.760418] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:06.780163] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:06.780944] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:06.781041] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:06.781078] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:06.817240] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:06.817413] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:06.817469] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:06.817503] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:06.821281] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=67.22%) [2025-09-26T23:07:06.821588] [INFO ] [FORECASTER] Completed predict_future for LPX [2025-09-26T23:07:06.821766] [INFO ] [sig ] LPX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:06.977293] [INFO ] [LOCAL ] Saved forecast: LPX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LPX.txt [2025-09-26T23:07:06.977573] [WARN ] [sig ] [1056/2043] Failed LPX after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.1m [2025-09-26T23:07:06.977682] [INFO ] [sig ] [1057/2043] Forecasting LRN... [2025-09-26T23:07:06.977736] [INFO ] [sig ] Generating forecast for: LRN [2025-09-26T23:07:06.977775] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LRN' from 'https://tdm.silogroup.org/data/derivative_storage/LRN.csv'. [2025-09-26T23:07:06.987568] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LRN'. [2025-09-26T23:07:06.987929] [INFO ] [FORECASTER] Starting predict_future for LRN [2025-09-26T23:07:07.015675] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:07.016965] [DEBUG] [LOCAL ] No optimal features file found for LRN: ./output/feature-sets/LRN.txt [2025-09-26T23:07:07.017048] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:07.017118] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:07.017183] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:07.017342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:07.036187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:07.036885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:07.036977] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:07.037015] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:07.072866] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:07.073003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:07.073044] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:07.073124] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:07.076793] [DEBUG] [FORECASTER] LRN: Forecast T+1@11:T+2@11: UP (p=90.53%) [2025-09-26T23:07:07.077083] [INFO ] [FORECASTER] Completed predict_future for LRN [2025-09-26T23:07:07.077221] [INFO ] [sig ] LRN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:07.232172] [INFO ] [LOCAL ] Saved forecast: LRN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LRN.txt [2025-09-26T23:07:07.232438] [WARN ] [sig ] [1057/2043] Failed LRN after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.0m [2025-09-26T23:07:07.232526] [INFO ] [sig ] [1058/2043] Forecasting LSPD... [2025-09-26T23:07:07.232567] [INFO ] [sig ] Generating forecast for: LSPD [2025-09-26T23:07:07.232601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'. [2025-09-26T23:07:07.243443] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LSPD'. [2025-09-26T23:07:07.243843] [INFO ] [FORECASTER] Starting predict_future for LSPD [2025-09-26T23:07:07.272540] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:07.273370] [DEBUG] [LOCAL ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt [2025-09-26T23:07:07.273428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:07.273465] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:07.273496] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:07.273556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:07.293428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:07.294058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:07.294146] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:07.294181] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:07.331022] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:07.331139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:07.331179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:07.331208] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:07.334932] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=79.43%) [2025-09-26T23:07:07.335299] [INFO ] [FORECASTER] Completed predict_future for LSPD [2025-09-26T23:07:07.335446] [INFO ] [sig ] LSPD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:07.493962] [INFO ] [LOCAL ] Saved forecast: LSPD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LSPD.txt [2025-09-26T23:07:07.494308] [WARN ] [sig ] [1058/2043] Failed LSPD after 0.3s | 4.06 sym/s | Total: 4.3m | ETA: 4.0m [2025-09-26T23:07:07.494393] [INFO ] [sig ] [1059/2043] Forecasting LTC... [2025-09-26T23:07:07.494435] [INFO ] [sig ] Generating forecast for: LTC [2025-09-26T23:07:07.494471] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'. [2025-09-26T23:07:07.506463] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LTC'. [2025-09-26T23:07:07.506822] [INFO ] [FORECASTER] Starting predict_future for LTC [2025-09-26T23:07:07.539896] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:07.540694] [DEBUG] [LOCAL ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt [2025-09-26T23:07:07.540757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:07.540795] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:07.540826] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:07.540886] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:07.559579] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:07.560330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:07.560427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:07.560463] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:07.599886] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:07.600002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:07.600049] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:07.600129] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:07.603737] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=14.22%) [2025-09-26T23:07:07.604038] [INFO ] [FORECASTER] Completed predict_future for LTC [2025-09-26T23:07:07.604215] [INFO ] [sig ] LTC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:07.760134] [INFO ] [LOCAL ] Saved forecast: LTC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LTC.txt [2025-09-26T23:07:07.760408] [WARN ] [sig ] [1059/2043] Failed LTC after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:07.760491] [INFO ] [sig ] [1060/2043] Forecasting LTH... [2025-09-26T23:07:07.760533] [INFO ] [sig ] Generating forecast for: LTH [2025-09-26T23:07:07.760568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'. [2025-09-26T23:07:07.770114] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LTH'. [2025-09-26T23:07:07.770537] [INFO ] [FORECASTER] Starting predict_future for LTH [2025-09-26T23:07:07.798916] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:07.799842] [DEBUG] [LOCAL ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt [2025-09-26T23:07:07.799904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:07.799941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:07.799972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:07.800032] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:07.819431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:07.820352] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:07.820451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:07.820488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:07.857136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:07.857327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:07.857374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:07.857406] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:07.861471] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=20.18%) [2025-09-26T23:07:07.862300] [INFO ] [FORECASTER] Completed predict_future for LTH [2025-09-26T23:07:07.862471] [INFO ] [sig ] LTH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:08.022388] [INFO ] [LOCAL ] Saved forecast: LTH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LTH.txt [2025-09-26T23:07:08.022695] [WARN ] [sig ] [1060/2043] Failed LTH after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:08.022783] [INFO ] [sig ] [1061/2043] Forecasting LTM... [2025-09-26T23:07:08.022824] [INFO ] [sig ] Generating forecast for: LTM [2025-09-26T23:07:08.022858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LTM' from 'https://tdm.silogroup.org/data/derivative_storage/LTM.csv'. [2025-09-26T23:07:08.034811] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LTM'. [2025-09-26T23:07:08.035361] [INFO ] [FORECASTER] Starting predict_future for LTM [2025-09-26T23:07:08.067867] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:08.068718] [DEBUG] [LOCAL ] No optimal features file found for LTM: ./output/feature-sets/LTM.txt [2025-09-26T23:07:08.068807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:08.068859] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:08.068891] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:08.068950] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:08.088202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:08.088880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:08.088968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:08.089003] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:08.124767] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:08.124908] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:08.124950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:08.124981] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:08.128700] [DEBUG] [FORECASTER] LTM: Forecast T+1@11:T+2@11: UP (p=92.14%) [2025-09-26T23:07:08.129001] [INFO ] [FORECASTER] Completed predict_future for LTM [2025-09-26T23:07:08.129143] [INFO ] [sig ] LTM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:08.277726] [INFO ] [LOCAL ] Saved forecast: LTM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LTM.txt [2025-09-26T23:07:08.277994] [WARN ] [sig ] [1061/2043] Failed LTM after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:08.278076] [INFO ] [sig ] [1062/2043] Forecasting LU... [2025-09-26T23:07:08.278119] [INFO ] [sig ] Generating forecast for: LU [2025-09-26T23:07:08.278155] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LU' from 'https://tdm.silogroup.org/data/derivative_storage/LU.csv'. [2025-09-26T23:07:08.289367] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LU'. [2025-09-26T23:07:08.289784] [INFO ] [FORECASTER] Starting predict_future for LU [2025-09-26T23:07:08.318484] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:08.319286] [DEBUG] [LOCAL ] No optimal features file found for LU: ./output/feature-sets/LU.txt [2025-09-26T23:07:08.319344] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:08.319379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:08.319409] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:08.319469] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:08.338480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:08.339211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:08.339316] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:08.339361] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:08.379542] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:08.379829] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:08.379883] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:08.379914] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:08.383949] [DEBUG] [FORECASTER] LU: Forecast T+1@11:T+2@11: DOWN (p=42.65%) [2025-09-26T23:07:08.384283] [INFO ] [FORECASTER] Completed predict_future for LU [2025-09-26T23:07:08.384475] [INFO ] [sig ] LU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:08.540331] [INFO ] [LOCAL ] Saved forecast: LU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LU.txt [2025-09-26T23:07:08.540680] [WARN ] [sig ] [1062/2043] Failed LU after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:08.540763] [INFO ] [sig ] [1063/2043] Forecasting LUMN... [2025-09-26T23:07:08.540804] [INFO ] [sig ] Generating forecast for: LUMN [2025-09-26T23:07:08.540839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'. [2025-09-26T23:07:08.554409] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LUMN'. [2025-09-26T23:07:08.554966] [INFO ] [FORECASTER] Starting predict_future for LUMN [2025-09-26T23:07:08.583515] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:08.584527] [DEBUG] [LOCAL ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt [2025-09-26T23:07:08.584616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:08.584718] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:08.584784] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:08.584849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:08.604824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:08.605824] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:08.605920] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:08.605956] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:08.643278] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:08.643439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:08.643484] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:08.643520] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:08.647320] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=14.06%) [2025-09-26T23:07:08.647662] [INFO ] [FORECASTER] Completed predict_future for LUMN [2025-09-26T23:07:08.647823] [INFO ] [sig ] LUMN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:08.800525] [INFO ] [LOCAL ] Saved forecast: LUMN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LUMN.txt [2025-09-26T23:07:08.800871] [WARN ] [sig ] [1063/2043] Failed LUMN after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:08.800960] [INFO ] [sig ] [1064/2043] Forecasting LUV... [2025-09-26T23:07:08.801002] [INFO ] [sig ] Generating forecast for: LUV [2025-09-26T23:07:08.801039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LUV' from 'https://tdm.silogroup.org/data/derivative_storage/LUV.csv'. [2025-09-26T23:07:08.811590] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LUV'. [2025-09-26T23:07:08.812003] [INFO ] [FORECASTER] Starting predict_future for LUV [2025-09-26T23:07:08.840383] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:08.841364] [DEBUG] [LOCAL ] No optimal features file found for LUV: ./output/feature-sets/LUV.txt [2025-09-26T23:07:08.841431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:08.841470] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:08.841500] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:08.841561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:08.859821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:08.860465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:08.860583] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:08.860633] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:08.893226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:08.893382] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:08.893431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:08.893469] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:08.897322] [DEBUG] [FORECASTER] LUV: Forecast T+1@11:T+2@11: UP (p=99.43%) [2025-09-26T23:07:08.897628] [INFO ] [FORECASTER] Completed predict_future for LUV [2025-09-26T23:07:08.897885] [INFO ] [sig ] LUV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:09.048682] [INFO ] [LOCAL ] Saved forecast: LUV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LUV.txt [2025-09-26T23:07:09.048970] [WARN ] [sig ] [1064/2043] Failed LUV after 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:09.049048] [INFO ] [sig ] [1065/2043] Forecasting LVS... [2025-09-26T23:07:09.049100] [INFO ] [sig ] Generating forecast for: LVS [2025-09-26T23:07:09.049138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'. [2025-09-26T23:07:09.060219] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LVS'. [2025-09-26T23:07:09.060706] [INFO ] [FORECASTER] Starting predict_future for LVS [2025-09-26T23:07:09.087907] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:09.088840] [DEBUG] [LOCAL ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt [2025-09-26T23:07:09.088904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:09.088943] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:09.088974] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:09.089036] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:09.108382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:09.109380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:09.109483] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:09.109522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:09.148721] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:09.148917] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:09.148966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:09.148997] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:09.152858] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: UP (p=98.83%) [2025-09-26T23:07:09.153161] [INFO ] [FORECASTER] Completed predict_future for LVS [2025-09-26T23:07:09.153312] [INFO ] [sig ] LVS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:09.306009] [INFO ] [LOCAL ] Saved forecast: LVS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LVS.txt [2025-09-26T23:07:09.306292] [WARN ] [sig ] [1065/2043] Failed LVS after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:09.306392] [INFO ] [sig ] [1066/2043] Forecasting LVWR... [2025-09-26T23:07:09.306432] [INFO ] [sig ] Generating forecast for: LVWR [2025-09-26T23:07:09.306466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LVWR' from 'https://tdm.silogroup.org/data/derivative_storage/LVWR.csv'. [2025-09-26T23:07:09.316861] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LVWR'. [2025-09-26T23:07:09.317353] [INFO ] [FORECASTER] Starting predict_future for LVWR [2025-09-26T23:07:09.344896] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:09.345787] [DEBUG] [LOCAL ] No optimal features file found for LVWR: ./output/feature-sets/LVWR.txt [2025-09-26T23:07:09.345849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:09.345888] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:09.345918] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:09.345979] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:09.365035] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:09.365901] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:09.365992] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:09.366028] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:09.404925] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:09.405093] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:09.405136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:09.405169] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:09.409123] [DEBUG] [FORECASTER] LVWR: Forecast T+1@11:T+2@11: DOWN (p=47.00%) [2025-09-26T23:07:09.409496] [INFO ] [FORECASTER] Completed predict_future for LVWR [2025-09-26T23:07:09.409682] [INFO ] [sig ] LVWR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:09.562185] [INFO ] [LOCAL ] Saved forecast: LVWR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LVWR.txt [2025-09-26T23:07:09.562471] [WARN ] [sig ] [1066/2043] Failed LVWR after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:09.562556] [INFO ] [sig ] [1067/2043] Forecasting LW... [2025-09-26T23:07:09.562597] [INFO ] [sig ] Generating forecast for: LW [2025-09-26T23:07:09.562631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LW' from 'https://tdm.silogroup.org/data/derivative_storage/LW.csv'. [2025-09-26T23:07:09.573313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LW'. [2025-09-26T23:07:09.573831] [INFO ] [FORECASTER] Starting predict_future for LW [2025-09-26T23:07:09.601235] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:09.602133] [DEBUG] [LOCAL ] No optimal features file found for LW: ./output/feature-sets/LW.txt [2025-09-26T23:07:09.602192] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:09.602228] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:09.602257] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:09.602316] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:09.620292] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:09.621019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:09.621109] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:09.621145] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:09.665425] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:09.666189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:09.666279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:09.666349] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:09.672921] [DEBUG] [FORECASTER] LW: Forecast T+1@11:T+2@11: DOWN (p=1.62%) [2025-09-26T23:07:09.673395] [INFO ] [FORECASTER] Completed predict_future for LW [2025-09-26T23:07:09.673565] [INFO ] [sig ] LW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:09.824716] [INFO ] [LOCAL ] Saved forecast: LW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LW.txt [2025-09-26T23:07:09.824962] [WARN ] [sig ] [1067/2043] Failed LW after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:09.825043] [INFO ] [sig ] [1068/2043] Forecasting LXFR... [2025-09-26T23:07:09.825083] [INFO ] [sig ] Generating forecast for: LXFR [2025-09-26T23:07:09.825118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXFR' from 'https://tdm.silogroup.org/data/derivative_storage/LXFR.csv'. [2025-09-26T23:07:09.839534] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LXFR'. [2025-09-26T23:07:09.839926] [INFO ] [FORECASTER] Starting predict_future for LXFR [2025-09-26T23:07:09.868191] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:09.869016] [DEBUG] [LOCAL ] No optimal features file found for LXFR: ./output/feature-sets/LXFR.txt [2025-09-26T23:07:09.869078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:09.869115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:09.869145] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:09.869203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:09.887561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:09.888408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:09.888501] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:09.888537] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:09.929489] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:09.929706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:09.929769] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:09.929803] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:09.933937] [DEBUG] [FORECASTER] LXFR: Forecast T+1@11:T+2@11: DOWN (p=35.51%) [2025-09-26T23:07:09.934302] [INFO ] [FORECASTER] Completed predict_future for LXFR [2025-09-26T23:07:09.934468] [INFO ] [sig ] LXFR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:10.085350] [INFO ] [LOCAL ] Saved forecast: LXFR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LXFR.txt [2025-09-26T23:07:10.085607] [WARN ] [sig ] [1068/2043] Failed LXFR after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:10.085710] [INFO ] [sig ] [1069/2043] Forecasting LXP... [2025-09-26T23:07:10.085752] [INFO ] [sig ] Generating forecast for: LXP [2025-09-26T23:07:10.085787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'. [2025-09-26T23:07:10.095622] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LXP'. [2025-09-26T23:07:10.095935] [INFO ] [FORECASTER] Starting predict_future for LXP [2025-09-26T23:07:10.122243] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:10.123098] [DEBUG] [LOCAL ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt [2025-09-26T23:07:10.123155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:10.123191] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:10.123220] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:10.123278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:10.143448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:10.144462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:10.144562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:10.144598] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:10.182790] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:10.182887] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:10.182924] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:10.182954] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:10.186435] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=55.83%) [2025-09-26T23:07:10.186769] [INFO ] [FORECASTER] Completed predict_future for LXP [2025-09-26T23:07:10.186925] [INFO ] [sig ] LXP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:10.334561] [INFO ] [LOCAL ] Saved forecast: LXP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LXP.txt [2025-09-26T23:07:10.334798] [WARN ] [sig ] [1069/2043] Failed LXP after 0.2s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:10.334880] [INFO ] [sig ] [1070/2043] Forecasting LXU... [2025-09-26T23:07:10.334921] [INFO ] [sig ] Generating forecast for: LXU [2025-09-26T23:07:10.334955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LXU' from 'https://tdm.silogroup.org/data/derivative_storage/LXU.csv'. [2025-09-26T23:07:10.345924] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LXU'. [2025-09-26T23:07:10.346277] [INFO ] [FORECASTER] Starting predict_future for LXU [2025-09-26T23:07:10.374268] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:10.375200] [DEBUG] [LOCAL ] No optimal features file found for LXU: ./output/feature-sets/LXU.txt [2025-09-26T23:07:10.375261] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:10.375299] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:10.375330] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:10.375399] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:10.394792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:10.395415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:10.395508] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:10.395544] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:10.436237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:10.437037] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:10.437133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:10.437196] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:10.442626] [DEBUG] [FORECASTER] LXU: Forecast T+1@11:T+2@11: DOWN (p=22.37%) [2025-09-26T23:07:10.443015] [INFO ] [FORECASTER] Completed predict_future for LXU [2025-09-26T23:07:10.443200] [INFO ] [sig ] LXU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:10.593390] [INFO ] [LOCAL ] Saved forecast: LXU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LXU.txt [2025-09-26T23:07:10.593701] [WARN ] [sig ] [1070/2043] Failed LXU after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:10.593785] [INFO ] [sig ] [1071/2043] Forecasting LYB... [2025-09-26T23:07:10.593825] [INFO ] [sig ] Generating forecast for: LYB [2025-09-26T23:07:10.593910] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'. [2025-09-26T23:07:10.609545] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LYB'. [2025-09-26T23:07:10.609968] [INFO ] [FORECASTER] Starting predict_future for LYB [2025-09-26T23:07:10.638134] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:10.638980] [DEBUG] [LOCAL ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt [2025-09-26T23:07:10.639044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:10.639082] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:10.639112] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:10.639172] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:10.658276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:10.659021] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:10.659113] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:10.659154] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:10.696846] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:10.696985] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:10.697026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:10.697059] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:10.700662] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: UP (p=61.17%) [2025-09-26T23:07:10.700974] [INFO ] [FORECASTER] Completed predict_future for LYB [2025-09-26T23:07:10.701120] [INFO ] [sig ] LYB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:10.862001] [INFO ] [LOCAL ] Saved forecast: LYB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LYB.txt [2025-09-26T23:07:10.862262] [WARN ] [sig ] [1071/2043] Failed LYB after 0.3s | 4.06 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:10.862343] [INFO ] [sig ] [1072/2043] Forecasting LYG... [2025-09-26T23:07:10.862392] [INFO ] [sig ] Generating forecast for: LYG [2025-09-26T23:07:10.862430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'. [2025-09-26T23:07:10.872845] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LYG'. [2025-09-26T23:07:10.873187] [INFO ] [FORECASTER] Starting predict_future for LYG [2025-09-26T23:07:10.900748] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:10.901592] [DEBUG] [LOCAL ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt [2025-09-26T23:07:10.901680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:10.901734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:10.901767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:10.901829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:10.921156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:10.921805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:10.921895] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:10.921932] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:10.956895] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:10.957024] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:10.957065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:10.957096] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:10.960730] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=38.86%) [2025-09-26T23:07:10.961086] [INFO ] [FORECASTER] Completed predict_future for LYG [2025-09-26T23:07:10.961246] [INFO ] [sig ] LYG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:11.118471] [INFO ] [LOCAL ] Saved forecast: LYG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LYG.txt [2025-09-26T23:07:11.118769] [WARN ] [sig ] [1072/2043] Failed LYG after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:11.118851] [INFO ] [sig ] [1073/2043] Forecasting LYV... [2025-09-26T23:07:11.118891] [INFO ] [sig ] Generating forecast for: LYV [2025-09-26T23:07:11.118926] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LYV' from 'https://tdm.silogroup.org/data/derivative_storage/LYV.csv'. [2025-09-26T23:07:11.130115] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LYV'. [2025-09-26T23:07:11.130474] [INFO ] [FORECASTER] Starting predict_future for LYV [2025-09-26T23:07:11.157198] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:11.158096] [DEBUG] [LOCAL ] No optimal features file found for LYV: ./output/feature-sets/LYV.txt [2025-09-26T23:07:11.158160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:11.158197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:11.158227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:11.158290] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:11.178156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:11.179193] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:11.179308] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:11.179345] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:11.225497] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:11.225694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:11.225754] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:11.225788] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:11.229677] [DEBUG] [FORECASTER] LYV: Forecast T+1@11:T+2@11: UP (p=69.86%) [2025-09-26T23:07:11.230004] [INFO ] [FORECASTER] Completed predict_future for LYV [2025-09-26T23:07:11.230154] [INFO ] [sig ] LYV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:11.379982] [INFO ] [LOCAL ] Saved forecast: LYV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LYV.txt [2025-09-26T23:07:11.380236] [WARN ] [sig ] [1073/2043] Failed LYV after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:11.380316] [INFO ] [sig ] [1074/2043] Forecasting LZB... [2025-09-26T23:07:11.380357] [INFO ] [sig ] Generating forecast for: LZB [2025-09-26T23:07:11.380392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'. [2025-09-26T23:07:11.390830] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LZB'. [2025-09-26T23:07:11.391144] [INFO ] [FORECASTER] Starting predict_future for LZB [2025-09-26T23:07:11.419440] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:11.420292] [DEBUG] [LOCAL ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt [2025-09-26T23:07:11.420350] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:11.420386] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:11.420416] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:11.420530] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:11.438953] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:11.439547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:11.439634] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:11.439710] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:11.481490] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:11.481632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:11.481713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:11.481753] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:11.485298] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=46.57%) [2025-09-26T23:07:11.485598] [INFO ] [FORECASTER] Completed predict_future for LZB [2025-09-26T23:07:11.485777] [INFO ] [sig ] LZB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:11.640749] [INFO ] [LOCAL ] Saved forecast: LZB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/LZB.txt [2025-09-26T23:07:11.641013] [WARN ] [sig ] [1074/2043] Failed LZB after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:11.641094] [INFO ] [sig ] [1075/2043] Forecasting LZM... [2025-09-26T23:07:11.641135] [INFO ] [sig ] Generating forecast for: LZM [2025-09-26T23:07:11.641169] [DEBUG] [REMOTE ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'. [2025-09-26T23:07:11.650935] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'LZM'. [2025-09-26T23:07:11.651355] [INFO ] [FORECASTER] Starting predict_future for LZM [2025-09-26T23:07:11.678464] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:11.679386] [DEBUG] [LOCAL ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt [2025-09-26T23:07:11.679449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:11.679488] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:11.679519] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:11.679579] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:11.698827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:11.699673] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:11.699795] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:11.699833] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:11.739907] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:11.740072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:11.740116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:11.740148] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:11.744102] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: UP (p=64.27%) [2025-09-26T23:07:11.744459] [INFO ] [FORECASTER] Completed predict_future for LZM [2025-09-26T23:07:11.744618] [INFO ] [sig ] LZM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:11.898585] [INFO ] [LOCAL ] Saved forecast: LZM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/LZM.txt [2025-09-26T23:07:11.898897] [WARN ] [sig ] [1075/2043] Failed LZM after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:11.898985] [INFO ] [sig ] [1076/2043] Forecasting M... [2025-09-26T23:07:11.899028] [INFO ] [sig ] Generating forecast for: M [2025-09-26T23:07:11.899066] [DEBUG] [REMOTE ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'. [2025-09-26T23:07:11.910724] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'M'. [2025-09-26T23:07:11.911107] [INFO ] [FORECASTER] Starting predict_future for M [2025-09-26T23:07:11.938472] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:11.939398] [DEBUG] [LOCAL ] No optimal features file found for M: ./output/feature-sets/M.txt [2025-09-26T23:07:11.939456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:11.939490] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:11.939518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:11.939578] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:11.957969] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:11.958528] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:11.958619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:11.958682] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:12.003353] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:12.003519] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:12.003562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:12.003592] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:12.007737] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=37.08%) [2025-09-26T23:07:12.008053] [INFO ] [FORECASTER] Completed predict_future for M [2025-09-26T23:07:12.008207] [INFO ] [sig ] M: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:12.171073] [INFO ] [LOCAL ] Saved forecast: M 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/M.txt [2025-09-26T23:07:12.171349] [WARN ] [sig ] [1076/2043] Failed M after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:12.171428] [INFO ] [sig ] [1077/2043] Forecasting MA... [2025-09-26T23:07:12.171469] [INFO ] [sig ] Generating forecast for: MA [2025-09-26T23:07:12.171503] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'. [2025-09-26T23:07:12.181308] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MA'. [2025-09-26T23:07:12.181636] [INFO ] [FORECASTER] Starting predict_future for MA [2025-09-26T23:07:12.208221] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:12.209066] [DEBUG] [LOCAL ] No optimal features file found for MA: ./output/feature-sets/MA.txt [2025-09-26T23:07:12.209145] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:12.209183] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:12.209212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:12.209271] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:12.227329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:12.228134] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:12.228224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:12.228259] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:12.264329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:12.264451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:12.264489] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:12.264519] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:12.268024] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=99.02%) [2025-09-26T23:07:12.268310] [INFO ] [FORECASTER] Completed predict_future for MA [2025-09-26T23:07:12.268489] [INFO ] [sig ] MA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:12.414814] [INFO ] [LOCAL ] Saved forecast: MA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MA.txt [2025-09-26T23:07:12.415048] [WARN ] [sig ] [1077/2043] Failed MA after 0.2s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:12.415126] [INFO ] [sig ] [1078/2043] Forecasting MAA... [2025-09-26T23:07:12.415165] [INFO ] [sig ] Generating forecast for: MAA [2025-09-26T23:07:12.415199] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'. [2025-09-26T23:07:12.425610] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAA'. [2025-09-26T23:07:12.426067] [INFO ] [FORECASTER] Starting predict_future for MAA [2025-09-26T23:07:12.454839] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:12.455692] [DEBUG] [LOCAL ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt [2025-09-26T23:07:12.455753] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:12.455789] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:12.455818] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:12.455877] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:12.476168] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:12.477523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:12.477639] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:12.477721] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:12.536016] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:12.536297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:12.536376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:12.536423] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:12.541098] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=14.94%) [2025-09-26T23:07:12.541460] [INFO ] [FORECASTER] Completed predict_future for MAA [2025-09-26T23:07:12.541672] [INFO ] [sig ] MAA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:12.702215] [INFO ] [LOCAL ] Saved forecast: MAA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MAA.txt [2025-09-26T23:07:12.702612] [WARN ] [sig ] [1078/2043] Failed MAA after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:12.702733] [INFO ] [sig ] [1079/2043] Forecasting MAC... [2025-09-26T23:07:12.702776] [INFO ] [sig ] Generating forecast for: MAC [2025-09-26T23:07:12.702822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'. [2025-09-26T23:07:12.714923] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAC'. [2025-09-26T23:07:12.715507] [INFO ] [FORECASTER] Starting predict_future for MAC [2025-09-26T23:07:12.742371] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:12.743320] [DEBUG] [LOCAL ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt [2025-09-26T23:07:12.743383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:12.743420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:12.743449] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:12.743508] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:12.761239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:12.762275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:12.762387] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:12.762421] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:12.810462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:12.810749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:12.810811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:12.810844] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:12.814971] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: UP (p=51.99%) [2025-09-26T23:07:12.815284] [INFO ] [FORECASTER] Completed predict_future for MAC [2025-09-26T23:07:12.815448] [INFO ] [sig ] MAC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:12.959493] [INFO ] [LOCAL ] Saved forecast: MAC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MAC.txt [2025-09-26T23:07:12.959853] [WARN ] [sig ] [1079/2043] Failed MAC after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:12.959943] [INFO ] [sig ] [1080/2043] Forecasting MAGN... [2025-09-26T23:07:12.959983] [INFO ] [sig ] Generating forecast for: MAGN [2025-09-26T23:07:12.960019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAGN' from 'https://tdm.silogroup.org/data/derivative_storage/MAGN.csv'. [2025-09-26T23:07:12.972462] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAGN'. [2025-09-26T23:07:12.972987] [INFO ] [FORECASTER] Starting predict_future for MAGN [2025-09-26T23:07:13.008102] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:13.009068] [DEBUG] [LOCAL ] No optimal features file found for MAGN: ./output/feature-sets/MAGN.txt [2025-09-26T23:07:13.009129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:13.009165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:13.009198] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:13.009259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:13.027794] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:13.028565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:13.028692] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:13.028761] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:13.073465] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:13.073716] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:13.073781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:13.073813] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:13.078136] [DEBUG] [FORECASTER] MAGN: Forecast T+1@11:T+2@11: UP (p=54.00%) [2025-09-26T23:07:13.078453] [INFO ] [FORECASTER] Completed predict_future for MAGN [2025-09-26T23:07:13.078672] [INFO ] [sig ] MAGN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:13.225736] [INFO ] [LOCAL ] Saved forecast: MAGN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MAGN.txt [2025-09-26T23:07:13.226037] [WARN ] [sig ] [1080/2043] Failed MAGN after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:13.226117] [INFO ] [sig ] [1081/2043] Forecasting MAIN... [2025-09-26T23:07:13.226157] [INFO ] [sig ] Generating forecast for: MAIN [2025-09-26T23:07:13.226191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAIN' from 'https://tdm.silogroup.org/data/derivative_storage/MAIN.csv'. [2025-09-26T23:07:13.238992] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAIN'. [2025-09-26T23:07:13.239479] [INFO ] [FORECASTER] Starting predict_future for MAIN [2025-09-26T23:07:13.266286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:13.267186] [DEBUG] [LOCAL ] No optimal features file found for MAIN: ./output/feature-sets/MAIN.txt [2025-09-26T23:07:13.267247] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:13.267282] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:13.267312] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:13.267372] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:13.284991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:13.285586] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:13.285700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:13.285755] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:13.330113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:13.330216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:13.330253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:13.330283] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:13.333630] [DEBUG] [FORECASTER] MAIN: Forecast T+1@11:T+2@11: UP (p=64.01%) [2025-09-26T23:07:13.333944] [INFO ] [FORECASTER] Completed predict_future for MAIN [2025-09-26T23:07:13.334108] [INFO ] [sig ] MAIN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:13.497567] [INFO ] [LOCAL ] Saved forecast: MAIN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MAIN.txt [2025-09-26T23:07:13.497985] [WARN ] [sig ] [1081/2043] Failed MAIN after 0.3s | 4.05 sym/s | Total: 4.4m | ETA: 4.0m [2025-09-26T23:07:13.498078] [INFO ] [sig ] [1082/2043] Forecasting MAN... [2025-09-26T23:07:13.498120] [INFO ] [sig ] Generating forecast for: MAN [2025-09-26T23:07:13.498157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'. [2025-09-26T23:07:13.510006] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAN'. [2025-09-26T23:07:13.510524] [INFO ] [FORECASTER] Starting predict_future for MAN [2025-09-26T23:07:13.537730] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:13.538618] [DEBUG] [LOCAL ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt [2025-09-26T23:07:13.538703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:13.538750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:13.538782] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:13.538844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:13.557484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:13.558233] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:13.558336] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:13.558396] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:13.605926] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:13.606124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:13.606172] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:13.606205] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:13.610257] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=63.51%) [2025-09-26T23:07:13.610576] [INFO ] [FORECASTER] Completed predict_future for MAN [2025-09-26T23:07:13.610780] [INFO ] [sig ] MAN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:13.764437] [INFO ] [LOCAL ] Saved forecast: MAN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MAN.txt [2025-09-26T23:07:13.764801] [WARN ] [sig ] [1082/2043] Failed MAN after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 4.0m [2025-09-26T23:07:13.764891] [INFO ] [sig ] [1083/2043] Forecasting MANU... [2025-09-26T23:07:13.764932] [INFO ] [sig ] Generating forecast for: MANU [2025-09-26T23:07:13.764968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MANU' from 'https://tdm.silogroup.org/data/derivative_storage/MANU.csv'. [2025-09-26T23:07:13.775857] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MANU'. [2025-09-26T23:07:13.776222] [INFO ] [FORECASTER] Starting predict_future for MANU [2025-09-26T23:07:13.803819] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:13.804806] [DEBUG] [LOCAL ] No optimal features file found for MANU: ./output/feature-sets/MANU.txt [2025-09-26T23:07:13.804877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:13.804916] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:13.804946] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:13.805006] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:13.824016] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:13.824876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:13.824976] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:13.825015] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:13.870285] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:13.870476] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:13.870520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:13.870550] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:13.874500] [DEBUG] [FORECASTER] MANU: Forecast T+1@11:T+2@11: UP (p=70.69%) [2025-09-26T23:07:13.874868] [INFO ] [FORECASTER] Completed predict_future for MANU [2025-09-26T23:07:13.875033] [INFO ] [sig ] MANU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:14.028954] [INFO ] [LOCAL ] Saved forecast: MANU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MANU.txt [2025-09-26T23:07:14.029272] [WARN ] [sig ] [1083/2043] Failed MANU after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:14.029365] [INFO ] [sig ] [1084/2043] Forecasting MAS... [2025-09-26T23:07:14.029409] [INFO ] [sig ] Generating forecast for: MAS [2025-09-26T23:07:14.029445] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'. [2025-09-26T23:07:14.039564] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAS'. [2025-09-26T23:07:14.039954] [INFO ] [FORECASTER] Starting predict_future for MAS [2025-09-26T23:07:14.067340] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:14.068179] [DEBUG] [LOCAL ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt [2025-09-26T23:07:14.068257] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:14.068296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:14.068328] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:14.068389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:14.087283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:14.087977] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:14.088069] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:14.088104] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:14.131695] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:14.131927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:14.131973] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:14.132003] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:14.137755] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=79.60%) [2025-09-26T23:07:14.138056] [INFO ] [FORECASTER] Completed predict_future for MAS [2025-09-26T23:07:14.138213] [INFO ] [sig ] MAS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:14.285381] [INFO ] [LOCAL ] Saved forecast: MAS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MAS.txt [2025-09-26T23:07:14.285693] [WARN ] [sig ] [1084/2043] Failed MAS after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:14.285791] [INFO ] [sig ] [1085/2043] Forecasting MATV... [2025-09-26T23:07:14.285833] [INFO ] [sig ] Generating forecast for: MATV [2025-09-26T23:07:14.285869] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATV' from 'https://tdm.silogroup.org/data/derivative_storage/MATV.csv'. [2025-09-26T23:07:14.297718] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MATV'. [2025-09-26T23:07:14.298241] [INFO ] [FORECASTER] Starting predict_future for MATV [2025-09-26T23:07:14.326221] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:14.327059] [DEBUG] [LOCAL ] No optimal features file found for MATV: ./output/feature-sets/MATV.txt [2025-09-26T23:07:14.327116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:14.327151] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:14.327181] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:14.327244] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:14.344674] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:14.345262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:14.345354] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:14.345397] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:14.393009] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:14.393260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:14.393311] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:14.393345] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:14.397541] [DEBUG] [FORECASTER] MATV: Forecast T+1@11:T+2@11: DOWN (p=3.32%) [2025-09-26T23:07:14.397894] [INFO ] [FORECASTER] Completed predict_future for MATV [2025-09-26T23:07:14.398062] [INFO ] [sig ] MATV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:14.542634] [INFO ] [LOCAL ] Saved forecast: MATV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MATV.txt [2025-09-26T23:07:14.542973] [WARN ] [sig ] [1085/2043] Failed MATV after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:14.543055] [INFO ] [sig ] [1086/2043] Forecasting MATX... [2025-09-26T23:07:14.543095] [INFO ] [sig ] Generating forecast for: MATX [2025-09-26T23:07:14.543133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'. [2025-09-26T23:07:14.554268] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MATX'. [2025-09-26T23:07:14.554632] [INFO ] [FORECASTER] Starting predict_future for MATX [2025-09-26T23:07:14.581290] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:14.582078] [DEBUG] [LOCAL ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt [2025-09-26T23:07:14.582135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:14.582170] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:14.582199] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:14.582258] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:14.600026] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:14.600599] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:14.600715] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:14.600764] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:14.649093] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:14.649250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:14.649298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:14.649328] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:14.652765] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=32.54%) [2025-09-26T23:07:14.653061] [INFO ] [FORECASTER] Completed predict_future for MATX [2025-09-26T23:07:14.653227] [INFO ] [sig ] MATX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:14.801915] [INFO ] [LOCAL ] Saved forecast: MATX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MATX.txt [2025-09-26T23:07:14.802206] [WARN ] [sig ] [1086/2043] Failed MATX after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:14.802290] [INFO ] [sig ] [1087/2043] Forecasting MAX... [2025-09-26T23:07:14.802331] [INFO ] [sig ] Generating forecast for: MAX [2025-09-26T23:07:14.802367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'. [2025-09-26T23:07:14.814719] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MAX'. [2025-09-26T23:07:14.815287] [INFO ] [FORECASTER] Starting predict_future for MAX [2025-09-26T23:07:14.843752] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:14.844628] [DEBUG] [LOCAL ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt [2025-09-26T23:07:14.844715] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:14.844757] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:14.844787] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:14.844847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:14.864857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:14.865486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:14.865582] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:14.865617] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:14.923132] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:14.923395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:14.923446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:14.923480] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:14.928071] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=32.06%) [2025-09-26T23:07:14.928496] [INFO ] [FORECASTER] Completed predict_future for MAX [2025-09-26T23:07:14.928741] [INFO ] [sig ] MAX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:15.085798] [INFO ] [LOCAL ] Saved forecast: MAX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MAX.txt [2025-09-26T23:07:15.086178] [WARN ] [sig ] [1087/2043] Failed MAX after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:15.086266] [INFO ] [sig ] [1088/2043] Forecasting MBC... [2025-09-26T23:07:15.086307] [INFO ] [sig ] Generating forecast for: MBC [2025-09-26T23:07:15.086407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'. [2025-09-26T23:07:15.098896] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MBC'. [2025-09-26T23:07:15.099261] [INFO ] [FORECASTER] Starting predict_future for MBC [2025-09-26T23:07:15.127542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:15.128455] [DEBUG] [LOCAL ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt [2025-09-26T23:07:15.128516] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:15.128553] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:15.128582] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:15.128667] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:15.147564] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:15.148238] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:15.148337] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:15.148374] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:15.197250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:15.197475] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:15.197561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:15.197607] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:15.201862] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-09-26T23:07:15.202203] [INFO ] [FORECASTER] Completed predict_future for MBC [2025-09-26T23:07:15.202386] [INFO ] [sig ] MBC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:15.356529] [INFO ] [LOCAL ] Saved forecast: MBC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MBC.txt [2025-09-26T23:07:15.356937] [WARN ] [sig ] [1088/2043] Failed MBC after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:15.357026] [INFO ] [sig ] [1089/2043] Forecasting MC... [2025-09-26T23:07:15.357066] [INFO ] [sig ] Generating forecast for: MC [2025-09-26T23:07:15.357103] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'. [2025-09-26T23:07:15.370303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MC'. [2025-09-26T23:07:15.370800] [INFO ] [FORECASTER] Starting predict_future for MC [2025-09-26T23:07:15.397742] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:15.398479] [DEBUG] [LOCAL ] No optimal features file found for MC: ./output/feature-sets/MC.txt [2025-09-26T23:07:15.398535] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:15.398570] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:15.398599] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:15.398681] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:15.416749] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:15.417321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:15.417413] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:15.417473] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:15.464113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:15.464227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:15.464266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:15.464294] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:15.467743] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=2.19%) [2025-09-26T23:07:15.468034] [INFO ] [FORECASTER] Completed predict_future for MC [2025-09-26T23:07:15.468190] [INFO ] [sig ] MC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:15.614386] [INFO ] [LOCAL ] Saved forecast: MC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MC.txt [2025-09-26T23:07:15.614668] [WARN ] [sig ] [1089/2043] Failed MC after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:15.614754] [INFO ] [sig ] [1090/2043] Forecasting MCB... [2025-09-26T23:07:15.614794] [INFO ] [sig ] Generating forecast for: MCB [2025-09-26T23:07:15.614829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCB' from 'https://tdm.silogroup.org/data/derivative_storage/MCB.csv'. [2025-09-26T23:07:15.627353] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCB'. [2025-09-26T23:07:15.627880] [INFO ] [FORECASTER] Starting predict_future for MCB [2025-09-26T23:07:15.655833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:15.656674] [DEBUG] [LOCAL ] No optimal features file found for MCB: ./output/feature-sets/MCB.txt [2025-09-26T23:07:15.656811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:15.656866] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:15.656898] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:15.656963] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:15.675541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:15.676182] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:15.676279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:15.676315] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:15.723471] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:15.723630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:15.723713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:15.723754] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:15.727826] [DEBUG] [FORECASTER] MCB: Forecast T+1@11:T+2@11: DOWN (p=3.24%) [2025-09-26T23:07:15.728267] [INFO ] [FORECASTER] Completed predict_future for MCB [2025-09-26T23:07:15.728476] [INFO ] [sig ] MCB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:15.877114] [INFO ] [LOCAL ] Saved forecast: MCB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MCB.txt [2025-09-26T23:07:15.877485] [WARN ] [sig ] [1090/2043] Failed MCB after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:15.877569] [INFO ] [sig ] [1091/2043] Forecasting MCI... [2025-09-26T23:07:15.877609] [INFO ] [sig ] Generating forecast for: MCI [2025-09-26T23:07:15.877668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'. [2025-09-26T23:07:15.890039] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCI'. [2025-09-26T23:07:15.890515] [INFO ] [FORECASTER] Starting predict_future for MCI [2025-09-26T23:07:15.917554] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:15.918313] [DEBUG] [LOCAL ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt [2025-09-26T23:07:15.918373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:15.918432] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:15.918466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:15.918589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:15.936711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:15.937304] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:15.937397] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:15.937432] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:15.982486] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:15.982696] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:15.982758] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:15.982793] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:15.986743] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=25.84%) [2025-09-26T23:07:15.987057] [INFO ] [FORECASTER] Completed predict_future for MCI [2025-09-26T23:07:15.987222] [INFO ] [sig ] MCI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:16.134805] [INFO ] [LOCAL ] Saved forecast: MCI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MCI.txt [2025-09-26T23:07:16.135181] [WARN ] [sig ] [1091/2043] Failed MCI after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:16.135273] [INFO ] [sig ] [1092/2043] Forecasting MCK... [2025-09-26T23:07:16.135343] [INFO ] [sig ] Generating forecast for: MCK [2025-09-26T23:07:16.135407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'. [2025-09-26T23:07:16.148531] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCK'. [2025-09-26T23:07:16.149265] [INFO ] [FORECASTER] Starting predict_future for MCK [2025-09-26T23:07:16.178293] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:16.179306] [DEBUG] [LOCAL ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt [2025-09-26T23:07:16.179366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:16.179403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:16.179435] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:16.179496] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:16.197837] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:16.198439] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:16.198535] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:16.198570] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:16.243939] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:16.244101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:16.244142] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:16.244173] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:16.247817] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: DOWN (p=15.66%) [2025-09-26T23:07:16.248115] [INFO ] [FORECASTER] Completed predict_future for MCK [2025-09-26T23:07:16.248279] [INFO ] [sig ] MCK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:16.394951] [INFO ] [LOCAL ] Saved forecast: MCK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MCK.txt [2025-09-26T23:07:16.395223] [WARN ] [sig ] [1092/2043] Failed MCK after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:16.395305] [INFO ] [sig ] [1093/2043] Forecasting MCN... [2025-09-26T23:07:16.395345] [INFO ] [sig ] Generating forecast for: MCN [2025-09-26T23:07:16.395380] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'. [2025-09-26T23:07:16.407542] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCN'. [2025-09-26T23:07:16.408041] [INFO ] [FORECASTER] Starting predict_future for MCN [2025-09-26T23:07:16.435457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:16.436266] [DEBUG] [LOCAL ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt [2025-09-26T23:07:16.436349] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:16.436405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:16.436438] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:16.436503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:16.454875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:16.455488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:16.455586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:16.455622] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:16.502409] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:16.502544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:16.502626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:16.502707] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:16.506229] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=18.57%) [2025-09-26T23:07:16.506557] [INFO ] [FORECASTER] Completed predict_future for MCN [2025-09-26T23:07:16.506762] [INFO ] [sig ] MCN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:16.656270] [INFO ] [LOCAL ] Saved forecast: MCN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MCN.txt [2025-09-26T23:07:16.656684] [WARN ] [sig ] [1093/2043] Failed MCN after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:16.656774] [INFO ] [sig ] [1094/2043] Forecasting MCO... [2025-09-26T23:07:16.656814] [INFO ] [sig ] Generating forecast for: MCO [2025-09-26T23:07:16.656850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'. [2025-09-26T23:07:16.673701] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MCO'. [2025-09-26T23:07:16.674170] [INFO ] [FORECASTER] Starting predict_future for MCO [2025-09-26T23:07:16.701480] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:16.702315] [DEBUG] [LOCAL ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt [2025-09-26T23:07:16.702375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:16.702411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:16.702441] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:16.702502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:16.721234] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:16.721880] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:16.721971] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:16.722006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:16.767713] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:16.767868] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:16.767908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:16.767938] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:16.771514] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=41.48%) [2025-09-26T23:07:16.771861] [INFO ] [FORECASTER] Completed predict_future for MCO [2025-09-26T23:07:16.772099] [INFO ] [sig ] MCO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:16.918384] [INFO ] [LOCAL ] Saved forecast: MCO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MCO.txt [2025-09-26T23:07:16.918723] [WARN ] [sig ] [1094/2043] Failed MCO after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:16.918809] [INFO ] [sig ] [1095/2043] Forecasting MCR... [2025-09-26T23:07:16.918848] [INFO ] [sig ] Generating forecast for: MCR [2025-09-26T23:07:16.918883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCR' from 'https://tdm.silogroup.org/data/derivative_storage/MCR.csv'. [2025-09-26T23:07:16.932184] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCR'. [2025-09-26T23:07:16.932522] [INFO ] [FORECASTER] Starting predict_future for MCR [2025-09-26T23:07:16.960387] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:16.961546] [DEBUG] [LOCAL ] No optimal features file found for MCR: ./output/feature-sets/MCR.txt [2025-09-26T23:07:16.961625] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:16.961727] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:16.961789] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:16.961889] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:16.981943] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:16.982753] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:16.982858] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:16.982896] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:17.026743] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:17.026858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:17.026895] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:17.026924] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:17.030263] [DEBUG] [FORECASTER] MCR: Forecast T+1@11:T+2@11: DOWN (p=33.46%) [2025-09-26T23:07:17.030543] [INFO ] [FORECASTER] Completed predict_future for MCR [2025-09-26T23:07:17.030730] [INFO ] [sig ] MCR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:17.178561] [INFO ] [LOCAL ] Saved forecast: MCR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MCR.txt [2025-09-26T23:07:17.179162] [WARN ] [sig ] [1095/2043] Failed MCR after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:17.179255] [INFO ] [sig ] [1096/2043] Forecasting MCS... [2025-09-26T23:07:17.179296] [INFO ] [sig ] Generating forecast for: MCS [2025-09-26T23:07:17.179331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'. [2025-09-26T23:07:17.191803] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCS'. [2025-09-26T23:07:17.192175] [INFO ] [FORECASTER] Starting predict_future for MCS [2025-09-26T23:07:17.218816] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:17.219630] [DEBUG] [LOCAL ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt [2025-09-26T23:07:17.219714] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:17.219759] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:17.219790] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:17.219849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:17.237956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:17.238531] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:17.238621] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:17.238697] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:17.287123] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:17.287225] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:17.287262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:17.287291] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:17.290621] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=97.36%) [2025-09-26T23:07:17.290932] [INFO ] [FORECASTER] Completed predict_future for MCS [2025-09-26T23:07:17.291099] [INFO ] [sig ] MCS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:17.443031] [INFO ] [LOCAL ] Saved forecast: MCS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MCS.txt [2025-09-26T23:07:17.443454] [WARN ] [sig ] [1096/2043] Failed MCS after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:17.443540] [INFO ] [sig ] [1097/2043] Forecasting MCY... [2025-09-26T23:07:17.443582] [INFO ] [sig ] Generating forecast for: MCY [2025-09-26T23:07:17.443619] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'. [2025-09-26T23:07:17.456232] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MCY'. [2025-09-26T23:07:17.456783] [INFO ] [FORECASTER] Starting predict_future for MCY [2025-09-26T23:07:17.483712] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:17.484573] [DEBUG] [LOCAL ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt [2025-09-26T23:07:17.484635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:17.484714] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:17.484750] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:17.484812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:17.502493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:17.503873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:17.503998] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:17.504034] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:17.551393] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:17.551566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:17.551608] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:17.551638] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:17.555545] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: UP (p=89.69%) [2025-09-26T23:07:17.555908] [INFO ] [FORECASTER] Completed predict_future for MCY [2025-09-26T23:07:17.556097] [INFO ] [sig ] MCY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:17.699739] [INFO ] [LOCAL ] Saved forecast: MCY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MCY.txt [2025-09-26T23:07:17.700109] [WARN ] [sig ] [1097/2043] Failed MCY after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:17.700193] [INFO ] [sig ] [1098/2043] Forecasting MD... [2025-09-26T23:07:17.700234] [INFO ] [sig ] Generating forecast for: MD [2025-09-26T23:07:17.700270] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'. [2025-09-26T23:07:17.713792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MD'. [2025-09-26T23:07:17.714283] [INFO ] [FORECASTER] Starting predict_future for MD [2025-09-26T23:07:17.741374] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:17.742238] [DEBUG] [LOCAL ] No optimal features file found for MD: ./output/feature-sets/MD.txt [2025-09-26T23:07:17.742342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:17.742450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:17.742506] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:17.742570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:17.760863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:17.761462] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:17.761555] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:17.761589] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:17.810440] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:17.810711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:17.810776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:17.810810] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:17.814938] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=26.88%) [2025-09-26T23:07:17.815259] [INFO ] [FORECASTER] Completed predict_future for MD [2025-09-26T23:07:17.815421] [INFO ] [sig ] MD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:17.961836] [INFO ] [LOCAL ] Saved forecast: MD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MD.txt [2025-09-26T23:07:17.962146] [WARN ] [sig ] [1098/2043] Failed MD after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:17.962229] [INFO ] [sig ] [1099/2043] Forecasting MDST... [2025-09-26T23:07:17.962268] [INFO ] [sig ] Generating forecast for: MDST [2025-09-26T23:07:17.962304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDST' from 'https://tdm.silogroup.org/data/derivative_storage/MDST.csv'. [2025-09-26T23:07:17.973849] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDST'. [2025-09-26T23:07:17.974207] [INFO ] [FORECASTER] Starting predict_future for MDST [2025-09-26T23:07:18.000998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:18.001861] [DEBUG] [LOCAL ] No optimal features file found for MDST: ./output/feature-sets/MDST.txt [2025-09-26T23:07:18.001924] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:18.001959] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:18.001989] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:18.002050] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:18.023391] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:18.024524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:18.024635] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:18.024714] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:18.069696] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:18.069895] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:18.069939] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:18.069968] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:18.073821] [DEBUG] [FORECASTER] MDST: Forecast T+1@11:T+2@11: UP (p=67.47%) [2025-09-26T23:07:18.074153] [INFO ] [FORECASTER] Completed predict_future for MDST [2025-09-26T23:07:18.074337] [INFO ] [sig ] MDST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:18.224502] [INFO ] [LOCAL ] Saved forecast: MDST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MDST.txt [2025-09-26T23:07:18.224820] [WARN ] [sig ] [1099/2043] Failed MDST after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:18.224907] [INFO ] [sig ] [1100/2043] Forecasting MDT... [2025-09-26T23:07:18.224948] [INFO ] [sig ] Generating forecast for: MDT [2025-09-26T23:07:18.224983] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDT' from 'https://tdm.silogroup.org/data/derivative_storage/MDT.csv'. [2025-09-26T23:07:18.237513] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDT'. [2025-09-26T23:07:18.238025] [INFO ] [FORECASTER] Starting predict_future for MDT [2025-09-26T23:07:18.266739] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:18.267546] [DEBUG] [LOCAL ] No optimal features file found for MDT: ./output/feature-sets/MDT.txt [2025-09-26T23:07:18.267605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:18.267662] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:18.267718] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:18.267782] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:18.285733] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:18.286399] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:18.286497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:18.286533] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:18.339237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:18.339369] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:18.339411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:18.339440] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:18.343154] [DEBUG] [FORECASTER] MDT: Forecast T+1@11:T+2@11: UP (p=71.43%) [2025-09-26T23:07:18.343465] [INFO ] [FORECASTER] Completed predict_future for MDT [2025-09-26T23:07:18.343627] [INFO ] [sig ] MDT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:18.490684] [INFO ] [LOCAL ] Saved forecast: MDT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MDT.txt [2025-09-26T23:07:18.491052] [WARN ] [sig ] [1100/2043] Failed MDT after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:18.491133] [INFO ] [sig ] [1101/2043] Forecasting MDU... [2025-09-26T23:07:18.491173] [INFO ] [sig ] Generating forecast for: MDU [2025-09-26T23:07:18.491208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDU' from 'https://tdm.silogroup.org/data/derivative_storage/MDU.csv'. [2025-09-26T23:07:18.502331] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDU'. [2025-09-26T23:07:18.502712] [INFO ] [FORECASTER] Starting predict_future for MDU [2025-09-26T23:07:18.529972] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:18.530777] [DEBUG] [LOCAL ] No optimal features file found for MDU: ./output/feature-sets/MDU.txt [2025-09-26T23:07:18.530835] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:18.530869] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:18.530897] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:18.530956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:18.550073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:18.550697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:18.550787] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:18.550824] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:18.594159] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:18.594300] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:18.594340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:18.594422] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:18.599876] [DEBUG] [FORECASTER] MDU: Forecast T+1@11:T+2@11: DOWN (p=20.44%) [2025-09-26T23:07:18.600173] [INFO ] [FORECASTER] Completed predict_future for MDU [2025-09-26T23:07:18.600325] [INFO ] [sig ] MDU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:18.753592] [INFO ] [LOCAL ] Saved forecast: MDU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MDU.txt [2025-09-26T23:07:18.753996] [WARN ] [sig ] [1101/2043] Failed MDU after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:18.754090] [INFO ] [sig ] [1102/2043] Forecasting MDV... [2025-09-26T23:07:18.754131] [INFO ] [sig ] Generating forecast for: MDV [2025-09-26T23:07:18.754166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MDV' from 'https://tdm.silogroup.org/data/derivative_storage/MDV.csv'. [2025-09-26T23:07:18.765755] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MDV'. [2025-09-26T23:07:18.766160] [INFO ] [FORECASTER] Starting predict_future for MDV [2025-09-26T23:07:18.795268] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:18.796081] [DEBUG] [LOCAL ] No optimal features file found for MDV: ./output/feature-sets/MDV.txt [2025-09-26T23:07:18.796139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:18.796175] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:18.796231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:18.796315] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:18.816040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:18.816744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:18.816841] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:18.816875] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:18.863379] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:18.863505] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:18.863544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:18.863573] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:18.867075] [DEBUG] [FORECASTER] MDV: Forecast T+1@11:T+2@11: DOWN (p=33.69%) [2025-09-26T23:07:18.867367] [INFO ] [FORECASTER] Completed predict_future for MDV [2025-09-26T23:07:18.867524] [INFO ] [sig ] MDV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:19.015150] [INFO ] [LOCAL ] Saved forecast: MDV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MDV.txt [2025-09-26T23:07:19.015390] [WARN ] [sig ] [1102/2043] Failed MDV after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:19.015471] [INFO ] [sig ] [1103/2043] Forecasting MEC... [2025-09-26T23:07:19.015510] [INFO ] [sig ] Generating forecast for: MEC [2025-09-26T23:07:19.015544] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'. [2025-09-26T23:07:19.026819] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MEC'. [2025-09-26T23:07:19.027125] [INFO ] [FORECASTER] Starting predict_future for MEC [2025-09-26T23:07:19.054845] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:19.055679] [DEBUG] [LOCAL ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt [2025-09-26T23:07:19.055740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:19.055777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:19.055806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:19.055865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:19.074580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:19.075191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:19.075279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:19.075313] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:19.118571] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:19.118734] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:19.118786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:19.118818] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:19.122223] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=5.78%) [2025-09-26T23:07:19.122512] [INFO ] [FORECASTER] Completed predict_future for MEC [2025-09-26T23:07:19.122712] [INFO ] [sig ] MEC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:19.270210] [INFO ] [LOCAL ] Saved forecast: MEC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MEC.txt [2025-09-26T23:07:19.270481] [WARN ] [sig ] [1103/2043] Failed MEC after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:19.270562] [INFO ] [sig ] [1104/2043] Forecasting MED... [2025-09-26T23:07:19.270603] [INFO ] [sig ] Generating forecast for: MED [2025-09-26T23:07:19.270636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'. [2025-09-26T23:07:19.282165] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MED'. [2025-09-26T23:07:19.282563] [INFO ] [FORECASTER] Starting predict_future for MED [2025-09-26T23:07:19.309219] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:19.310011] [DEBUG] [LOCAL ] No optimal features file found for MED: ./output/feature-sets/MED.txt [2025-09-26T23:07:19.310072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:19.310108] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:19.310136] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:19.310194] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:19.329074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:19.329689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:19.329780] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:19.329816] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:19.373056] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:19.373201] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:19.373243] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:19.373274] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:19.377141] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=85.84%) [2025-09-26T23:07:19.377473] [INFO ] [FORECASTER] Completed predict_future for MED [2025-09-26T23:07:19.377664] [INFO ] [sig ] MED: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:19.542269] [INFO ] [LOCAL ] Saved forecast: MED 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MED.txt [2025-09-26T23:07:19.542588] [WARN ] [sig ] [1104/2043] Failed MED after 0.3s | 4.05 sym/s | Total: 4.5m | ETA: 3.9m [2025-09-26T23:07:19.542695] [INFO ] [sig ] [1105/2043] Forecasting MEG... [2025-09-26T23:07:19.542742] [INFO ] [sig ] Generating forecast for: MEG [2025-09-26T23:07:19.542779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'. [2025-09-26T23:07:19.558392] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEG'. [2025-09-26T23:07:19.558879] [INFO ] [FORECASTER] Starting predict_future for MEG [2025-09-26T23:07:19.585714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:19.586678] [DEBUG] [LOCAL ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt [2025-09-26T23:07:19.586740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:19.586797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:19.586828] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:19.586888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:19.606573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:19.607229] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:19.607318] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:19.607353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:19.654923] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:19.655018] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:19.655055] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:19.655084] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:19.658549] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: UP (p=83.03%) [2025-09-26T23:07:19.658859] [INFO ] [FORECASTER] Completed predict_future for MEG [2025-09-26T23:07:19.659016] [INFO ] [sig ] MEG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:19.814868] [INFO ] [LOCAL ] Saved forecast: MEG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MEG.txt [2025-09-26T23:07:19.815125] [WARN ] [sig ] [1105/2043] Failed MEG after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.9m [2025-09-26T23:07:19.815204] [INFO ] [sig ] [1106/2043] Forecasting MEGI... [2025-09-26T23:07:19.815243] [INFO ] [sig ] Generating forecast for: MEGI [2025-09-26T23:07:19.815276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'. [2025-09-26T23:07:19.827532] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEGI'. [2025-09-26T23:07:19.827847] [INFO ] [FORECASTER] Starting predict_future for MEGI [2025-09-26T23:07:19.854288] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:19.855050] [DEBUG] [LOCAL ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt [2025-09-26T23:07:19.855106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:19.855141] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:19.855169] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:19.855226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:19.873528] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:19.874117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:19.874202] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:19.874237] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:19.923237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:19.923334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:19.923393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:19.923446] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:19.927125] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=47.30%) [2025-09-26T23:07:19.927443] [INFO ] [FORECASTER] Completed predict_future for MEGI [2025-09-26T23:07:19.927610] [INFO ] [sig ] MEGI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:20.078539] [INFO ] [LOCAL ] Saved forecast: MEGI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MEGI.txt [2025-09-26T23:07:20.078797] [WARN ] [sig ] [1106/2043] Failed MEGI after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.9m [2025-09-26T23:07:20.078881] [INFO ] [sig ] [1107/2043] Forecasting MEI... [2025-09-26T23:07:20.078920] [INFO ] [sig ] Generating forecast for: MEI [2025-09-26T23:07:20.078954] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'. [2025-09-26T23:07:20.096963] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MEI'. [2025-09-26T23:07:20.097411] [INFO ] [FORECASTER] Starting predict_future for MEI [2025-09-26T23:07:20.125032] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:20.125862] [DEBUG] [LOCAL ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt [2025-09-26T23:07:20.125920] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:20.125955] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:20.125984] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:20.126042] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:20.145705] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:20.146513] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:20.146612] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:20.146693] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:20.193399] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:20.193566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:20.193607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:20.193636] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:20.197454] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: DOWN (p=10.57%) [2025-09-26T23:07:20.197807] [INFO ] [FORECASTER] Completed predict_future for MEI [2025-09-26T23:07:20.197968] [INFO ] [sig ] MEI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:20.348607] [INFO ] [LOCAL ] Saved forecast: MEI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MEI.txt [2025-09-26T23:07:20.348939] [WARN ] [sig ] [1107/2043] Failed MEI after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.9m [2025-09-26T23:07:20.349023] [INFO ] [sig ] [1108/2043] Forecasting MET... [2025-09-26T23:07:20.349062] [INFO ] [sig ] Generating forecast for: MET [2025-09-26T23:07:20.349097] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MET' from 'https://tdm.silogroup.org/data/derivative_storage/MET.csv'. [2025-09-26T23:07:20.359802] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MET'. [2025-09-26T23:07:20.360130] [INFO ] [FORECASTER] Starting predict_future for MET [2025-09-26T23:07:20.386947] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:20.387817] [DEBUG] [LOCAL ] No optimal features file found for MET: ./output/feature-sets/MET.txt [2025-09-26T23:07:20.387874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:20.387909] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:20.387939] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:20.387998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:20.406438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:20.407103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:20.407242] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:20.407291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:20.458377] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:20.458474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:20.458525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:20.458579] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:20.462495] [DEBUG] [FORECASTER] MET: Forecast T+1@11:T+2@11: DOWN (p=26.48%) [2025-09-26T23:07:20.462856] [INFO ] [FORECASTER] Completed predict_future for MET [2025-09-26T23:07:20.463020] [INFO ] [sig ] MET: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:20.614314] [INFO ] [LOCAL ] Saved forecast: MET 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MET.txt [2025-09-26T23:07:20.614628] [WARN ] [sig ] [1108/2043] Failed MET after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.9m [2025-09-26T23:07:20.614737] [INFO ] [sig ] [1109/2043] Forecasting MFA... [2025-09-26T23:07:20.614777] [INFO ] [sig ] Generating forecast for: MFA [2025-09-26T23:07:20.614813] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'. [2025-09-26T23:07:20.626231] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFA'. [2025-09-26T23:07:20.626571] [INFO ] [FORECASTER] Starting predict_future for MFA [2025-09-26T23:07:20.652752] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:20.653507] [DEBUG] [LOCAL ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt [2025-09-26T23:07:20.653563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:20.653598] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:20.653626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:20.653720] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:20.671753] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:20.672368] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:20.672458] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:20.672540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:20.724598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:20.724731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:20.724782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:20.724816] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:20.728896] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=26.86%) [2025-09-26T23:07:20.729202] [INFO ] [FORECASTER] Completed predict_future for MFA [2025-09-26T23:07:20.729359] [INFO ] [sig ] MFA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:20.879369] [INFO ] [LOCAL ] Saved forecast: MFA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MFA.txt [2025-09-26T23:07:20.879575] [WARN ] [sig ] [1109/2043] Failed MFA after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:20.879677] [INFO ] [sig ] [1110/2043] Forecasting MFAN... [2025-09-26T23:07:20.879730] [INFO ] [sig ] Generating forecast for: MFAN [2025-09-26T23:07:20.879766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAN' from 'https://tdm.silogroup.org/data/derivative_storage/MFAN.csv'. [2025-09-26T23:07:20.890012] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFAN'. [2025-09-26T23:07:20.890311] [INFO ] [FORECASTER] Starting predict_future for MFAN [2025-09-26T23:07:20.916343] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:20.917138] [DEBUG] [LOCAL ] No optimal features file found for MFAN: ./output/feature-sets/MFAN.txt [2025-09-26T23:07:20.917198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:20.917233] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:20.917261] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:20.917317] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:20.935321] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:20.935922] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:20.936011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:20.936045] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:20.984163] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:20.984256] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:20.984333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:20.984371] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:20.988174] [DEBUG] [FORECASTER] MFAN: Forecast T+1@11:T+2@11: DOWN (p=4.39%) [2025-09-26T23:07:20.988481] [INFO ] [FORECASTER] Completed predict_future for MFAN [2025-09-26T23:07:20.988636] [INFO ] [sig ] MFAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:21.134455] [INFO ] [LOCAL ] Saved forecast: MFAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MFAN.txt [2025-09-26T23:07:21.134706] [WARN ] [sig ] [1110/2043] Failed MFAN after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:21.134789] [INFO ] [sig ] [1111/2043] Forecasting MFAO... [2025-09-26T23:07:21.134828] [INFO ] [sig ] Generating forecast for: MFAO [2025-09-26T23:07:21.134862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFAO' from 'https://tdm.silogroup.org/data/derivative_storage/MFAO.csv'. [2025-09-26T23:07:21.144976] [DEBUG] [REMOTE ] Successfully parsed 1817 rows of historical data for symbol 'MFAO'. [2025-09-26T23:07:21.145281] [INFO ] [FORECASTER] Starting predict_future for MFAO [2025-09-26T23:07:21.172128] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:21.172914] [DEBUG] [LOCAL ] No optimal features file found for MFAO: ./output/feature-sets/MFAO.txt [2025-09-26T23:07:21.172977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:21.173013] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:21.173041] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:21.173099] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:21.191441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:21.192046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:21.192134] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:21.192168] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:21.239055] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:21.239155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:21.239195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:21.239228] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:21.243033] [DEBUG] [FORECASTER] MFAO: Forecast T+1@11:T+2@11: DOWN (p=40.20%) [2025-09-26T23:07:21.243340] [INFO ] [FORECASTER] Completed predict_future for MFAO [2025-09-26T23:07:21.243497] [INFO ] [sig ] MFAO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:21.390300] [INFO ] [LOCAL ] Saved forecast: MFAO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MFAO.txt [2025-09-26T23:07:21.390558] [WARN ] [sig ] [1111/2043] Failed MFAO after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:21.390611] [INFO ] [sig ] [1112/2043] Forecasting MFC... [2025-09-26T23:07:21.390672] [INFO ] [sig ] Generating forecast for: MFC [2025-09-26T23:07:21.390745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'. [2025-09-26T23:07:21.401718] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFC'. [2025-09-26T23:07:21.402056] [INFO ] [FORECASTER] Starting predict_future for MFC [2025-09-26T23:07:21.428983] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:21.429745] [DEBUG] [LOCAL ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt [2025-09-26T23:07:21.429802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:21.429836] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:21.429892] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:21.429952] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:21.448108] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:21.448683] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:21.448770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:21.448805] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:21.495669] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:21.495767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:21.495807] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:21.495840] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:21.499733] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: DOWN (p=42.62%) [2025-09-26T23:07:21.500044] [INFO ] [FORECASTER] Completed predict_future for MFC [2025-09-26T23:07:21.500197] [INFO ] [sig ] MFC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:21.651438] [INFO ] [LOCAL ] Saved forecast: MFC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MFC.txt [2025-09-26T23:07:21.651765] [WARN ] [sig ] [1112/2043] Failed MFC after 0.3s | 4.05 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:21.651857] [INFO ] [sig ] [1113/2043] Forecasting MFG... [2025-09-26T23:07:21.651901] [INFO ] [sig ] Generating forecast for: MFG [2025-09-26T23:07:21.651935] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'. [2025-09-26T23:07:21.662395] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFG'. [2025-09-26T23:07:21.662746] [INFO ] [FORECASTER] Starting predict_future for MFG [2025-09-26T23:07:21.689023] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:21.689846] [DEBUG] [LOCAL ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt [2025-09-26T23:07:21.689906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:21.689941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:21.689969] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:21.690026] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:21.707769] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:21.708318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:21.708401] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:21.708434] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:21.755761] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:21.755869] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:21.755909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:21.755941] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:21.759865] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=86.22%) [2025-09-26T23:07:21.760169] [INFO ] [FORECASTER] Completed predict_future for MFG [2025-09-26T23:07:21.760415] [INFO ] [sig ] MFG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:21.907308] [INFO ] [LOCAL ] Saved forecast: MFG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MFG.txt [2025-09-26T23:07:21.907511] [WARN ] [sig ] [1113/2043] Failed MFG after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:21.907588] [INFO ] [sig ] [1114/2043] Forecasting MFM... [2025-09-26T23:07:21.907627] [INFO ] [sig ] Generating forecast for: MFM [2025-09-26T23:07:21.907710] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'. [2025-09-26T23:07:21.918338] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFM'. [2025-09-26T23:07:21.918785] [INFO ] [FORECASTER] Starting predict_future for MFM [2025-09-26T23:07:21.944912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:21.945613] [DEBUG] [LOCAL ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt [2025-09-26T23:07:21.945692] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:21.945737] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:21.945767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:21.945824] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:21.963339] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:21.963949] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:21.964034] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:21.964069] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:22.013255] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:22.013356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:22.013396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:22.013429] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:22.017341] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=74.16%) [2025-09-26T23:07:22.017673] [INFO ] [FORECASTER] Completed predict_future for MFM [2025-09-26T23:07:22.017846] [INFO ] [sig ] MFM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:22.163733] [INFO ] [LOCAL ] Saved forecast: MFM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MFM.txt [2025-09-26T23:07:22.163951] [WARN ] [sig ] [1114/2043] Failed MFM after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:22.164029] [INFO ] [sig ] [1115/2043] Forecasting MFSG... [2025-09-26T23:07:22.164068] [INFO ] [sig ] Generating forecast for: MFSG [2025-09-26T23:07:22.164101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSG' from 'https://tdm.silogroup.org/data/derivative_storage/MFSG.csv'. [2025-09-26T23:07:22.174135] [DEBUG] [REMOTE ] Successfully parsed 1814 rows of historical data for symbol 'MFSG'. [2025-09-26T23:07:22.174440] [INFO ] [FORECASTER] Starting predict_future for MFSG [2025-09-26T23:07:22.200868] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:22.201574] [DEBUG] [LOCAL ] No optimal features file found for MFSG: ./output/feature-sets/MFSG.txt [2025-09-26T23:07:22.201630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:22.201738] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:22.201776] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:22.201835] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:22.219850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:22.220403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:22.220486] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:22.220521] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:22.269480] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:22.269591] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:22.269631] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:22.269707] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:22.273533] [DEBUG] [FORECASTER] MFSG: Forecast T+1@11:T+2@11: DOWN (p=1.37%) [2025-09-26T23:07:22.273890] [INFO ] [FORECASTER] Completed predict_future for MFSG [2025-09-26T23:07:22.274061] [INFO ] [sig ] MFSG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:22.432208] [INFO ] [LOCAL ] Saved forecast: MFSG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MFSG.txt [2025-09-26T23:07:22.432664] [WARN ] [sig ] [1115/2043] Failed MFSG after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:22.432755] [INFO ] [sig ] [1116/2043] Forecasting MFSI... [2025-09-26T23:07:22.432795] [INFO ] [sig ] Generating forecast for: MFSI [2025-09-26T23:07:22.432832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSI' from 'https://tdm.silogroup.org/data/derivative_storage/MFSI.csv'. [2025-09-26T23:07:22.446560] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MFSI'. [2025-09-26T23:07:22.447098] [INFO ] [FORECASTER] Starting predict_future for MFSI [2025-09-26T23:07:22.477271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:22.478075] [DEBUG] [LOCAL ] No optimal features file found for MFSI: ./output/feature-sets/MFSI.txt [2025-09-26T23:07:22.478136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:22.478171] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:22.478200] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:22.478259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:22.496105] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:22.496791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:22.496876] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:22.496911] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:22.544511] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:22.544600] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:22.544637] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:22.544713] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:22.547977] [DEBUG] [FORECASTER] MFSI: Forecast T+1@11:T+2@11: UP (p=95.50%) [2025-09-26T23:07:22.548253] [INFO ] [FORECASTER] Completed predict_future for MFSI [2025-09-26T23:07:22.548414] [INFO ] [sig ] MFSI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:22.696799] [INFO ] [LOCAL ] Saved forecast: MFSI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MFSI.txt [2025-09-26T23:07:22.697103] [WARN ] [sig ] [1116/2043] Failed MFSI after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:22.697186] [INFO ] [sig ] [1117/2043] Forecasting MFSV... [2025-09-26T23:07:22.697226] [INFO ] [sig ] Generating forecast for: MFSV [2025-09-26T23:07:22.697260] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MFSV' from 'https://tdm.silogroup.org/data/derivative_storage/MFSV.csv'. [2025-09-26T23:07:22.710555] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MFSV'. [2025-09-26T23:07:22.711342] [INFO ] [FORECASTER] Starting predict_future for MFSV [2025-09-26T23:07:22.739046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:22.740025] [DEBUG] [LOCAL ] No optimal features file found for MFSV: ./output/feature-sets/MFSV.txt [2025-09-26T23:07:22.740083] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:22.740124] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:22.740155] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:22.740217] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:22.758244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:22.758916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:22.759014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:22.759049] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:22.807373] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:22.807687] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:22.807826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:22.807881] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:22.813373] [DEBUG] [FORECASTER] MFSV: Forecast T+1@11:T+2@11: DOWN (p=10.74%) [2025-09-26T23:07:22.814078] [INFO ] [FORECASTER] Completed predict_future for MFSV [2025-09-26T23:07:22.814328] [INFO ] [sig ] MFSV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:22.961503] [INFO ] [LOCAL ] Saved forecast: MFSV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MFSV.txt [2025-09-26T23:07:22.961928] [WARN ] [sig ] [1117/2043] Failed MFSV after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:22.962018] [INFO ] [sig ] [1118/2043] Forecasting MG... [2025-09-26T23:07:22.962061] [INFO ] [sig ] Generating forecast for: MG [2025-09-26T23:07:22.962099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'. [2025-09-26T23:07:22.975193] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MG'. [2025-09-26T23:07:22.975517] [INFO ] [FORECASTER] Starting predict_future for MG [2025-09-26T23:07:23.002490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:23.003259] [DEBUG] [LOCAL ] No optimal features file found for MG: ./output/feature-sets/MG.txt [2025-09-26T23:07:23.003319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:23.003355] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:23.003383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:23.003441] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:23.021709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:23.022308] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:23.022413] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:23.022448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:23.070914] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:23.071023] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:23.071060] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:23.071128] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:23.077214] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=90.90%) [2025-09-26T23:07:23.077512] [INFO ] [FORECASTER] Completed predict_future for MG [2025-09-26T23:07:23.077708] [INFO ] [sig ] MG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:23.228296] [INFO ] [LOCAL ] Saved forecast: MG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MG.txt [2025-09-26T23:07:23.228684] [WARN ] [sig ] [1118/2043] Failed MG after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:23.228776] [INFO ] [sig ] [1119/2043] Forecasting MGA... [2025-09-26T23:07:23.228819] [INFO ] [sig ] Generating forecast for: MGA [2025-09-26T23:07:23.228854] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'. [2025-09-26T23:07:23.243046] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGA'. [2025-09-26T23:07:23.243501] [INFO ] [FORECASTER] Starting predict_future for MGA [2025-09-26T23:07:23.270211] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:23.271010] [DEBUG] [LOCAL ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt [2025-09-26T23:07:23.271069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:23.271107] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:23.271157] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:23.271218] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:23.288954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:23.289535] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:23.289623] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:23.289690] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:23.333091] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:23.333208] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:23.333246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:23.333275] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:23.336709] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=75.09%) [2025-09-26T23:07:23.337008] [INFO ] [FORECASTER] Completed predict_future for MGA [2025-09-26T23:07:23.337166] [INFO ] [sig ] MGA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:23.482455] [INFO ] [LOCAL ] Saved forecast: MGA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MGA.txt [2025-09-26T23:07:23.482806] [WARN ] [sig ] [1119/2043] Failed MGA after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:23.482896] [INFO ] [sig ] [1120/2043] Forecasting MGF... [2025-09-26T23:07:23.482935] [INFO ] [sig ] Generating forecast for: MGF [2025-09-26T23:07:23.482970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGF' from 'https://tdm.silogroup.org/data/derivative_storage/MGF.csv'. [2025-09-26T23:07:23.494460] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGF'. [2025-09-26T23:07:23.494885] [INFO ] [FORECASTER] Starting predict_future for MGF [2025-09-26T23:07:23.521462] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:23.522324] [DEBUG] [LOCAL ] No optimal features file found for MGF: ./output/feature-sets/MGF.txt [2025-09-26T23:07:23.522386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:23.522422] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:23.522453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:23.522516] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:23.540395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:23.541006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:23.541093] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:23.541127] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:23.580746] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:23.580876] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:23.580916] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:23.580949] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:23.584560] [DEBUG] [FORECASTER] MGF: Forecast T+1@11:T+2@11: DOWN (p=27.27%) [2025-09-26T23:07:23.584898] [INFO ] [FORECASTER] Completed predict_future for MGF [2025-09-26T23:07:23.585062] [INFO ] [sig ] MGF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:23.743467] [INFO ] [LOCAL ] Saved forecast: MGF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MGF.txt [2025-09-26T23:07:23.743827] [WARN ] [sig ] [1120/2043] Failed MGF after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:23.743913] [INFO ] [sig ] [1121/2043] Forecasting MGM... [2025-09-26T23:07:23.743953] [INFO ] [sig ] Generating forecast for: MGM [2025-09-26T23:07:23.743987] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'. [2025-09-26T23:07:23.755496] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGM'. [2025-09-26T23:07:23.755920] [INFO ] [FORECASTER] Starting predict_future for MGM [2025-09-26T23:07:23.783157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:23.784132] [DEBUG] [LOCAL ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt [2025-09-26T23:07:23.784198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:23.784235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:23.784264] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:23.784324] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:23.802608] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:23.803300] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:23.803407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:23.803448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:23.848864] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:23.849062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:23.849109] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:23.849140] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:23.853072] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=39.46%) [2025-09-26T23:07:23.853376] [INFO ] [FORECASTER] Completed predict_future for MGM [2025-09-26T23:07:23.853530] [INFO ] [sig ] MGM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:24.012481] [INFO ] [LOCAL ] Saved forecast: MGM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MGM.txt [2025-09-26T23:07:24.012804] [WARN ] [sig ] [1121/2043] Failed MGM after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:24.012901] [INFO ] [sig ] [1122/2043] Forecasting MGR... [2025-09-26T23:07:24.012944] [INFO ] [sig ] Generating forecast for: MGR [2025-09-26T23:07:24.012980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGR' from 'https://tdm.silogroup.org/data/derivative_storage/MGR.csv'. [2025-09-26T23:07:24.023964] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGR'. [2025-09-26T23:07:24.024419] [INFO ] [FORECASTER] Starting predict_future for MGR [2025-09-26T23:07:24.051184] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:24.051965] [DEBUG] [LOCAL ] No optimal features file found for MGR: ./output/feature-sets/MGR.txt [2025-09-26T23:07:24.052022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:24.052058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:24.052086] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:24.052143] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:24.070496] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:24.071247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:24.071339] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:24.071376] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:24.115174] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:24.115312] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:24.115353] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:24.115385] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:24.119128] [DEBUG] [FORECASTER] MGR: Forecast T+1@11:T+2@11: DOWN (p=24.00%) [2025-09-26T23:07:24.119427] [INFO ] [FORECASTER] Completed predict_future for MGR [2025-09-26T23:07:24.119602] [INFO ] [sig ] MGR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:24.269297] [INFO ] [LOCAL ] Saved forecast: MGR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MGR.txt [2025-09-26T23:07:24.269594] [WARN ] [sig ] [1122/2043] Failed MGR after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:24.269710] [INFO ] [sig ] [1123/2043] Forecasting MGRB... [2025-09-26T23:07:24.269756] [INFO ] [sig ] Generating forecast for: MGRB [2025-09-26T23:07:24.269790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRB' from 'https://tdm.silogroup.org/data/derivative_storage/MGRB.csv'. [2025-09-26T23:07:24.280846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGRB'. [2025-09-26T23:07:24.281180] [INFO ] [FORECASTER] Starting predict_future for MGRB [2025-09-26T23:07:24.309909] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:24.310986] [DEBUG] [LOCAL ] No optimal features file found for MGRB: ./output/feature-sets/MGRB.txt [2025-09-26T23:07:24.311051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:24.311089] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:24.311120] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:24.311182] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:24.329620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:24.330384] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:24.330482] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:24.330517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:24.373400] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:24.373624] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:24.373717] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:24.373759] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:24.378369] [DEBUG] [FORECASTER] MGRB: Forecast T+1@11:T+2@11: UP (p=79.35%) [2025-09-26T23:07:24.378799] [INFO ] [FORECASTER] Completed predict_future for MGRB [2025-09-26T23:07:24.378971] [INFO ] [sig ] MGRB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:24.525480] [INFO ] [LOCAL ] Saved forecast: MGRB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MGRB.txt [2025-09-26T23:07:24.525797] [WARN ] [sig ] [1123/2043] Failed MGRB after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:24.525900] [INFO ] [sig ] [1124/2043] Forecasting MGRD... [2025-09-26T23:07:24.525941] [INFO ] [sig ] Generating forecast for: MGRD [2025-09-26T23:07:24.525977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRD' from 'https://tdm.silogroup.org/data/derivative_storage/MGRD.csv'. [2025-09-26T23:07:24.536970] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGRD'. [2025-09-26T23:07:24.537390] [INFO ] [FORECASTER] Starting predict_future for MGRD [2025-09-26T23:07:24.563392] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:24.564272] [DEBUG] [LOCAL ] No optimal features file found for MGRD: ./output/feature-sets/MGRD.txt [2025-09-26T23:07:24.564354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:24.564390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:24.564419] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:24.564476] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:24.582603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:24.583454] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:24.583552] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:24.583586] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:24.624529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:24.624750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:24.624829] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:24.624862] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:24.628917] [DEBUG] [FORECASTER] MGRD: Forecast T+1@11:T+2@11: UP (p=99.09%) [2025-09-26T23:07:24.629318] [INFO ] [FORECASTER] Completed predict_future for MGRD [2025-09-26T23:07:24.629503] [INFO ] [sig ] MGRD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:24.784008] [INFO ] [LOCAL ] Saved forecast: MGRD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MGRD.txt [2025-09-26T23:07:24.784291] [WARN ] [sig ] [1124/2043] Failed MGRD after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:24.784373] [INFO ] [sig ] [1125/2043] Forecasting MGRE... [2025-09-26T23:07:24.784412] [INFO ] [sig ] Generating forecast for: MGRE [2025-09-26T23:07:24.784446] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGRE' from 'https://tdm.silogroup.org/data/derivative_storage/MGRE.csv'. [2025-09-26T23:07:24.795358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGRE'. [2025-09-26T23:07:24.795739] [INFO ] [FORECASTER] Starting predict_future for MGRE [2025-09-26T23:07:24.822931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:24.823848] [DEBUG] [LOCAL ] No optimal features file found for MGRE: ./output/feature-sets/MGRE.txt [2025-09-26T23:07:24.823905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:24.823941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:24.823972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:24.824031] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:24.843263] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:24.844044] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:24.844186] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:24.844228] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:24.888386] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:24.888557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:24.888599] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:24.888628] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:24.892334] [DEBUG] [FORECASTER] MGRE: Forecast T+1@11:T+2@11: UP (p=94.94%) [2025-09-26T23:07:24.892632] [INFO ] [FORECASTER] Completed predict_future for MGRE [2025-09-26T23:07:24.892828] [INFO ] [sig ] MGRE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:25.041312] [INFO ] [LOCAL ] Saved forecast: MGRE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MGRE.txt [2025-09-26T23:07:25.041614] [WARN ] [sig ] [1125/2043] Failed MGRE after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:25.041729] [INFO ] [sig ] [1126/2043] Forecasting MGY... [2025-09-26T23:07:25.041769] [INFO ] [sig ] Generating forecast for: MGY [2025-09-26T23:07:25.041804] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'. [2025-09-26T23:07:25.052853] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MGY'. [2025-09-26T23:07:25.053241] [INFO ] [FORECASTER] Starting predict_future for MGY [2025-09-26T23:07:25.080021] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:25.080885] [DEBUG] [LOCAL ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt [2025-09-26T23:07:25.080947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:25.080984] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:25.081033] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:25.081094] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:25.101333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:25.102466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:25.102575] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:25.102611] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:25.146442] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:25.146628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:25.146708] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:25.146749] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:25.150482] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: DOWN (p=13.56%) [2025-09-26T23:07:25.150832] [INFO ] [FORECASTER] Completed predict_future for MGY [2025-09-26T23:07:25.150997] [INFO ] [sig ] MGY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:25.304980] [INFO ] [LOCAL ] Saved forecast: MGY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MGY.txt [2025-09-26T23:07:25.305276] [WARN ] [sig ] [1126/2043] Failed MGY after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:25.305359] [INFO ] [sig ] [1127/2043] Forecasting MHD... [2025-09-26T23:07:25.305400] [INFO ] [sig ] Generating forecast for: MHD [2025-09-26T23:07:25.305435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'. [2025-09-26T23:07:25.315938] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHD'. [2025-09-26T23:07:25.316251] [INFO ] [FORECASTER] Starting predict_future for MHD [2025-09-26T23:07:25.345931] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:25.346819] [DEBUG] [LOCAL ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt [2025-09-26T23:07:25.346877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:25.346912] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:25.346941] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:25.346999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:25.365045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:25.365692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:25.365784] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:25.365819] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:25.406877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:25.407011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:25.407050] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:25.407079] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:25.410767] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=24.76%) [2025-09-26T23:07:25.411061] [INFO ] [FORECASTER] Completed predict_future for MHD [2025-09-26T23:07:25.411223] [INFO ] [sig ] MHD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:25.562150] [INFO ] [LOCAL ] Saved forecast: MHD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MHD.txt [2025-09-26T23:07:25.562442] [WARN ] [sig ] [1127/2043] Failed MHD after 0.3s | 4.04 sym/s | Total: 4.6m | ETA: 3.8m [2025-09-26T23:07:25.562523] [INFO ] [sig ] [1128/2043] Forecasting MHF... [2025-09-26T23:07:25.562563] [INFO ] [sig ] Generating forecast for: MHF [2025-09-26T23:07:25.562598] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'. [2025-09-26T23:07:25.578693] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHF'. [2025-09-26T23:07:25.579348] [INFO ] [FORECASTER] Starting predict_future for MHF [2025-09-26T23:07:25.607828] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:25.608573] [DEBUG] [LOCAL ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt [2025-09-26T23:07:25.608630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:25.608707] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:25.608748] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:25.608811] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:25.627580] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:25.628392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:25.628496] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:25.628532] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:25.677012] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:25.677141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:25.677223] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:25.677279] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:25.681050] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=46.10%) [2025-09-26T23:07:25.681338] [INFO ] [FORECASTER] Completed predict_future for MHF [2025-09-26T23:07:25.681501] [INFO ] [sig ] MHF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:25.840109] [INFO ] [LOCAL ] Saved forecast: MHF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MHF.txt [2025-09-26T23:07:25.840526] [WARN ] [sig ] [1128/2043] Failed MHF after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.8m [2025-09-26T23:07:25.840583] [INFO ] [sig ] [1129/2043] Forecasting MHK... [2025-09-26T23:07:25.840615] [INFO ] [sig ] Generating forecast for: MHK [2025-09-26T23:07:25.840680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'. [2025-09-26T23:07:25.852325] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHK'. [2025-09-26T23:07:25.852707] [INFO ] [FORECASTER] Starting predict_future for MHK [2025-09-26T23:07:25.879202] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:25.880103] [DEBUG] [LOCAL ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt [2025-09-26T23:07:25.880163] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:25.880203] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:25.880233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:25.880294] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:25.898637] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:25.899316] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:25.899452] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:25.899512] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:25.946892] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:25.947126] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:25.947182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:25.947213] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:25.951594] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=47.33%) [2025-09-26T23:07:25.952012] [INFO ] [FORECASTER] Completed predict_future for MHK [2025-09-26T23:07:25.952193] [INFO ] [sig ] MHK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:26.108200] [INFO ] [LOCAL ] Saved forecast: MHK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MHK.txt [2025-09-26T23:07:26.108631] [WARN ] [sig ] [1129/2043] Failed MHK after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.8m [2025-09-26T23:07:26.108738] [INFO ] [sig ] [1130/2043] Forecasting MHN... [2025-09-26T23:07:26.108779] [INFO ] [sig ] Generating forecast for: MHN [2025-09-26T23:07:26.108820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'. [2025-09-26T23:07:26.121411] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHN'. [2025-09-26T23:07:26.121875] [INFO ] [FORECASTER] Starting predict_future for MHN [2025-09-26T23:07:26.148859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:26.149849] [DEBUG] [LOCAL ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt [2025-09-26T23:07:26.149907] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:26.149943] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:26.149972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:26.150030] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:26.169018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:26.170046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:26.170145] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:26.170182] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:26.213307] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:26.213546] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:26.213604] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:26.213637] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:26.217775] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=5.68%) [2025-09-26T23:07:26.218089] [INFO ] [FORECASTER] Completed predict_future for MHN [2025-09-26T23:07:26.218246] [INFO ] [sig ] MHN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:26.371157] [INFO ] [LOCAL ] Saved forecast: MHN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MHN.txt [2025-09-26T23:07:26.371516] [WARN ] [sig ] [1130/2043] Failed MHN after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.8m [2025-09-26T23:07:26.371602] [INFO ] [sig ] [1131/2043] Forecasting MHO... [2025-09-26T23:07:26.371667] [INFO ] [sig ] Generating forecast for: MHO [2025-09-26T23:07:26.371729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'. [2025-09-26T23:07:26.383199] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MHO'. [2025-09-26T23:07:26.383703] [INFO ] [FORECASTER] Starting predict_future for MHO [2025-09-26T23:07:26.410755] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:26.411605] [DEBUG] [LOCAL ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt [2025-09-26T23:07:26.411693] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:26.411744] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:26.411775] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:26.411834] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:26.431489] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:26.432609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:26.432753] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:26.432797] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:26.478260] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:26.478501] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:26.478582] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:26.478621] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:26.483538] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=64.87%) [2025-09-26T23:07:26.484014] [INFO ] [FORECASTER] Completed predict_future for MHO [2025-09-26T23:07:26.484219] [INFO ] [sig ] MHO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:26.657245] [INFO ] [LOCAL ] Saved forecast: MHO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MHO.txt [2025-09-26T23:07:26.657533] [WARN ] [sig ] [1131/2043] Failed MHO after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.8m [2025-09-26T23:07:26.657613] [INFO ] [sig ] [1132/2043] Forecasting MIN... [2025-09-26T23:07:26.657686] [INFO ] [sig ] Generating forecast for: MIN [2025-09-26T23:07:26.657738] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIN' from 'https://tdm.silogroup.org/data/derivative_storage/MIN.csv'. [2025-09-26T23:07:26.668707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MIN'. [2025-09-26T23:07:26.669103] [INFO ] [FORECASTER] Starting predict_future for MIN [2025-09-26T23:07:26.695915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:26.699847] [DEBUG] [LOCAL ] No optimal features file found for MIN: ./output/feature-sets/MIN.txt [2025-09-26T23:07:26.699911] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:26.700003] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:26.700042] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:26.700104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:26.718694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:26.719354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:26.719446] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:26.719481] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:26.758868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:26.759046] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:26.759091] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:26.759122] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:26.763202] [DEBUG] [FORECASTER] MIN: Forecast T+1@11:T+2@11: DOWN (p=16.60%) [2025-09-26T23:07:26.763509] [INFO ] [FORECASTER] Completed predict_future for MIN [2025-09-26T23:07:26.763695] [INFO ] [sig ] MIN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:26.920235] [INFO ] [LOCAL ] Saved forecast: MIN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MIN.txt [2025-09-26T23:07:26.920516] [WARN ] [sig ] [1132/2043] Failed MIN after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.8m [2025-09-26T23:07:26.920598] [INFO ] [sig ] [1133/2043] Forecasting MIR... [2025-09-26T23:07:26.920663] [INFO ] [sig ] Generating forecast for: MIR [2025-09-26T23:07:26.920727] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIR' from 'https://tdm.silogroup.org/data/derivative_storage/MIR.csv'. [2025-09-26T23:07:26.931638] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MIR'. [2025-09-26T23:07:26.932031] [INFO ] [FORECASTER] Starting predict_future for MIR [2025-09-26T23:07:26.957888] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:26.958617] [DEBUG] [LOCAL ] No optimal features file found for MIR: ./output/feature-sets/MIR.txt [2025-09-26T23:07:26.958698] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:26.958743] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:26.958772] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:26.958875] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:26.976824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:26.977404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:26.977489] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:26.977522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:27.019280] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:27.019471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:27.019518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:27.019548] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:27.023506] [DEBUG] [FORECASTER] MIR: Forecast T+1@11:T+2@11: UP (p=57.22%) [2025-09-26T23:07:27.023932] [INFO ] [FORECASTER] Completed predict_future for MIR [2025-09-26T23:07:27.024096] [INFO ] [sig ] MIR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:27.173825] [INFO ] [LOCAL ] Saved forecast: MIR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MIR.txt [2025-09-26T23:07:27.174115] [WARN ] [sig ] [1133/2043] Failed MIR after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.8m [2025-09-26T23:07:27.174199] [INFO ] [sig ] [1134/2043] Forecasting MITP... [2025-09-26T23:07:27.174239] [INFO ] [sig ] Generating forecast for: MITP [2025-09-26T23:07:27.174273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITP' from 'https://tdm.silogroup.org/data/derivative_storage/MITP.csv'. [2025-09-26T23:07:27.184418] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'MITP'. [2025-09-26T23:07:27.184807] [INFO ] [FORECASTER] Starting predict_future for MITP [2025-09-26T23:07:27.211052] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:27.211853] [DEBUG] [LOCAL ] No optimal features file found for MITP: ./output/feature-sets/MITP.txt [2025-09-26T23:07:27.211910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:27.211946] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:27.211975] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:27.212033] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:27.230730] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:27.231339] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:27.231424] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:27.231459] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:27.268744] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:27.268930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:27.268974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:27.269004] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:27.272737] [DEBUG] [FORECASTER] MITP: Forecast T+1@11:T+2@11: UP (p=54.40%) [2025-09-26T23:07:27.273030] [INFO ] [FORECASTER] Completed predict_future for MITP [2025-09-26T23:07:27.273176] [INFO ] [sig ] MITP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:27.427701] [INFO ] [LOCAL ] Saved forecast: MITP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MITP.txt [2025-09-26T23:07:27.427974] [WARN ] [sig ] [1134/2043] Failed MITP after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:27.428055] [INFO ] [sig ] [1135/2043] Forecasting MITT... [2025-09-26T23:07:27.428097] [INFO ] [sig ] Generating forecast for: MITT [2025-09-26T23:07:27.428133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MITT' from 'https://tdm.silogroup.org/data/derivative_storage/MITT.csv'. [2025-09-26T23:07:27.440320] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MITT'. [2025-09-26T23:07:27.440802] [INFO ] [FORECASTER] Starting predict_future for MITT [2025-09-26T23:07:27.469847] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:27.470718] [DEBUG] [LOCAL ] No optimal features file found for MITT: ./output/feature-sets/MITT.txt [2025-09-26T23:07:27.470780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:27.470816] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:27.470845] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:27.470904] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:27.490622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:27.491299] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:27.491392] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:27.491428] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:27.529999] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:27.530125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:27.530165] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:27.530194] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:27.535310] [DEBUG] [FORECASTER] MITT: Forecast T+1@11:T+2@11: UP (p=99.05%) [2025-09-26T23:07:27.535678] [INFO ] [FORECASTER] Completed predict_future for MITT [2025-09-26T23:07:27.535894] [INFO ] [sig ] MITT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:27.689820] [INFO ] [LOCAL ] Saved forecast: MITT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MITT.txt [2025-09-26T23:07:27.690154] [WARN ] [sig ] [1135/2043] Failed MITT after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:27.690242] [INFO ] [sig ] [1136/2043] Forecasting MIY... [2025-09-26T23:07:27.690283] [INFO ] [sig ] Generating forecast for: MIY [2025-09-26T23:07:27.690323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'. [2025-09-26T23:07:27.701350] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MIY'. [2025-09-26T23:07:27.701917] [INFO ] [FORECASTER] Starting predict_future for MIY [2025-09-26T23:07:27.731002] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:27.731944] [DEBUG] [LOCAL ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt [2025-09-26T23:07:27.732002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:27.732038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:27.732068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:27.732128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:27.751607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:27.752363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:27.752457] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:27.752493] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:27.792983] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:27.793096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:27.793135] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:27.793165] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:27.796814] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=63.39%) [2025-09-26T23:07:27.797109] [INFO ] [FORECASTER] Completed predict_future for MIY [2025-09-26T23:07:27.797440] [INFO ] [sig ] MIY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:27.957397] [INFO ] [LOCAL ] Saved forecast: MIY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MIY.txt [2025-09-26T23:07:27.957738] [WARN ] [sig ] [1136/2043] Failed MIY after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:27.957825] [INFO ] [sig ] [1137/2043] Forecasting MKC... [2025-09-26T23:07:27.957866] [INFO ] [sig ] Generating forecast for: MKC [2025-09-26T23:07:27.957899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'. [2025-09-26T23:07:27.969846] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MKC'. [2025-09-26T23:07:27.970218] [INFO ] [FORECASTER] Starting predict_future for MKC [2025-09-26T23:07:27.996777] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:27.997557] [DEBUG] [LOCAL ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt [2025-09-26T23:07:27.997616] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:27.997683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:27.997731] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:27.997795] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:28.016004] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:28.016614] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:28.016728] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:28.016772] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:28.055890] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:28.056021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:28.056063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:28.056095] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:28.059765] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=5.56%) [2025-09-26T23:07:28.060051] [INFO ] [FORECASTER] Completed predict_future for MKC [2025-09-26T23:07:28.060198] [INFO ] [sig ] MKC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:28.217862] [INFO ] [LOCAL ] Saved forecast: MKC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MKC.txt [2025-09-26T23:07:28.218118] [WARN ] [sig ] [1137/2043] Failed MKC after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:28.218202] [INFO ] [sig ] [1138/2043] Forecasting MKL... [2025-09-26T23:07:28.218241] [INFO ] [sig ] Generating forecast for: MKL [2025-09-26T23:07:28.218275] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'. [2025-09-26T23:07:28.230492] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MKL'. [2025-09-26T23:07:28.230914] [INFO ] [FORECASTER] Starting predict_future for MKL [2025-09-26T23:07:28.258599] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:28.259472] [DEBUG] [LOCAL ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt [2025-09-26T23:07:28.259530] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:28.259565] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:28.259595] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:28.259674] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:28.278621] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:28.279449] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:28.279548] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:28.279586] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:28.318623] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:28.318819] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:28.318866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:28.318918] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:28.322847] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: UP (p=66.88%) [2025-09-26T23:07:28.323143] [INFO ] [FORECASTER] Completed predict_future for MKL [2025-09-26T23:07:28.323298] [INFO ] [sig ] MKL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:28.477077] [INFO ] [LOCAL ] Saved forecast: MKL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MKL.txt [2025-09-26T23:07:28.477368] [WARN ] [sig ] [1138/2043] Failed MKL after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:28.477454] [INFO ] [sig ] [1139/2043] Forecasting MLI... [2025-09-26T23:07:28.477547] [INFO ] [sig ] Generating forecast for: MLI [2025-09-26T23:07:28.477591] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'. [2025-09-26T23:07:28.488629] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLI'. [2025-09-26T23:07:28.489122] [INFO ] [FORECASTER] Starting predict_future for MLI [2025-09-26T23:07:28.518239] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:28.519187] [DEBUG] [LOCAL ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt [2025-09-26T23:07:28.519250] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:28.519287] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:28.519318] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:28.519378] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:28.539029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:28.539973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:28.540070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:28.540106] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:28.583239] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:28.583426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:28.583521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:28.583565] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:28.587593] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: DOWN (p=48.10%) [2025-09-26T23:07:28.587946] [INFO ] [FORECASTER] Completed predict_future for MLI [2025-09-26T23:07:28.588104] [INFO ] [sig ] MLI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:28.739551] [INFO ] [LOCAL ] Saved forecast: MLI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MLI.txt [2025-09-26T23:07:28.739837] [WARN ] [sig ] [1139/2043] Failed MLI after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:28.739924] [INFO ] [sig ] [1140/2043] Forecasting MLM... [2025-09-26T23:07:28.739964] [INFO ] [sig ] Generating forecast for: MLM [2025-09-26T23:07:28.739999] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'. [2025-09-26T23:07:28.750438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLM'. [2025-09-26T23:07:28.750834] [INFO ] [FORECASTER] Starting predict_future for MLM [2025-09-26T23:07:28.778154] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:28.779052] [DEBUG] [LOCAL ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt [2025-09-26T23:07:28.779111] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:28.779148] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:28.779179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:28.779259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:28.798033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:28.798665] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:28.798756] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:28.798794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:28.840017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:28.840154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:28.840194] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:28.840223] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:28.843847] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=94.47%) [2025-09-26T23:07:28.844150] [INFO ] [FORECASTER] Completed predict_future for MLM [2025-09-26T23:07:28.844301] [INFO ] [sig ] MLM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:28.998352] [INFO ] [LOCAL ] Saved forecast: MLM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MLM.txt [2025-09-26T23:07:28.998704] [WARN ] [sig ] [1140/2043] Failed MLM after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:28.998794] [INFO ] [sig ] [1141/2043] Forecasting MLNK... [2025-09-26T23:07:28.998836] [INFO ] [sig ] Generating forecast for: MLNK [2025-09-26T23:07:28.998871] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLNK' from 'https://tdm.silogroup.org/data/derivative_storage/MLNK.csv'. [2025-09-26T23:07:29.010596] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLNK'. [2025-09-26T23:07:29.010988] [INFO ] [FORECASTER] Starting predict_future for MLNK [2025-09-26T23:07:29.038633] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:29.039464] [DEBUG] [LOCAL ] No optimal features file found for MLNK: ./output/feature-sets/MLNK.txt [2025-09-26T23:07:29.039523] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:29.039560] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:29.039591] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:29.039675] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:29.059011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:29.059594] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:29.059705] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:29.059755] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:29.098763] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:29.098910] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:29.098952] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:29.098980] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:29.102726] [DEBUG] [FORECASTER] MLNK: Forecast T+1@11:T+2@11: UP (p=68.82%) [2025-09-26T23:07:29.103057] [INFO ] [FORECASTER] Completed predict_future for MLNK [2025-09-26T23:07:29.103214] [INFO ] [sig ] MLNK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:29.271862] [INFO ] [LOCAL ] Saved forecast: MLNK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MLNK.txt [2025-09-26T23:07:29.272134] [WARN ] [sig ] [1141/2043] Failed MLNK after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:29.272216] [INFO ] [sig ] [1142/2043] Forecasting MLP... [2025-09-26T23:07:29.272256] [INFO ] [sig ] Generating forecast for: MLP [2025-09-26T23:07:29.272290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'. [2025-09-26T23:07:29.283467] [DEBUG] [REMOTE ] Successfully parsed 1817 rows of historical data for symbol 'MLP'. [2025-09-26T23:07:29.283909] [INFO ] [FORECASTER] Starting predict_future for MLP [2025-09-26T23:07:29.313719] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:29.314761] [DEBUG] [LOCAL ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt [2025-09-26T23:07:29.314823] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:29.314860] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:29.314890] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:29.314950] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:29.333807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:29.334520] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:29.334613] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:29.334676] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:29.372690] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:29.372856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:29.372902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:29.372933] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:29.377062] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=8.15%) [2025-09-26T23:07:29.377366] [INFO ] [FORECASTER] Completed predict_future for MLP [2025-09-26T23:07:29.377523] [INFO ] [sig ] MLP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:29.541372] [INFO ] [LOCAL ] Saved forecast: MLP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MLP.txt [2025-09-26T23:07:29.541661] [WARN ] [sig ] [1142/2043] Failed MLP after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:29.541749] [INFO ] [sig ] [1143/2043] Forecasting MLR... [2025-09-26T23:07:29.541797] [INFO ] [sig ] Generating forecast for: MLR [2025-09-26T23:07:29.541833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MLR' from 'https://tdm.silogroup.org/data/derivative_storage/MLR.csv'. [2025-09-26T23:07:29.554478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MLR'. [2025-09-26T23:07:29.554910] [INFO ] [FORECASTER] Starting predict_future for MLR [2025-09-26T23:07:29.581737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:29.582563] [DEBUG] [LOCAL ] No optimal features file found for MLR: ./output/feature-sets/MLR.txt [2025-09-26T23:07:29.582630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:29.582706] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:29.582745] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:29.582804] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:29.601190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:29.601904] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:29.602000] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:29.602039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:29.642095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:29.642238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:29.642280] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:29.642310] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:29.645978] [DEBUG] [FORECASTER] MLR: Forecast T+1@11:T+2@11: UP (p=50.05%) [2025-09-26T23:07:29.646269] [INFO ] [FORECASTER] Completed predict_future for MLR [2025-09-26T23:07:29.646468] [INFO ] [sig ] MLR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:29.810828] [INFO ] [LOCAL ] Saved forecast: MLR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MLR.txt [2025-09-26T23:07:29.811179] [WARN ] [sig ] [1143/2043] Failed MLR after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:29.811328] [INFO ] [sig ] [1144/2043] Forecasting MMC... [2025-09-26T23:07:29.811373] [INFO ] [sig ] Generating forecast for: MMC [2025-09-26T23:07:29.811430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'. [2025-09-26T23:07:29.826274] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMC'. [2025-09-26T23:07:29.826757] [INFO ] [FORECASTER] Starting predict_future for MMC [2025-09-26T23:07:29.855688] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:29.856710] [DEBUG] [LOCAL ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt [2025-09-26T23:07:29.856777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:29.856814] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:29.856843] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:29.856903] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:29.876109] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:29.876971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:29.877065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:29.877102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:29.922455] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:29.922631] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:29.922715] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:29.922756] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:29.926844] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=97.02%) [2025-09-26T23:07:29.927163] [INFO ] [FORECASTER] Completed predict_future for MMC [2025-09-26T23:07:29.927388] [INFO ] [sig ] MMC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:30.088752] [INFO ] [LOCAL ] Saved forecast: MMC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MMC.txt [2025-09-26T23:07:30.089046] [WARN ] [sig ] [1144/2043] Failed MMC after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:30.089134] [INFO ] [sig ] [1145/2043] Forecasting MMD... [2025-09-26T23:07:30.089176] [INFO ] [sig ] Generating forecast for: MMD [2025-09-26T23:07:30.089212] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'. [2025-09-26T23:07:30.100286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMD'. [2025-09-26T23:07:30.100694] [INFO ] [FORECASTER] Starting predict_future for MMD [2025-09-26T23:07:30.129339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:30.130237] [DEBUG] [LOCAL ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt [2025-09-26T23:07:30.130300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:30.130339] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:30.130369] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:30.130429] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:30.149835] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:30.150564] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:30.150679] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:30.150735] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:30.190678] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:30.190852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:30.190907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:30.191002] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:30.194922] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=83.90%) [2025-09-26T23:07:30.195220] [INFO ] [FORECASTER] Completed predict_future for MMD [2025-09-26T23:07:30.195371] [INFO ] [sig ] MMD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:30.352216] [INFO ] [LOCAL ] Saved forecast: MMD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MMD.txt [2025-09-26T23:07:30.352488] [WARN ] [sig ] [1145/2043] Failed MMD after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:30.352600] [INFO ] [sig ] [1146/2043] Forecasting MMI... [2025-09-26T23:07:30.352681] [INFO ] [sig ] Generating forecast for: MMI [2025-09-26T23:07:30.352790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMI' from 'https://tdm.silogroup.org/data/derivative_storage/MMI.csv'. [2025-09-26T23:07:30.365820] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMI'. [2025-09-26T23:07:30.366183] [INFO ] [FORECASTER] Starting predict_future for MMI [2025-09-26T23:07:30.393849] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:30.394678] [DEBUG] [LOCAL ] No optimal features file found for MMI: ./output/feature-sets/MMI.txt [2025-09-26T23:07:30.394740] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:30.394777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:30.394806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:30.394865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:30.414037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:30.414764] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:30.414853] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:30.414889] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:30.465353] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:30.465824] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:30.465936] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:30.466006] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:30.472804] [DEBUG] [FORECASTER] MMI: Forecast T+1@11:T+2@11: UP (p=69.88%) [2025-09-26T23:07:30.473291] [INFO ] [FORECASTER] Completed predict_future for MMI [2025-09-26T23:07:30.473558] [INFO ] [sig ] MMI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:30.632371] [INFO ] [LOCAL ] Saved forecast: MMI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MMI.txt [2025-09-26T23:07:30.633327] [WARN ] [sig ] [1146/2043] Failed MMI after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:30.633466] [INFO ] [sig ] [1147/2043] Forecasting MMM... [2025-09-26T23:07:30.633526] [INFO ] [sig ] Generating forecast for: MMM [2025-09-26T23:07:30.633593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMM' from 'https://tdm.silogroup.org/data/derivative_storage/MMM.csv'. [2025-09-26T23:07:30.651292] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMM'. [2025-09-26T23:07:30.651761] [INFO ] [FORECASTER] Starting predict_future for MMM [2025-09-26T23:07:30.680207] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:30.681133] [DEBUG] [LOCAL ] No optimal features file found for MMM: ./output/feature-sets/MMM.txt [2025-09-26T23:07:30.681208] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:30.681266] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:30.681301] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:30.681423] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:30.699720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:30.700621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:30.700870] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:30.700925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:30.742275] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:30.742451] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:30.742494] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:30.742524] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:30.746412] [DEBUG] [FORECASTER] MMM: Forecast T+1@11:T+2@11: UP (p=98.09%) [2025-09-26T23:07:30.746748] [INFO ] [FORECASTER] Completed predict_future for MMM [2025-09-26T23:07:30.746902] [INFO ] [sig ] MMM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:30.898727] [INFO ] [LOCAL ] Saved forecast: MMM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MMM.txt [2025-09-26T23:07:30.899037] [WARN ] [sig ] [1147/2043] Failed MMM after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:30.899122] [INFO ] [sig ] [1148/2043] Forecasting MMS... [2025-09-26T23:07:30.899162] [INFO ] [sig ] Generating forecast for: MMS [2025-09-26T23:07:30.899198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'. [2025-09-26T23:07:30.909476] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMS'. [2025-09-26T23:07:30.909960] [INFO ] [FORECASTER] Starting predict_future for MMS [2025-09-26T23:07:30.937400] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:30.938271] [DEBUG] [LOCAL ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt [2025-09-26T23:07:30.938334] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:30.938371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:30.938403] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:30.938464] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:30.957147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:30.957872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:30.957961] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:30.957996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:31.000771] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:31.000947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:31.000990] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:31.001021] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:31.004834] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=2.16%) [2025-09-26T23:07:31.005135] [INFO ] [FORECASTER] Completed predict_future for MMS [2025-09-26T23:07:31.005283] [INFO ] [sig ] MMS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:31.159393] [INFO ] [LOCAL ] Saved forecast: MMS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MMS.txt [2025-09-26T23:07:31.159700] [WARN ] [sig ] [1148/2043] Failed MMS after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:31.159789] [INFO ] [sig ] [1149/2043] Forecasting MMT... [2025-09-26T23:07:31.159830] [INFO ] [sig ] Generating forecast for: MMT [2025-09-26T23:07:31.159865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMT' from 'https://tdm.silogroup.org/data/derivative_storage/MMT.csv'. [2025-09-26T23:07:31.170348] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMT'. [2025-09-26T23:07:31.170840] [INFO ] [FORECASTER] Starting predict_future for MMT [2025-09-26T23:07:31.198702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:31.199560] [DEBUG] [LOCAL ] No optimal features file found for MMT: ./output/feature-sets/MMT.txt [2025-09-26T23:07:31.199618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:31.199689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:31.199736] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:31.199881] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:31.222886] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:31.223971] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:31.224086] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:31.224143] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:31.264558] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:31.264718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:31.264771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:31.264804] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:31.268451] [DEBUG] [FORECASTER] MMT: Forecast T+1@11:T+2@11: UP (p=56.55%) [2025-09-26T23:07:31.268809] [INFO ] [FORECASTER] Completed predict_future for MMT [2025-09-26T23:07:31.268989] [INFO ] [sig ] MMT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:31.419793] [INFO ] [LOCAL ] Saved forecast: MMT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MMT.txt [2025-09-26T23:07:31.420081] [WARN ] [sig ] [1149/2043] Failed MMT after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:31.420182] [INFO ] [sig ] [1150/2043] Forecasting MMU... [2025-09-26T23:07:31.420222] [INFO ] [sig ] Generating forecast for: MMU [2025-09-26T23:07:31.420256] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MMU' from 'https://tdm.silogroup.org/data/derivative_storage/MMU.csv'. [2025-09-26T23:07:31.431053] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MMU'. [2025-09-26T23:07:31.431414] [INFO ] [FORECASTER] Starting predict_future for MMU [2025-09-26T23:07:31.458134] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:31.459020] [DEBUG] [LOCAL ] No optimal features file found for MMU: ./output/feature-sets/MMU.txt [2025-09-26T23:07:31.459081] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:31.459117] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:31.459146] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:31.459203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:31.477291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:31.478062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:31.478152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:31.478187] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:31.517520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:31.517703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:31.517762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:31.517794] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:31.521693] [DEBUG] [FORECASTER] MMU: Forecast T+1@11:T+2@11: DOWN (p=7.18%) [2025-09-26T23:07:31.521992] [INFO ] [FORECASTER] Completed predict_future for MMU [2025-09-26T23:07:31.522144] [INFO ] [sig ] MMU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:31.675351] [INFO ] [LOCAL ] Saved forecast: MMU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MMU.txt [2025-09-26T23:07:31.675607] [WARN ] [sig ] [1150/2043] Failed MMU after 0.3s | 4.04 sym/s | Total: 4.7m | ETA: 3.7m [2025-09-26T23:07:31.675718] [INFO ] [sig ] [1151/2043] Forecasting MNR... [2025-09-26T23:07:31.675761] [INFO ] [sig ] Generating forecast for: MNR [2025-09-26T23:07:31.675795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNR' from 'https://tdm.silogroup.org/data/derivative_storage/MNR.csv'. [2025-09-26T23:07:31.687612] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MNR'. [2025-09-26T23:07:31.688002] [INFO ] [FORECASTER] Starting predict_future for MNR [2025-09-26T23:07:31.714835] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:31.715665] [DEBUG] [LOCAL ] No optimal features file found for MNR: ./output/feature-sets/MNR.txt [2025-09-26T23:07:31.715729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:31.715764] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:31.715792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:31.715851] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:31.734420] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:31.735326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:31.735423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:31.735458] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:31.776452] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:31.776748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:31.776805] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:31.776837] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:31.780692] [DEBUG] [FORECASTER] MNR: Forecast T+1@11:T+2@11: DOWN (p=22.53%) [2025-09-26T23:07:31.781000] [INFO ] [FORECASTER] Completed predict_future for MNR [2025-09-26T23:07:31.781185] [INFO ] [sig ] MNR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:31.931947] [INFO ] [LOCAL ] Saved forecast: MNR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MNR.txt [2025-09-26T23:07:31.932188] [WARN ] [sig ] [1151/2043] Failed MNR after 0.3s | 4.04 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:31.932265] [INFO ] [sig ] [1152/2043] Forecasting MNSO... [2025-09-26T23:07:31.932305] [INFO ] [sig ] Generating forecast for: MNSO [2025-09-26T23:07:31.932339] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'. [2025-09-26T23:07:31.942876] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MNSO'. [2025-09-26T23:07:31.943184] [INFO ] [FORECASTER] Starting predict_future for MNSO [2025-09-26T23:07:31.969694] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:31.970453] [DEBUG] [LOCAL ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt [2025-09-26T23:07:31.970509] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:31.970544] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:31.970573] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:31.970633] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:31.989090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:31.989798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:31.989887] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:31.989922] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:32.030406] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:32.030581] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:32.030625] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:32.030706] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:32.034382] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-09-26T23:07:32.035162] [INFO ] [FORECASTER] Completed predict_future for MNSO [2025-09-26T23:07:32.035325] [INFO ] [sig ] MNSO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:32.187104] [INFO ] [LOCAL ] Saved forecast: MNSO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MNSO.txt [2025-09-26T23:07:32.187379] [WARN ] [sig ] [1152/2043] Failed MNSO after 0.3s | 4.04 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:32.187460] [INFO ] [sig ] [1153/2043] Forecasting MOD... [2025-09-26T23:07:32.187500] [INFO ] [sig ] Generating forecast for: MOD [2025-09-26T23:07:32.187534] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'. [2025-09-26T23:07:32.197902] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'MOD'. [2025-09-26T23:07:32.198217] [INFO ] [FORECASTER] Starting predict_future for MOD [2025-09-26T23:07:32.226370] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:32.227331] [DEBUG] [LOCAL ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt [2025-09-26T23:07:32.227395] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:32.227432] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:32.227462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:32.227523] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:32.246547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:32.247382] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:32.247476] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:32.247513] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:32.289297] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:32.289456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:32.289498] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:32.289529] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:32.293169] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=10.74%) [2025-09-26T23:07:32.293464] [INFO ] [FORECASTER] Completed predict_future for MOD [2025-09-26T23:07:32.293607] [INFO ] [sig ] MOD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:32.444471] [INFO ] [LOCAL ] Saved forecast: MOD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MOD.txt [2025-09-26T23:07:32.444787] [WARN ] [sig ] [1153/2043] Failed MOD after 0.3s | 4.04 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:32.444885] [INFO ] [sig ] [1154/2043] Forecasting MODG... [2025-09-26T23:07:32.444927] [INFO ] [sig ] Generating forecast for: MODG [2025-09-26T23:07:32.444961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'. [2025-09-26T23:07:32.455943] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MODG'. [2025-09-26T23:07:32.456476] [INFO ] [FORECASTER] Starting predict_future for MODG [2025-09-26T23:07:32.484823] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:32.485658] [DEBUG] [LOCAL ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt [2025-09-26T23:07:32.485725] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:32.485762] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:32.485792] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:32.485853] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:32.505006] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:32.505726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:32.505820] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:32.505856] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:32.548320] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:32.548495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:32.548541] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:32.548573] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:32.552452] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: DOWN (p=16.99%) [2025-09-26T23:07:32.552803] [INFO ] [FORECASTER] Completed predict_future for MODG [2025-09-26T23:07:32.553000] [INFO ] [sig ] MODG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:32.709003] [INFO ] [LOCAL ] Saved forecast: MODG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MODG.txt [2025-09-26T23:07:32.709254] [WARN ] [sig ] [1154/2043] Failed MODG after 0.3s | 4.04 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:32.709334] [INFO ] [sig ] [1155/2043] Forecasting MOH... [2025-09-26T23:07:32.709376] [INFO ] [sig ] Generating forecast for: MOH [2025-09-26T23:07:32.709410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'. [2025-09-26T23:07:32.719789] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOH'. [2025-09-26T23:07:32.720138] [INFO ] [FORECASTER] Starting predict_future for MOH [2025-09-26T23:07:32.752214] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:32.753072] [DEBUG] [LOCAL ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt [2025-09-26T23:07:32.753129] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:32.753165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:32.753193] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:32.753252] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:32.772902] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:32.773565] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:32.773676] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:32.773732] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:32.814453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:32.814611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:32.814685] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:32.814736] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:32.818862] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: UP (p=67.73%) [2025-09-26T23:07:32.819209] [INFO ] [FORECASTER] Completed predict_future for MOH [2025-09-26T23:07:32.819390] [INFO ] [sig ] MOH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:32.968122] [INFO ] [LOCAL ] Saved forecast: MOH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MOH.txt [2025-09-26T23:07:32.968393] [WARN ] [sig ] [1155/2043] Failed MOH after 0.3s | 4.04 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:32.968479] [INFO ] [sig ] [1156/2043] Forecasting MOS... [2025-09-26T23:07:32.968519] [INFO ] [sig ] Generating forecast for: MOS [2025-09-26T23:07:32.968553] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'. [2025-09-26T23:07:32.979016] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOS'. [2025-09-26T23:07:32.979393] [INFO ] [FORECASTER] Starting predict_future for MOS [2025-09-26T23:07:33.007079] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:33.008023] [DEBUG] [LOCAL ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt [2025-09-26T23:07:33.008082] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:33.008118] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:33.008149] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:33.008208] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:33.026903] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:33.027534] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:33.027624] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:33.027692] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:33.071857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:33.071984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:33.072027] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:33.072066] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:33.075777] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=95.06%) [2025-09-26T23:07:33.076076] [INFO ] [FORECASTER] Completed predict_future for MOS [2025-09-26T23:07:33.076220] [INFO ] [sig ] MOS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:33.229250] [INFO ] [LOCAL ] Saved forecast: MOS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MOS.txt [2025-09-26T23:07:33.229533] [WARN ] [sig ] [1156/2043] Failed MOS after 0.3s | 4.04 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:33.229618] [INFO ] [sig ] [1157/2043] Forecasting MOV... [2025-09-26T23:07:33.229696] [INFO ] [sig ] Generating forecast for: MOV [2025-09-26T23:07:33.229744] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MOV' from 'https://tdm.silogroup.org/data/derivative_storage/MOV.csv'. [2025-09-26T23:07:33.241029] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MOV'. [2025-09-26T23:07:33.241393] [INFO ] [FORECASTER] Starting predict_future for MOV [2025-09-26T23:07:33.268001] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:33.268832] [DEBUG] [LOCAL ] No optimal features file found for MOV: ./output/feature-sets/MOV.txt [2025-09-26T23:07:33.268889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:33.268924] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:33.268952] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:33.269012] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:33.287960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:33.288720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:33.288816] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:33.288857] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:33.330324] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:33.330478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:33.330520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:33.330550] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:33.334295] [DEBUG] [FORECASTER] MOV: Forecast T+1@11:T+2@11: DOWN (p=18.40%) [2025-09-26T23:07:33.334587] [INFO ] [FORECASTER] Completed predict_future for MOV [2025-09-26T23:07:33.334772] [INFO ] [sig ] MOV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:33.488708] [INFO ] [LOCAL ] Saved forecast: MOV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MOV.txt [2025-09-26T23:07:33.489007] [WARN ] [sig ] [1157/2043] Failed MOV after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:33.489089] [INFO ] [sig ] [1158/2043] Forecasting MP... [2025-09-26T23:07:33.489137] [INFO ] [sig ] Generating forecast for: MP [2025-09-26T23:07:33.489172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'. [2025-09-26T23:07:33.502536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MP'. [2025-09-26T23:07:33.502931] [INFO ] [FORECASTER] Starting predict_future for MP [2025-09-26T23:07:33.530585] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:33.531403] [DEBUG] [LOCAL ] No optimal features file found for MP: ./output/feature-sets/MP.txt [2025-09-26T23:07:33.531460] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:33.531497] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:33.531526] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:33.531585] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:33.550527] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:33.551187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:33.551276] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:33.551312] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:33.593023] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:33.593140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:33.593180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:33.593211] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:33.596752] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=63.83%) [2025-09-26T23:07:33.597056] [INFO ] [FORECASTER] Completed predict_future for MP [2025-09-26T23:07:33.597204] [INFO ] [sig ] MP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:33.864175] [INFO ] [LOCAL ] Saved forecast: MP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MP.txt [2025-09-26T23:07:33.864449] [WARN ] [sig ] [1158/2043] Failed MP after 0.4s | 4.03 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:33.864529] [INFO ] [sig ] [1159/2043] Forecasting MPA... [2025-09-26T23:07:33.864577] [INFO ] [sig ] Generating forecast for: MPA [2025-09-26T23:07:33.864798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'. [2025-09-26T23:07:33.875300] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPA'. [2025-09-26T23:07:33.875696] [INFO ] [FORECASTER] Starting predict_future for MPA [2025-09-26T23:07:33.902335] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:33.903158] [DEBUG] [LOCAL ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt [2025-09-26T23:07:33.903216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:33.903251] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:33.903279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:33.903347] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:33.924191] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:33.924994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:33.925088] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:33.925124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:33.965959] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:33.966142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:33.966752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:33.966792] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:33.970880] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=33.28%) [2025-09-26T23:07:33.971194] [INFO ] [FORECASTER] Completed predict_future for MPA [2025-09-26T23:07:33.971346] [INFO ] [sig ] MPA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:34.125728] [INFO ] [LOCAL ] Saved forecast: MPA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MPA.txt [2025-09-26T23:07:34.126007] [WARN ] [sig ] [1159/2043] Failed MPA after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.7m [2025-09-26T23:07:34.126090] [INFO ] [sig ] [1160/2043] Forecasting MPC... [2025-09-26T23:07:34.126130] [INFO ] [sig ] Generating forecast for: MPC [2025-09-26T23:07:34.126173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'. [2025-09-26T23:07:34.136818] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPC'. [2025-09-26T23:07:34.137254] [INFO ] [FORECASTER] Starting predict_future for MPC [2025-09-26T23:07:34.163890] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:34.164853] [DEBUG] [LOCAL ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt [2025-09-26T23:07:34.164935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:34.164982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:34.165021] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:34.165108] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:34.184296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:34.185057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:34.185149] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:34.185186] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:34.226359] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:34.226481] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:34.226550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:34.226602] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:34.230053] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: UP (p=71.77%) [2025-09-26T23:07:34.230377] [INFO ] [FORECASTER] Completed predict_future for MPC [2025-09-26T23:07:34.230528] [INFO ] [sig ] MPC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:34.384494] [INFO ] [LOCAL ] Saved forecast: MPC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MPC.txt [2025-09-26T23:07:34.384808] [WARN ] [sig ] [1160/2043] Failed MPC after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:34.384905] [INFO ] [sig ] [1161/2043] Forecasting MPLX... [2025-09-26T23:07:34.384945] [INFO ] [sig ] Generating forecast for: MPLX [2025-09-26T23:07:34.384979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPLX' from 'https://tdm.silogroup.org/data/derivative_storage/MPLX.csv'. [2025-09-26T23:07:34.396517] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPLX'. [2025-09-26T23:07:34.397057] [INFO ] [FORECASTER] Starting predict_future for MPLX [2025-09-26T23:07:34.424935] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:34.425819] [DEBUG] [LOCAL ] No optimal features file found for MPLX: ./output/feature-sets/MPLX.txt [2025-09-26T23:07:34.425882] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:34.425920] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:34.425955] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:34.426020] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:34.444956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:34.445696] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:34.445793] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:34.445829] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:34.485527] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:34.485727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:34.485784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:34.485816] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:34.489899] [DEBUG] [FORECASTER] MPLX: Forecast T+1@11:T+2@11: DOWN (p=22.16%) [2025-09-26T23:07:34.490202] [INFO ] [FORECASTER] Completed predict_future for MPLX [2025-09-26T23:07:34.490355] [INFO ] [sig ] MPLX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:34.644348] [INFO ] [LOCAL ] Saved forecast: MPLX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MPLX.txt [2025-09-26T23:07:34.644670] [WARN ] [sig ] [1161/2043] Failed MPLX after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:34.644769] [INFO ] [sig ] [1162/2043] Forecasting MPV... [2025-09-26T23:07:34.644812] [INFO ] [sig ] Generating forecast for: MPV [2025-09-26T23:07:34.644851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPV' from 'https://tdm.silogroup.org/data/derivative_storage/MPV.csv'. [2025-09-26T23:07:34.655250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPV'. [2025-09-26T23:07:34.655604] [INFO ] [FORECASTER] Starting predict_future for MPV [2025-09-26T23:07:34.682935] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:34.683851] [DEBUG] [LOCAL ] No optimal features file found for MPV: ./output/feature-sets/MPV.txt [2025-09-26T23:07:34.683908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:34.683943] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:34.683971] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:34.684030] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:34.702495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:34.703219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:34.703307] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:34.703341] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:34.744979] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:34.745163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:34.745208] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:34.745239] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:34.749113] [DEBUG] [FORECASTER] MPV: Forecast T+1@11:T+2@11: DOWN (p=14.63%) [2025-09-26T23:07:34.749405] [INFO ] [FORECASTER] Completed predict_future for MPV [2025-09-26T23:07:34.749553] [INFO ] [sig ] MPV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:34.897264] [INFO ] [LOCAL ] Saved forecast: MPV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MPV.txt [2025-09-26T23:07:34.897554] [WARN ] [sig ] [1162/2043] Failed MPV after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:34.897640] [INFO ] [sig ] [1163/2043] Forecasting MPW... [2025-09-26T23:07:34.897720] [INFO ] [sig ] Generating forecast for: MPW [2025-09-26T23:07:34.897758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPW' from 'https://tdm.silogroup.org/data/derivative_storage/MPW.csv'. [2025-09-26T23:07:34.908522] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPW'. [2025-09-26T23:07:34.908950] [INFO ] [FORECASTER] Starting predict_future for MPW [2025-09-26T23:07:34.935567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:34.936442] [DEBUG] [LOCAL ] No optimal features file found for MPW: ./output/feature-sets/MPW.txt [2025-09-26T23:07:34.936506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:34.936544] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:34.936573] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:34.936632] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:34.956003] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:34.956785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:34.956879] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:34.956915] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:34.996737] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:34.996889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:34.996932] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:34.996963] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:35.001290] [DEBUG] [FORECASTER] MPW: Forecast T+1@11:T+2@11: DOWN (p=49.04%) [2025-09-26T23:07:35.001840] [INFO ] [FORECASTER] Completed predict_future for MPW [2025-09-26T23:07:35.002084] [INFO ] [sig ] MPW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:35.157281] [INFO ] [LOCAL ] Saved forecast: MPW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MPW.txt [2025-09-26T23:07:35.157551] [WARN ] [sig ] [1163/2043] Failed MPW after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:35.157639] [INFO ] [sig ] [1164/2043] Forecasting MPX... [2025-09-26T23:07:35.157723] [INFO ] [sig ] Generating forecast for: MPX [2025-09-26T23:07:35.157763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'. [2025-09-26T23:07:35.167726] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MPX'. [2025-09-26T23:07:35.168142] [INFO ] [FORECASTER] Starting predict_future for MPX [2025-09-26T23:07:35.195020] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:35.195918] [DEBUG] [LOCAL ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt [2025-09-26T23:07:35.195977] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:35.196014] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:35.196045] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:35.196107] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:35.214486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:35.215146] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:35.215234] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:35.215270] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:35.254691] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:35.254852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:35.254896] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:35.254929] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:35.258680] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=49.02%) [2025-09-26T23:07:35.258978] [INFO ] [FORECASTER] Completed predict_future for MPX [2025-09-26T23:07:35.259129] [INFO ] [sig ] MPX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:35.413105] [INFO ] [LOCAL ] Saved forecast: MPX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MPX.txt [2025-09-26T23:07:35.413379] [WARN ] [sig ] [1164/2043] Failed MPX after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:35.413469] [INFO ] [sig ] [1165/2043] Forecasting MQT... [2025-09-26T23:07:35.413530] [INFO ] [sig ] Generating forecast for: MQT [2025-09-26T23:07:35.413569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQT' from 'https://tdm.silogroup.org/data/derivative_storage/MQT.csv'. [2025-09-26T23:07:35.423545] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MQT'. [2025-09-26T23:07:35.424034] [INFO ] [FORECASTER] Starting predict_future for MQT [2025-09-26T23:07:35.452266] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:35.453208] [DEBUG] [LOCAL ] No optimal features file found for MQT: ./output/feature-sets/MQT.txt [2025-09-26T23:07:35.453272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:35.453311] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:35.453341] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:35.453404] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:35.472782] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:35.473707] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:35.473805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:35.473843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:35.514833] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:35.515020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:35.515063] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:35.515095] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:35.519579] [DEBUG] [FORECASTER] MQT: Forecast T+1@11:T+2@11: UP (p=65.99%) [2025-09-26T23:07:35.520241] [INFO ] [FORECASTER] Completed predict_future for MQT [2025-09-26T23:07:35.520519] [INFO ] [sig ] MQT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:35.682179] [INFO ] [LOCAL ] Saved forecast: MQT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MQT.txt [2025-09-26T23:07:35.682419] [WARN ] [sig ] [1165/2043] Failed MQT after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:35.682501] [INFO ] [sig ] [1166/2043] Forecasting MQY... [2025-09-26T23:07:35.682540] [INFO ] [sig ] Generating forecast for: MQY [2025-09-26T23:07:35.682574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'. [2025-09-26T23:07:35.692835] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MQY'. [2025-09-26T23:07:35.693156] [INFO ] [FORECASTER] Starting predict_future for MQY [2025-09-26T23:07:35.721544] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:35.722580] [DEBUG] [LOCAL ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt [2025-09-26T23:07:35.722638] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:35.722719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:35.722753] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:35.722824] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:35.742153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:35.742935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:35.743025] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:35.743060] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:35.787351] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:35.787496] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:35.787537] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:35.787567] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:35.791125] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=7.40%) [2025-09-26T23:07:35.791500] [INFO ] [FORECASTER] Completed predict_future for MQY [2025-09-26T23:07:35.791712] [INFO ] [sig ] MQY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:35.943026] [INFO ] [LOCAL ] Saved forecast: MQY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MQY.txt [2025-09-26T23:07:35.943261] [WARN ] [sig ] [1166/2043] Failed MQY after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:35.943339] [INFO ] [sig ] [1167/2043] Forecasting MRC... [2025-09-26T23:07:35.943381] [INFO ] [sig ] Generating forecast for: MRC [2025-09-26T23:07:35.943417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRC' from 'https://tdm.silogroup.org/data/derivative_storage/MRC.csv'. [2025-09-26T23:07:35.953622] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MRC'. [2025-09-26T23:07:35.953987] [INFO ] [FORECASTER] Starting predict_future for MRC [2025-09-26T23:07:35.980271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:35.981101] [DEBUG] [LOCAL ] No optimal features file found for MRC: ./output/feature-sets/MRC.txt [2025-09-26T23:07:35.981159] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:35.981197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:35.981229] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:35.981290] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:36.000143] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:36.000921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:36.001025] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:36.001060] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:36.043134] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:36.043336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:36.043383] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:36.043416] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:36.047261] [DEBUG] [FORECASTER] MRC: Forecast T+1@11:T+2@11: UP (p=87.93%) [2025-09-26T23:07:36.047571] [INFO ] [FORECASTER] Completed predict_future for MRC [2025-09-26T23:07:36.047759] [INFO ] [sig ] MRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:36.200695] [INFO ] [LOCAL ] Saved forecast: MRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MRC.txt [2025-09-26T23:07:36.200941] [WARN ] [sig ] [1167/2043] Failed MRC after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:36.201021] [INFO ] [sig ] [1168/2043] Forecasting MRK... [2025-09-26T23:07:36.201061] [INFO ] [sig ] Generating forecast for: MRK [2025-09-26T23:07:36.201096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'. [2025-09-26T23:07:36.212168] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MRK'. [2025-09-26T23:07:36.212537] [INFO ] [FORECASTER] Starting predict_future for MRK [2025-09-26T23:07:36.239769] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:36.240563] [DEBUG] [LOCAL ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt [2025-09-26T23:07:36.240624] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:36.240695] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:36.240740] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:36.240802] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:36.259822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:36.260419] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:36.260529] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:36.260569] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:36.304047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:36.304141] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:36.304178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:36.304208] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:36.307481] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=90.30%) [2025-09-26T23:07:36.307810] [INFO ] [FORECASTER] Completed predict_future for MRK [2025-09-26T23:07:36.307963] [INFO ] [sig ] MRK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:36.463948] [INFO ] [LOCAL ] Saved forecast: MRK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MRK.txt [2025-09-26T23:07:36.464169] [WARN ] [sig ] [1168/2043] Failed MRK after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:36.464245] [INFO ] [sig ] [1169/2043] Forecasting MS... [2025-09-26T23:07:36.464285] [INFO ] [sig ] Generating forecast for: MS [2025-09-26T23:07:36.464319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'. [2025-09-26T23:07:36.475001] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MS'. [2025-09-26T23:07:36.475448] [INFO ] [FORECASTER] Starting predict_future for MS [2025-09-26T23:07:36.502492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:36.503402] [DEBUG] [LOCAL ] No optimal features file found for MS: ./output/feature-sets/MS.txt [2025-09-26T23:07:36.503467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:36.503506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:36.503536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:36.503597] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:36.522034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:36.522827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:36.522921] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:36.522957] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:36.563188] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:36.563364] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:36.563410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:36.563439] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:36.567225] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=34.97%) [2025-09-26T23:07:36.567518] [INFO ] [FORECASTER] Completed predict_future for MS [2025-09-26T23:07:36.567696] [INFO ] [sig ] MS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:36.716578] [INFO ] [LOCAL ] Saved forecast: MS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MS.txt [2025-09-26T23:07:36.716914] [WARN ] [sig ] [1169/2043] Failed MS after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:36.716968] [INFO ] [sig ] [1170/2043] Forecasting MSA... [2025-09-26T23:07:36.717001] [INFO ] [sig ] Generating forecast for: MSA [2025-09-26T23:07:36.717034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'. [2025-09-26T23:07:36.727388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSA'. [2025-09-26T23:07:36.727715] [INFO ] [FORECASTER] Starting predict_future for MSA [2025-09-26T23:07:36.754099] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:36.754931] [DEBUG] [LOCAL ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt [2025-09-26T23:07:36.755007] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:36.755046] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:36.755075] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:36.755139] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:36.773765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:36.774433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:36.774524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:36.774559] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:36.816438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:36.816587] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:36.816628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:36.816701] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:36.820234] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=21.10%) [2025-09-26T23:07:36.820519] [INFO ] [FORECASTER] Completed predict_future for MSA [2025-09-26T23:07:36.820698] [INFO ] [sig ] MSA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:36.970823] [INFO ] [LOCAL ] Saved forecast: MSA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MSA.txt [2025-09-26T23:07:36.971075] [WARN ] [sig ] [1170/2043] Failed MSA after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:36.971155] [INFO ] [sig ] [1171/2043] Forecasting MSB... [2025-09-26T23:07:36.971195] [INFO ] [sig ] Generating forecast for: MSB [2025-09-26T23:07:36.971229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'. [2025-09-26T23:07:36.982540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSB'. [2025-09-26T23:07:36.982925] [INFO ] [FORECASTER] Starting predict_future for MSB [2025-09-26T23:07:37.009718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:37.010510] [DEBUG] [LOCAL ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt [2025-09-26T23:07:37.010568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:37.010602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:37.010631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:37.010749] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:37.029476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:37.030194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:37.030283] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:37.030318] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:37.076379] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:37.076480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:37.076521] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:37.076553] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:37.080627] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=47.12%) [2025-09-26T23:07:37.080994] [INFO ] [FORECASTER] Completed predict_future for MSB [2025-09-26T23:07:37.081167] [INFO ] [sig ] MSB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:37.231064] [INFO ] [LOCAL ] Saved forecast: MSB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MSB.txt [2025-09-26T23:07:37.231272] [WARN ] [sig ] [1171/2043] Failed MSB after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:37.231348] [INFO ] [sig ] [1172/2043] Forecasting MSCI... [2025-09-26T23:07:37.231388] [INFO ] [sig ] Generating forecast for: MSCI [2025-09-26T23:07:37.231430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'. [2025-09-26T23:07:37.241455] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSCI'. [2025-09-26T23:07:37.241782] [INFO ] [FORECASTER] Starting predict_future for MSCI [2025-09-26T23:07:37.268292] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:37.269043] [DEBUG] [LOCAL ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt [2025-09-26T23:07:37.269100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:37.269134] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:37.269163] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:37.269219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:37.287081] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:37.287636] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:37.287749] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:37.287784] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:37.333013] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:37.333116] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:37.333156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:37.333189] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:37.337021] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=24.03%) [2025-09-26T23:07:37.337326] [INFO ] [FORECASTER] Completed predict_future for MSCI [2025-09-26T23:07:37.337477] [INFO ] [sig ] MSCI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:37.491132] [INFO ] [LOCAL ] Saved forecast: MSCI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MSCI.txt [2025-09-26T23:07:37.491362] [WARN ] [sig ] [1172/2043] Failed MSCI after 0.3s | 4.03 sym/s | Total: 4.8m | ETA: 3.6m [2025-09-26T23:07:37.491440] [INFO ] [sig ] [1173/2043] Forecasting MSD... [2025-09-26T23:07:37.491480] [INFO ] [sig ] Generating forecast for: MSD [2025-09-26T23:07:37.491519] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'. [2025-09-26T23:07:37.501484] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSD'. [2025-09-26T23:07:37.501824] [INFO ] [FORECASTER] Starting predict_future for MSD [2025-09-26T23:07:37.528425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:37.529209] [DEBUG] [LOCAL ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt [2025-09-26T23:07:37.529269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:37.529352] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:37.529391] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:37.529450] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:37.548060] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:37.548609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:37.548718] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:37.548763] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:37.594330] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:37.594428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:37.594468] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:37.594501] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:37.598373] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=70.27%) [2025-09-26T23:07:37.598729] [INFO ] [FORECASTER] Completed predict_future for MSD [2025-09-26T23:07:37.598893] [INFO ] [sig ] MSD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:37.747031] [INFO ] [LOCAL ] Saved forecast: MSD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MSD.txt [2025-09-26T23:07:37.747228] [WARN ] [sig ] [1173/2043] Failed MSD after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:37.747303] [INFO ] [sig ] [1174/2043] Forecasting MSDL... [2025-09-26T23:07:37.747342] [INFO ] [sig ] Generating forecast for: MSDL [2025-09-26T23:07:37.747375] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSDL' from 'https://tdm.silogroup.org/data/derivative_storage/MSDL.csv'. [2025-09-26T23:07:37.757906] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSDL'. [2025-09-26T23:07:37.758237] [INFO ] [FORECASTER] Starting predict_future for MSDL [2025-09-26T23:07:37.785479] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:37.786237] [DEBUG] [LOCAL ] No optimal features file found for MSDL: ./output/feature-sets/MSDL.txt [2025-09-26T23:07:37.786294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:37.786359] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:37.786412] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:37.786485] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:37.805505] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:37.806104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:37.806199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:37.806237] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:37.855799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:37.855978] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:37.856025] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:37.856057] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:37.860330] [DEBUG] [FORECASTER] MSDL: Forecast T+1@11:T+2@11: UP (p=73.65%) [2025-09-26T23:07:37.860676] [INFO ] [FORECASTER] Completed predict_future for MSDL [2025-09-26T23:07:37.860851] [INFO ] [sig ] MSDL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:38.010906] [INFO ] [LOCAL ] Saved forecast: MSDL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MSDL.txt [2025-09-26T23:07:38.011110] [WARN ] [sig ] [1174/2043] Failed MSDL after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:38.011187] [INFO ] [sig ] [1175/2043] Forecasting MSGE... [2025-09-26T23:07:38.011226] [INFO ] [sig ] Generating forecast for: MSGE [2025-09-26T23:07:38.011259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'. [2025-09-26T23:07:38.021326] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSGE'. [2025-09-26T23:07:38.021683] [INFO ] [FORECASTER] Starting predict_future for MSGE [2025-09-26T23:07:38.048305] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:38.049493] [DEBUG] [LOCAL ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt [2025-09-26T23:07:38.049572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:38.049635] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:38.049742] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:38.049849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:38.075201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:38.075855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:38.075944] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:38.075997] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:38.115052] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:38.115170] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:38.115232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:38.115266] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:38.118764] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=29.98%) [2025-09-26T23:07:38.119048] [INFO ] [FORECASTER] Completed predict_future for MSGE [2025-09-26T23:07:38.119191] [INFO ] [sig ] MSGE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:38.271723] [INFO ] [LOCAL ] Saved forecast: MSGE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MSGE.txt [2025-09-26T23:07:38.271936] [WARN ] [sig ] [1175/2043] Failed MSGE after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:38.272011] [INFO ] [sig ] [1176/2043] Forecasting MSGS... [2025-09-26T23:07:38.272056] [INFO ] [sig ] Generating forecast for: MSGS [2025-09-26T23:07:38.272090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'. [2025-09-26T23:07:38.284622] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSGS'. [2025-09-26T23:07:38.285067] [INFO ] [FORECASTER] Starting predict_future for MSGS [2025-09-26T23:07:38.313194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:38.314040] [DEBUG] [LOCAL ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt [2025-09-26T23:07:38.314098] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:38.314134] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:38.314164] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:38.314231] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:38.333025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:38.333700] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:38.333794] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:38.333831] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:38.376056] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:38.376228] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:38.376274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:38.376807] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:38.380901] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=72.57%) [2025-09-26T23:07:38.381200] [INFO ] [FORECASTER] Completed predict_future for MSGS [2025-09-26T23:07:38.381350] [INFO ] [sig ] MSGS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:38.558123] [INFO ] [LOCAL ] Saved forecast: MSGS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MSGS.txt [2025-09-26T23:07:38.558404] [WARN ] [sig ] [1176/2043] Failed MSGS after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:38.558520] [INFO ] [sig ] [1177/2043] Forecasting MSI... [2025-09-26T23:07:38.558560] [INFO ] [sig ] Generating forecast for: MSI [2025-09-26T23:07:38.558595] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'. [2025-09-26T23:07:38.571078] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSI'. [2025-09-26T23:07:38.571425] [INFO ] [FORECASTER] Starting predict_future for MSI [2025-09-26T23:07:38.597930] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:38.598672] [DEBUG] [LOCAL ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt [2025-09-26T23:07:38.598748] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:38.598786] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:38.598815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:38.598878] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:38.618311] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:38.618932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:38.619020] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:38.619056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:38.659329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:38.659422] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:38.659459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:38.659488] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:38.662896] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: UP (p=74.10%) [2025-09-26T23:07:38.663182] [INFO ] [FORECASTER] Completed predict_future for MSI [2025-09-26T23:07:38.663325] [INFO ] [sig ] MSI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:38.818101] [INFO ] [LOCAL ] Saved forecast: MSI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MSI.txt [2025-09-26T23:07:38.818317] [WARN ] [sig ] [1177/2043] Failed MSI after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:38.818406] [INFO ] [sig ] [1178/2043] Forecasting MSM... [2025-09-26T23:07:38.818447] [INFO ] [sig ] Generating forecast for: MSM [2025-09-26T23:07:38.818480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'. [2025-09-26T23:07:38.828500] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MSM'. [2025-09-26T23:07:38.828846] [INFO ] [FORECASTER] Starting predict_future for MSM [2025-09-26T23:07:38.856037] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:38.857111] [DEBUG] [LOCAL ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt [2025-09-26T23:07:38.857171] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:38.857207] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:38.857237] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:38.857298] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:38.876315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:38.876950] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:38.877038] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:38.877072] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:38.919843] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:38.919948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:38.919992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:38.920024] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:38.923558] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=2.41%) [2025-09-26T23:07:38.923871] [INFO ] [FORECASTER] Completed predict_future for MSM [2025-09-26T23:07:38.924016] [INFO ] [sig ] MSM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:39.076784] [INFO ] [LOCAL ] Saved forecast: MSM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MSM.txt [2025-09-26T23:07:39.076992] [WARN ] [sig ] [1178/2043] Failed MSM after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:39.077067] [INFO ] [sig ] [1179/2043] Forecasting MT... [2025-09-26T23:07:39.077107] [INFO ] [sig ] Generating forecast for: MT [2025-09-26T23:07:39.077149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MT' from 'https://tdm.silogroup.org/data/derivative_storage/MT.csv'. [2025-09-26T23:07:39.087523] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MT'. [2025-09-26T23:07:39.087846] [INFO ] [FORECASTER] Starting predict_future for MT [2025-09-26T23:07:39.115035] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:39.115847] [DEBUG] [LOCAL ] No optimal features file found for MT: ./output/feature-sets/MT.txt [2025-09-26T23:07:39.115906] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:39.115942] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:39.115972] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:39.116031] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:39.134780] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:39.135361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:39.135447] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:39.135483] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:39.185489] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:39.185628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:39.185724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:39.185775] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:39.190614] [DEBUG] [FORECASTER] MT: Forecast T+1@11:T+2@11: DOWN (p=23.72%) [2025-09-26T23:07:39.191014] [INFO ] [FORECASTER] Completed predict_future for MT [2025-09-26T23:07:39.191200] [INFO ] [sig ] MT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:39.421530] [INFO ] [LOCAL ] Saved forecast: MT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MT.txt [2025-09-26T23:07:39.421859] [WARN ] [sig ] [1179/2043] Failed MT after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:39.421959] [INFO ] [sig ] [1180/2043] Forecasting MTAL... [2025-09-26T23:07:39.422011] [INFO ] [sig ] Generating forecast for: MTAL [2025-09-26T23:07:39.422063] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTAL' from 'https://tdm.silogroup.org/data/derivative_storage/MTAL.csv'. [2025-09-26T23:07:39.433265] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTAL'. [2025-09-26T23:07:39.433705] [INFO ] [FORECASTER] Starting predict_future for MTAL [2025-09-26T23:07:39.460633] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:39.461474] [DEBUG] [LOCAL ] No optimal features file found for MTAL: ./output/feature-sets/MTAL.txt [2025-09-26T23:07:39.461539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:39.461577] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:39.461607] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:39.461690] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:39.481018] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:39.481751] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:39.481846] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:39.481883] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:39.521196] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:39.521395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:39.521450] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:39.521482] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:39.525217] [DEBUG] [FORECASTER] MTAL: Forecast T+1@11:T+2@11: UP (p=97.83%) [2025-09-26T23:07:39.525518] [INFO ] [FORECASTER] Completed predict_future for MTAL [2025-09-26T23:07:39.525756] [INFO ] [sig ] MTAL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:39.672407] [INFO ] [LOCAL ] Saved forecast: MTAL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTAL.txt [2025-09-26T23:07:39.672668] [WARN ] [sig ] [1180/2043] Failed MTAL after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:39.672753] [INFO ] [sig ] [1181/2043] Forecasting MTB... [2025-09-26T23:07:39.672796] [INFO ] [sig ] Generating forecast for: MTB [2025-09-26T23:07:39.672833] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'. [2025-09-26T23:07:39.683379] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTB'. [2025-09-26T23:07:39.683749] [INFO ] [FORECASTER] Starting predict_future for MTB [2025-09-26T23:07:39.710766] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:39.711524] [DEBUG] [LOCAL ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt [2025-09-26T23:07:39.711581] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:39.711617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:39.711673] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:39.711761] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:39.730472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:39.731084] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:39.731171] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:39.731205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:39.772097] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:39.772189] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:39.772227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:39.772255] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:39.775631] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=67.23%) [2025-09-26T23:07:39.775963] [INFO ] [FORECASTER] Completed predict_future for MTB [2025-09-26T23:07:39.776111] [INFO ] [sig ] MTB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:39.927722] [INFO ] [LOCAL ] Saved forecast: MTB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTB.txt [2025-09-26T23:07:39.927964] [WARN ] [sig ] [1181/2043] Failed MTB after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:39.928042] [INFO ] [sig ] [1182/2043] Forecasting MTD... [2025-09-26T23:07:39.928083] [INFO ] [sig ] Generating forecast for: MTD [2025-09-26T23:07:39.928118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'. [2025-09-26T23:07:39.938712] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTD'. [2025-09-26T23:07:39.939089] [INFO ] [FORECASTER] Starting predict_future for MTD [2025-09-26T23:07:39.967960] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:39.968916] [DEBUG] [LOCAL ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt [2025-09-26T23:07:39.968978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:39.969014] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:39.969044] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:39.969105] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:39.992963] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:39.994065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:39.994367] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:39.994443] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:40.040821] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:40.040987] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:40.041030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:40.041062] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:40.044836] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: UP (p=85.65%) [2025-09-26T23:07:40.045142] [INFO ] [FORECASTER] Completed predict_future for MTD [2025-09-26T23:07:40.045294] [INFO ] [sig ] MTD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:40.200417] [INFO ] [LOCAL ] Saved forecast: MTD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTD.txt [2025-09-26T23:07:40.200706] [WARN ] [sig ] [1182/2043] Failed MTD after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:40.200817] [INFO ] [sig ] [1183/2043] Forecasting MTDR... [2025-09-26T23:07:40.200861] [INFO ] [sig ] Generating forecast for: MTDR [2025-09-26T23:07:40.200895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTDR' from 'https://tdm.silogroup.org/data/derivative_storage/MTDR.csv'. [2025-09-26T23:07:40.211387] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTDR'. [2025-09-26T23:07:40.211759] [INFO ] [FORECASTER] Starting predict_future for MTDR [2025-09-26T23:07:40.238902] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:40.239676] [DEBUG] [LOCAL ] No optimal features file found for MTDR: ./output/feature-sets/MTDR.txt [2025-09-26T23:07:40.239736] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:40.239771] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:40.239801] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:40.239865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:40.259123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:40.259838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:40.259928] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:40.260016] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:40.298009] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:40.298098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:40.298133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:40.298163] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:40.301420] [DEBUG] [FORECASTER] MTDR: Forecast T+1@11:T+2@11: DOWN (p=17.29%) [2025-09-26T23:07:40.301762] [INFO ] [FORECASTER] Completed predict_future for MTDR [2025-09-26T23:07:40.301916] [INFO ] [sig ] MTDR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:40.453907] [INFO ] [LOCAL ] Saved forecast: MTDR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MTDR.txt [2025-09-26T23:07:40.454115] [WARN ] [sig ] [1183/2043] Failed MTDR after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:40.454190] [INFO ] [sig ] [1184/2043] Forecasting MTG... [2025-09-26T23:07:40.454230] [INFO ] [sig ] Generating forecast for: MTG [2025-09-26T23:07:40.454263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'. [2025-09-26T23:07:40.465540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTG'. [2025-09-26T23:07:40.465980] [INFO ] [FORECASTER] Starting predict_future for MTG [2025-09-26T23:07:40.492435] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:40.493260] [DEBUG] [LOCAL ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt [2025-09-26T23:07:40.493366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:40.493420] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:40.493453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:40.493512] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:40.511624] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:40.512332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:40.512453] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:40.512504] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:40.554977] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:40.555161] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:40.555207] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:40.555237] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:40.558952] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=30.01%) [2025-09-26T23:07:40.559251] [INFO ] [FORECASTER] Completed predict_future for MTG [2025-09-26T23:07:40.559396] [INFO ] [sig ] MTG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:40.707431] [INFO ] [LOCAL ] Saved forecast: MTG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MTG.txt [2025-09-26T23:07:40.707720] [WARN ] [sig ] [1184/2043] Failed MTG after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:40.707805] [INFO ] [sig ] [1185/2043] Forecasting MTH... [2025-09-26T23:07:40.707846] [INFO ] [sig ] Generating forecast for: MTH [2025-09-26T23:07:40.707880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'. [2025-09-26T23:07:40.718521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTH'. [2025-09-26T23:07:40.718928] [INFO ] [FORECASTER] Starting predict_future for MTH [2025-09-26T23:07:40.746507] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:40.747316] [DEBUG] [LOCAL ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt [2025-09-26T23:07:40.747381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:40.747417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:40.747445] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:40.747510] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:40.768142] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:40.768876] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:40.768967] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:40.769005] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:40.809009] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:40.809095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:40.809132] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:40.809160] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:40.812455] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=50.44%) [2025-09-26T23:07:40.812774] [INFO ] [FORECASTER] Completed predict_future for MTH [2025-09-26T23:07:40.812927] [INFO ] [sig ] MTH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:40.963881] [INFO ] [LOCAL ] Saved forecast: MTH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTH.txt [2025-09-26T23:07:40.964098] [WARN ] [sig ] [1185/2043] Failed MTH after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.6m [2025-09-26T23:07:40.964174] [INFO ] [sig ] [1186/2043] Forecasting MTN... [2025-09-26T23:07:40.964214] [INFO ] [sig ] Generating forecast for: MTN [2025-09-26T23:07:40.964247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'. [2025-09-26T23:07:40.974909] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTN'. [2025-09-26T23:07:40.975184] [INFO ] [FORECASTER] Starting predict_future for MTN [2025-09-26T23:07:41.001295] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:41.002046] [DEBUG] [LOCAL ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt [2025-09-26T23:07:41.002102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:41.002135] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:41.002163] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:41.002220] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:41.021107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:41.021706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:41.021795] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:41.021830] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:41.059032] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:41.059127] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:41.059164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:41.059192] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:41.062426] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-09-26T23:07:41.062750] [INFO ] [FORECASTER] Completed predict_future for MTN [2025-09-26T23:07:41.062901] [INFO ] [sig ] MTN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:41.212922] [INFO ] [LOCAL ] Saved forecast: MTN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTN.txt [2025-09-26T23:07:41.213160] [WARN ] [sig ] [1186/2043] Failed MTN after 0.2s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:41.213239] [INFO ] [sig ] [1187/2043] Forecasting MTRN... [2025-09-26T23:07:41.213294] [INFO ] [sig ] Generating forecast for: MTRN [2025-09-26T23:07:41.213328] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'. [2025-09-26T23:07:41.223332] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTRN'. [2025-09-26T23:07:41.223623] [INFO ] [FORECASTER] Starting predict_future for MTRN [2025-09-26T23:07:41.250781] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:41.251668] [DEBUG] [LOCAL ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt [2025-09-26T23:07:41.251731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:41.251766] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:41.251795] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:41.251853] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:41.270959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:41.271537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:41.271624] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:41.271695] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:41.310376] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:41.310463] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:41.310500] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:41.310532] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:41.313790] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=89.77%) [2025-09-26T23:07:41.314072] [INFO ] [FORECASTER] Completed predict_future for MTRN [2025-09-26T23:07:41.314231] [INFO ] [sig ] MTRN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:41.466077] [INFO ] [LOCAL ] Saved forecast: MTRN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTRN.txt [2025-09-26T23:07:41.466285] [WARN ] [sig ] [1187/2043] Failed MTRN after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:41.466386] [INFO ] [sig ] [1188/2043] Forecasting MTUS... [2025-09-26T23:07:41.466427] [INFO ] [sig ] Generating forecast for: MTUS [2025-09-26T23:07:41.466461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTUS' from 'https://tdm.silogroup.org/data/derivative_storage/MTUS.csv'. [2025-09-26T23:07:41.476855] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTUS'. [2025-09-26T23:07:41.477152] [INFO ] [FORECASTER] Starting predict_future for MTUS [2025-09-26T23:07:41.503885] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:41.504637] [DEBUG] [LOCAL ] No optimal features file found for MTUS: ./output/feature-sets/MTUS.txt [2025-09-26T23:07:41.504777] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:41.504824] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:41.504855] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:41.504923] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:41.523613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:41.524217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:41.524304] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:41.524340] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:41.569048] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:41.569150] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:41.569192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:41.569225] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:41.573005] [DEBUG] [FORECASTER] MTUS: Forecast T+1@11:T+2@11: DOWN (p=10.44%) [2025-09-26T23:07:41.573330] [INFO ] [FORECASTER] Completed predict_future for MTUS [2025-09-26T23:07:41.573498] [INFO ] [sig ] MTUS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:41.725811] [INFO ] [LOCAL ] Saved forecast: MTUS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MTUS.txt [2025-09-26T23:07:41.726037] [WARN ] [sig ] [1188/2043] Failed MTUS after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:41.726125] [INFO ] [sig ] [1189/2043] Forecasting MTW... [2025-09-26T23:07:41.726196] [INFO ] [sig ] Generating forecast for: MTW [2025-09-26T23:07:41.726249] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTW' from 'https://tdm.silogroup.org/data/derivative_storage/MTW.csv'. [2025-09-26T23:07:41.736214] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTW'. [2025-09-26T23:07:41.736529] [INFO ] [FORECASTER] Starting predict_future for MTW [2025-09-26T23:07:41.762591] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:41.763364] [DEBUG] [LOCAL ] No optimal features file found for MTW: ./output/feature-sets/MTW.txt [2025-09-26T23:07:41.763420] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:41.763455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:41.763484] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:41.763542] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:41.781868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:41.782411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:41.782494] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:41.782545] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:41.824799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:41.824889] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:41.824928] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:41.824960] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:41.828704] [DEBUG] [FORECASTER] MTW: Forecast T+1@11:T+2@11: UP (p=97.30%) [2025-09-26T23:07:41.829010] [INFO ] [FORECASTER] Completed predict_future for MTW [2025-09-26T23:07:41.829157] [INFO ] [sig ] MTW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:41.978844] [INFO ] [LOCAL ] Saved forecast: MTW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTW.txt [2025-09-26T23:07:41.979058] [WARN ] [sig ] [1189/2043] Failed MTW after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:41.979146] [INFO ] [sig ] [1190/2043] Forecasting MTX... [2025-09-26T23:07:41.979218] [INFO ] [sig ] Generating forecast for: MTX [2025-09-26T23:07:41.979272] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'. [2025-09-26T23:07:41.989720] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTX'. [2025-09-26T23:07:41.990121] [INFO ] [FORECASTER] Starting predict_future for MTX [2025-09-26T23:07:42.017250] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:42.018152] [DEBUG] [LOCAL ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt [2025-09-26T23:07:42.018211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:42.018248] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:42.018336] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:42.018407] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:42.039068] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:42.040002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:42.040106] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:42.040146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:42.080598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:42.080846] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:42.080901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:42.080933] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:42.084942] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: DOWN (p=0.71%) [2025-09-26T23:07:42.085304] [INFO ] [FORECASTER] Completed predict_future for MTX [2025-09-26T23:07:42.085474] [INFO ] [sig ] MTX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:42.240602] [INFO ] [LOCAL ] Saved forecast: MTX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MTX.txt [2025-09-26T23:07:42.240899] [WARN ] [sig ] [1190/2043] Failed MTX after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:42.240982] [INFO ] [sig ] [1191/2043] Forecasting MTZ... [2025-09-26T23:07:42.241023] [INFO ] [sig ] Generating forecast for: MTZ [2025-09-26T23:07:42.241058] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'. [2025-09-26T23:07:42.251195] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MTZ'. [2025-09-26T23:07:42.251559] [INFO ] [FORECASTER] Starting predict_future for MTZ [2025-09-26T23:07:42.278932] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:42.279769] [DEBUG] [LOCAL ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt [2025-09-26T23:07:42.279834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:42.279889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:42.279921] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:42.279980] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:42.298479] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:42.299780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:42.299888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:42.299924] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:42.345291] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:42.345378] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:42.345415] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:42.345445] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:42.348771] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=98.57%) [2025-09-26T23:07:42.349052] [INFO ] [FORECASTER] Completed predict_future for MTZ [2025-09-26T23:07:42.349207] [INFO ] [sig ] MTZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:42.500446] [INFO ] [LOCAL ] Saved forecast: MTZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MTZ.txt [2025-09-26T23:07:42.500832] [WARN ] [sig ] [1191/2043] Failed MTZ after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:42.500921] [INFO ] [sig ] [1192/2043] Forecasting MUA... [2025-09-26T23:07:42.500963] [INFO ] [sig ] Generating forecast for: MUA [2025-09-26T23:07:42.500998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'. [2025-09-26T23:07:42.512275] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUA'. [2025-09-26T23:07:42.512732] [INFO ] [FORECASTER] Starting predict_future for MUA [2025-09-26T23:07:42.542046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:42.542926] [DEBUG] [LOCAL ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt [2025-09-26T23:07:42.542986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:42.543023] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:42.543053] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:42.543126] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:42.565613] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:42.566886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:42.567001] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:42.567038] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:42.607167] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:42.607384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:42.607437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:42.607468] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:42.612018] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=97.42%) [2025-09-26T23:07:42.612355] [INFO ] [FORECASTER] Completed predict_future for MUA [2025-09-26T23:07:42.612523] [INFO ] [sig ] MUA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:42.764039] [INFO ] [LOCAL ] Saved forecast: MUA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MUA.txt [2025-09-26T23:07:42.764351] [WARN ] [sig ] [1192/2043] Failed MUA after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:42.764434] [INFO ] [sig ] [1193/2043] Forecasting MUC... [2025-09-26T23:07:42.764475] [INFO ] [sig ] Generating forecast for: MUC [2025-09-26T23:07:42.764510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'. [2025-09-26T23:07:42.774729] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUC'. [2025-09-26T23:07:42.775107] [INFO ] [FORECASTER] Starting predict_future for MUC [2025-09-26T23:07:42.802466] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:42.803444] [DEBUG] [LOCAL ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt [2025-09-26T23:07:42.803521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:42.803569] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:42.803615] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:42.803733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:42.823410] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:42.824332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:42.824427] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:42.824463] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:42.863883] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:42.864089] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:42.864156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:42.864189] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:42.867937] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=9.11%) [2025-09-26T23:07:42.868632] [INFO ] [FORECASTER] Completed predict_future for MUC [2025-09-26T23:07:42.868817] [INFO ] [sig ] MUC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:43.016553] [INFO ] [LOCAL ] Saved forecast: MUC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MUC.txt [2025-09-26T23:07:43.017000] [WARN ] [sig ] [1193/2043] Failed MUC after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:43.017086] [INFO ] [sig ] [1194/2043] Forecasting MUE... [2025-09-26T23:07:43.017126] [INFO ] [sig ] Generating forecast for: MUE [2025-09-26T23:07:43.017161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'. [2025-09-26T23:07:43.026874] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUE'. [2025-09-26T23:07:43.027271] [INFO ] [FORECASTER] Starting predict_future for MUE [2025-09-26T23:07:43.054554] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:43.055494] [DEBUG] [LOCAL ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt [2025-09-26T23:07:43.055559] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:43.055596] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:43.055626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:43.055722] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:43.074392] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:43.075293] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:43.075386] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:43.075423] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:43.110360] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:43.110548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:43.110594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:43.110625] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:43.115020] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: DOWN (p=25.08%) [2025-09-26T23:07:43.115340] [INFO ] [FORECASTER] Completed predict_future for MUE [2025-09-26T23:07:43.115489] [INFO ] [sig ] MUE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:43.291241] [INFO ] [LOCAL ] Saved forecast: MUE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MUE.txt [2025-09-26T23:07:43.291545] [WARN ] [sig ] [1194/2043] Failed MUE after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:43.291627] [INFO ] [sig ] [1195/2043] Forecasting MUFG... [2025-09-26T23:07:43.291705] [INFO ] [sig ] Generating forecast for: MUFG [2025-09-26T23:07:43.291749] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'. [2025-09-26T23:07:43.301929] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUFG'. [2025-09-26T23:07:43.302396] [INFO ] [FORECASTER] Starting predict_future for MUFG [2025-09-26T23:07:43.332355] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:43.333361] [DEBUG] [LOCAL ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt [2025-09-26T23:07:43.333422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:43.333460] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:43.333488] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:43.333548] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:43.354247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:43.355221] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:43.355316] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:43.355351] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:43.390748] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:43.390946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:43.390994] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:43.391028] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:43.395373] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=75.02%) [2025-09-26T23:07:43.395828] [INFO ] [FORECASTER] Completed predict_future for MUFG [2025-09-26T23:07:43.395998] [INFO ] [sig ] MUFG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:43.592494] [INFO ] [LOCAL ] Saved forecast: MUFG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MUFG.txt [2025-09-26T23:07:43.592825] [WARN ] [sig ] [1195/2043] Failed MUFG after 0.3s | 4.03 sym/s | Total: 4.9m | ETA: 3.5m [2025-09-26T23:07:43.592948] [INFO ] [sig ] [1196/2043] Forecasting MUJ... [2025-09-26T23:07:43.592990] [INFO ] [sig ] Generating forecast for: MUJ [2025-09-26T23:07:43.593036] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'. [2025-09-26T23:07:43.607471] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUJ'. [2025-09-26T23:07:43.608014] [INFO ] [FORECASTER] Starting predict_future for MUJ [2025-09-26T23:07:43.640492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:43.642303] [DEBUG] [LOCAL ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt [2025-09-26T23:07:43.642378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:43.642417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:43.642447] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:43.642510] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:43.662040] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:43.663051] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:43.663158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:43.663194] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:43.701812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:43.702005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:43.702051] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:43.702082] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:43.706255] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=85.69%) [2025-09-26T23:07:43.706726] [INFO ] [FORECASTER] Completed predict_future for MUJ [2025-09-26T23:07:43.706908] [INFO ] [sig ] MUJ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:43.921487] [INFO ] [LOCAL ] Saved forecast: MUJ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MUJ.txt [2025-09-26T23:07:43.921855] [WARN ] [sig ] [1196/2043] Failed MUJ after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:43.921970] [INFO ] [sig ] [1197/2043] Forecasting MUR... [2025-09-26T23:07:43.922022] [INFO ] [sig ] Generating forecast for: MUR [2025-09-26T23:07:43.922064] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUR' from 'https://tdm.silogroup.org/data/derivative_storage/MUR.csv'. [2025-09-26T23:07:43.934472] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUR'. [2025-09-26T23:07:43.935049] [INFO ] [FORECASTER] Starting predict_future for MUR [2025-09-26T23:07:43.967361] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:43.968363] [DEBUG] [LOCAL ] No optimal features file found for MUR: ./output/feature-sets/MUR.txt [2025-09-26T23:07:43.968428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:43.968467] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:43.968576] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:43.968679] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:43.987532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:43.988697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:43.988832] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:43.988876] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:44.031874] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:44.032088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:44.032152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:44.032199] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:44.038254] [DEBUG] [FORECASTER] MUR: Forecast T+1@11:T+2@11: DOWN (p=13.27%) [2025-09-26T23:07:44.038795] [INFO ] [FORECASTER] Completed predict_future for MUR [2025-09-26T23:07:44.039009] [INFO ] [sig ] MUR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:44.264015] [INFO ] [LOCAL ] Saved forecast: MUR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MUR.txt [2025-09-26T23:07:44.264396] [WARN ] [sig ] [1197/2043] Failed MUR after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:44.264493] [INFO ] [sig ] [1198/2043] Forecasting MUSA... [2025-09-26T23:07:44.264542] [INFO ] [sig ] Generating forecast for: MUSA [2025-09-26T23:07:44.264583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'. [2025-09-26T23:07:44.276292] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUSA'. [2025-09-26T23:07:44.276815] [INFO ] [FORECASTER] Starting predict_future for MUSA [2025-09-26T23:07:44.305077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:44.306044] [DEBUG] [LOCAL ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt [2025-09-26T23:07:44.306105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:44.306162] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:44.306196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:44.306256] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:44.326173] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:44.327114] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:44.327217] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:44.327255] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:44.359153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:44.359341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:44.359388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:44.359421] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:44.363673] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=2.83%) [2025-09-26T23:07:44.364007] [INFO ] [FORECASTER] Completed predict_future for MUSA [2025-09-26T23:07:44.364156] [INFO ] [sig ] MUSA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:44.516013] [INFO ] [LOCAL ] Saved forecast: MUSA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MUSA.txt [2025-09-26T23:07:44.516366] [WARN ] [sig ] [1198/2043] Failed MUSA after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:44.516458] [INFO ] [sig ] [1199/2043] Forecasting MUX... [2025-09-26T23:07:44.516500] [INFO ] [sig ] Generating forecast for: MUX [2025-09-26T23:07:44.516536] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'. [2025-09-26T23:07:44.526866] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MUX'. [2025-09-26T23:07:44.527261] [INFO ] [FORECASTER] Starting predict_future for MUX [2025-09-26T23:07:44.554171] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:44.555071] [DEBUG] [LOCAL ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt [2025-09-26T23:07:44.555130] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:44.555166] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:44.555196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:44.555255] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:44.573283] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:44.574126] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:44.574219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:44.574254] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:44.627401] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:44.627601] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:44.627676] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:44.627737] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:44.632911] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=25.24%) [2025-09-26T23:07:44.633475] [INFO ] [FORECASTER] Completed predict_future for MUX [2025-09-26T23:07:44.633763] [INFO ] [sig ] MUX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:44.801581] [INFO ] [LOCAL ] Saved forecast: MUX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MUX.txt [2025-09-26T23:07:44.801859] [WARN ] [sig ] [1199/2043] Failed MUX after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:44.801945] [INFO ] [sig ] [1200/2043] Forecasting MVF... [2025-09-26T23:07:44.801988] [INFO ] [sig ] Generating forecast for: MVF [2025-09-26T23:07:44.802023] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'. [2025-09-26T23:07:44.812201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MVF'. [2025-09-26T23:07:44.812535] [INFO ] [FORECASTER] Starting predict_future for MVF [2025-09-26T23:07:44.839356] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:44.840222] [DEBUG] [LOCAL ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt [2025-09-26T23:07:44.840280] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:44.840317] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:44.840348] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:44.840410] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:44.859144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:44.859873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:44.859964] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:44.860000] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:44.904093] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:44.904279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:44.904322] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:44.904352] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:44.910139] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=85.04%) [2025-09-26T23:07:44.910462] [INFO ] [FORECASTER] Completed predict_future for MVF [2025-09-26T23:07:44.910603] [INFO ] [sig ] MVF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:45.056474] [INFO ] [LOCAL ] Saved forecast: MVF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MVF.txt [2025-09-26T23:07:45.056832] [WARN ] [sig ] [1200/2043] Failed MVF after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:45.056922] [INFO ] [sig ] [1201/2043] Forecasting MVO... [2025-09-26T23:07:45.056962] [INFO ] [sig ] Generating forecast for: MVO [2025-09-26T23:07:45.056997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'. [2025-09-26T23:07:45.066685] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MVO'. [2025-09-26T23:07:45.067055] [INFO ] [FORECASTER] Starting predict_future for MVO [2025-09-26T23:07:45.093464] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:45.094272] [DEBUG] [LOCAL ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt [2025-09-26T23:07:45.094328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:45.094363] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:45.094392] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:45.094450] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:45.112821] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:45.113588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:45.113709] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:45.113759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:45.151936] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:45.152096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:45.152141] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:45.152172] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:45.155904] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: DOWN (p=19.89%) [2025-09-26T23:07:45.156198] [INFO ] [FORECASTER] Completed predict_future for MVO [2025-09-26T23:07:45.156366] [INFO ] [sig ] MVO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:45.308162] [INFO ] [LOCAL ] Saved forecast: MVO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MVO.txt [2025-09-26T23:07:45.308399] [WARN ] [sig ] [1201/2043] Failed MVO after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:45.308479] [INFO ] [sig ] [1202/2043] Forecasting MVT... [2025-09-26T23:07:45.308520] [INFO ] [sig ] Generating forecast for: MVT [2025-09-26T23:07:45.308555] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MVT' from 'https://tdm.silogroup.org/data/derivative_storage/MVT.csv'. [2025-09-26T23:07:45.318837] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MVT'. [2025-09-26T23:07:45.319186] [INFO ] [FORECASTER] Starting predict_future for MVT [2025-09-26T23:07:45.346629] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:45.347482] [DEBUG] [LOCAL ] No optimal features file found for MVT: ./output/feature-sets/MVT.txt [2025-09-26T23:07:45.347541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:45.347578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:45.347609] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:45.347689] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:45.366451] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:45.367057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:45.367144] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:45.367179] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:45.402774] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:45.402919] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:45.402960] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:45.402990] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:45.406572] [DEBUG] [FORECASTER] MVT: Forecast T+1@11:T+2@11: UP (p=98.06%) [2025-09-26T23:07:45.406928] [INFO ] [FORECASTER] Completed predict_future for MVT [2025-09-26T23:07:45.407074] [INFO ] [sig ] MVT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:45.561483] [INFO ] [LOCAL ] Saved forecast: MVT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MVT.txt [2025-09-26T23:07:45.561760] [WARN ] [sig ] [1202/2043] Failed MVT after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:45.561845] [INFO ] [sig ] [1203/2043] Forecasting MWA... [2025-09-26T23:07:45.561886] [INFO ] [sig ] Generating forecast for: MWA [2025-09-26T23:07:45.561947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'. [2025-09-26T23:07:45.571729] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MWA'. [2025-09-26T23:07:45.572095] [INFO ] [FORECASTER] Starting predict_future for MWA [2025-09-26T23:07:45.598218] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:45.599066] [DEBUG] [LOCAL ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt [2025-09-26T23:07:45.599127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:45.599163] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:45.599192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:45.599250] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:45.617152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:45.617871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:45.617958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:45.617992] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:45.655094] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:45.655252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:45.655295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:45.655324] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:45.658872] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=6.82%) [2025-09-26T23:07:45.659162] [INFO ] [FORECASTER] Completed predict_future for MWA [2025-09-26T23:07:45.659301] [INFO ] [sig ] MWA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:45.805794] [INFO ] [LOCAL ] Saved forecast: MWA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MWA.txt [2025-09-26T23:07:45.806048] [WARN ] [sig ] [1203/2043] Failed MWA after 0.2s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:45.806127] [INFO ] [sig ] [1204/2043] Forecasting MX... [2025-09-26T23:07:45.806167] [INFO ] [sig ] Generating forecast for: MX [2025-09-26T23:07:45.806244] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'. [2025-09-26T23:07:45.819796] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MX'. [2025-09-26T23:07:45.820230] [INFO ] [FORECASTER] Starting predict_future for MX [2025-09-26T23:07:45.848683] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:45.849504] [DEBUG] [LOCAL ] No optimal features file found for MX: ./output/feature-sets/MX.txt [2025-09-26T23:07:45.849563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:45.849601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:45.849630] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:45.849732] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:45.868759] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:45.869616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:45.869763] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:45.869842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:45.910214] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:45.910414] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:45.910471] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:45.910505] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:45.914427] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=31.33%) [2025-09-26T23:07:45.914802] [INFO ] [FORECASTER] Completed predict_future for MX [2025-09-26T23:07:45.914962] [INFO ] [sig ] MX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:46.068283] [INFO ] [LOCAL ] Saved forecast: MX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MX.txt [2025-09-26T23:07:46.068539] [WARN ] [sig ] [1204/2043] Failed MX after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:46.068619] [INFO ] [sig ] [1205/2043] Forecasting MXF... [2025-09-26T23:07:46.068693] [INFO ] [sig ] Generating forecast for: MXF [2025-09-26T23:07:46.068740] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'. [2025-09-26T23:07:46.079244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MXF'. [2025-09-26T23:07:46.079613] [INFO ] [FORECASTER] Starting predict_future for MXF [2025-09-26T23:07:46.107773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:46.108635] [DEBUG] [LOCAL ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt [2025-09-26T23:07:46.108723] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:46.108782] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:46.108816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:46.108876] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:46.128354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:46.129015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:46.129159] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:46.129201] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:46.166731] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:46.166852] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:46.166892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:46.166922] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:46.170402] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=97.46%) [2025-09-26T23:07:46.170721] [INFO ] [FORECASTER] Completed predict_future for MXF [2025-09-26T23:07:46.170867] [INFO ] [sig ] MXF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:46.331469] [INFO ] [LOCAL ] Saved forecast: MXF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MXF.txt [2025-09-26T23:07:46.331806] [WARN ] [sig ] [1205/2043] Failed MXF after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:46.331900] [INFO ] [sig ] [1206/2043] Forecasting MYD... [2025-09-26T23:07:46.331956] [INFO ] [sig ] Generating forecast for: MYD [2025-09-26T23:07:46.331996] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYD' from 'https://tdm.silogroup.org/data/derivative_storage/MYD.csv'. [2025-09-26T23:07:46.343922] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYD'. [2025-09-26T23:07:46.344373] [INFO ] [FORECASTER] Starting predict_future for MYD [2025-09-26T23:07:46.372454] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:46.373272] [DEBUG] [LOCAL ] No optimal features file found for MYD: ./output/feature-sets/MYD.txt [2025-09-26T23:07:46.373330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:46.373367] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:46.373396] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:46.373460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:46.391414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:46.392203] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:46.392303] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:46.392358] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:46.419203] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:46.419359] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:46.419412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:46.419447] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:46.423107] [DEBUG] [FORECASTER] MYD: Forecast T+1@11:T+2@11: UP (p=64.61%) [2025-09-26T23:07:46.423444] [INFO ] [FORECASTER] Completed predict_future for MYD [2025-09-26T23:07:46.423617] [INFO ] [sig ] MYD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:46.575994] [INFO ] [LOCAL ] Saved forecast: MYD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MYD.txt [2025-09-26T23:07:46.576241] [WARN ] [sig ] [1206/2043] Failed MYD after 0.2s | 4.02 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:46.576320] [INFO ] [sig ] [1207/2043] Forecasting MYE... [2025-09-26T23:07:46.576406] [INFO ] [sig ] Generating forecast for: MYE [2025-09-26T23:07:46.576484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'. [2025-09-26T23:07:46.582015] [WARN ] [REMOTE ] Historical data not found for symbol 'MYE' (404). [2025-09-26T23:07:46.582255] [FATAL] [sig ] MYE: No historical data fetched. [2025-09-26T23:07:46.582364] [WARN ] [sig ] [1207/2043] Failed MYE after 0.0s | 4.03 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:46.582451] [INFO ] [sig ] [1208/2043] Forecasting MYI... [2025-09-26T23:07:46.582499] [INFO ] [sig ] Generating forecast for: MYI [2025-09-26T23:07:46.582540] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'. [2025-09-26T23:07:46.594368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYI'. [2025-09-26T23:07:46.594776] [INFO ] [FORECASTER] Starting predict_future for MYI [2025-09-26T23:07:46.631335] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:46.632422] [DEBUG] [LOCAL ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt [2025-09-26T23:07:46.632533] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:46.632586] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:46.632623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:46.632776] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:46.658961] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:46.659827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:46.659920] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:46.659980] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:46.689420] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:46.689555] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:46.689597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:46.689628] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:46.693358] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-09-26T23:07:46.693725] [INFO ] [FORECASTER] Completed predict_future for MYI [2025-09-26T23:07:46.693894] [INFO ] [sig ] MYI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:46.849141] [INFO ] [LOCAL ] Saved forecast: MYI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/MYI.txt [2025-09-26T23:07:46.849364] [WARN ] [sig ] [1208/2043] Failed MYI after 0.3s | 4.03 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:46.849441] [INFO ] [sig ] [1209/2043] Forecasting MYN... [2025-09-26T23:07:46.849482] [INFO ] [sig ] Generating forecast for: MYN [2025-09-26T23:07:46.849516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'. [2025-09-26T23:07:46.859278] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'MYN'. [2025-09-26T23:07:46.859599] [INFO ] [FORECASTER] Starting predict_future for MYN [2025-09-26T23:07:46.886181] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:46.887074] [DEBUG] [LOCAL ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt [2025-09-26T23:07:46.887136] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:46.887174] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:46.887204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:46.887265] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:46.905533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:46.906187] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:46.906276] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:46.906313] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:46.938010] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:46.938152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:46.938195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:46.938227] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:46.942251] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=18.22%) [2025-09-26T23:07:46.942562] [INFO ] [FORECASTER] Completed predict_future for MYN [2025-09-26T23:07:46.942741] [INFO ] [sig ] MYN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:47.096604] [INFO ] [LOCAL ] Saved forecast: MYN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/MYN.txt [2025-09-26T23:07:47.096871] [WARN ] [sig ] [1209/2043] Failed MYN after 0.2s | 4.03 sym/s | Total: 5.0m | ETA: 3.5m [2025-09-26T23:07:47.096953] [INFO ] [sig ] [1210/2043] Forecasting NABL... [2025-09-26T23:07:47.097000] [INFO ] [sig ] Generating forecast for: NABL [2025-09-26T23:07:47.097070] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'. [2025-09-26T23:07:47.107740] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NABL'. [2025-09-26T23:07:47.108056] [INFO ] [FORECASTER] Starting predict_future for NABL [2025-09-26T23:07:47.134751] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:47.135525] [DEBUG] [LOCAL ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt [2025-09-26T23:07:47.135583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:47.135617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:47.135676] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:47.135758] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:47.154190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:47.154789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:47.154873] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:47.154912] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:47.184938] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:47.185071] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:47.185115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:47.185148] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:47.189139] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=94.28%) [2025-09-26T23:07:47.189451] [INFO ] [FORECASTER] Completed predict_future for NABL [2025-09-26T23:07:47.189596] [INFO ] [sig ] NABL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:47.342753] [INFO ] [LOCAL ] Saved forecast: NABL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NABL.txt [2025-09-26T23:07:47.343012] [WARN ] [sig ] [1210/2043] Failed NABL after 0.2s | 4.03 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:47.343102] [INFO ] [sig ] [1211/2043] Forecasting NAC... [2025-09-26T23:07:47.343149] [INFO ] [sig ] Generating forecast for: NAC [2025-09-26T23:07:47.343221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'. [2025-09-26T23:07:47.354020] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAC'. [2025-09-26T23:07:47.354350] [INFO ] [FORECASTER] Starting predict_future for NAC [2025-09-26T23:07:47.381270] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:47.382121] [DEBUG] [LOCAL ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt [2025-09-26T23:07:47.382178] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:47.382232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:47.382263] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:47.382322] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:47.401267] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:47.402288] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:47.402383] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:47.402418] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:47.439914] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:47.440101] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:47.440154] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:47.440237] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:47.446070] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=81.51%) [2025-09-26T23:07:47.446430] [INFO ] [FORECASTER] Completed predict_future for NAC [2025-09-26T23:07:47.446591] [INFO ] [sig ] NAC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:47.597465] [INFO ] [LOCAL ] Saved forecast: NAC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NAC.txt [2025-09-26T23:07:47.597725] [WARN ] [sig ] [1211/2043] Failed NAC after 0.3s | 4.03 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:47.597810] [INFO ] [sig ] [1212/2043] Forecasting NAD... [2025-09-26T23:07:47.597859] [INFO ] [sig ] Generating forecast for: NAD [2025-09-26T23:07:47.597902] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'. [2025-09-26T23:07:47.608201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAD'. [2025-09-26T23:07:47.608503] [INFO ] [FORECASTER] Starting predict_future for NAD [2025-09-26T23:07:47.638956] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:47.639911] [DEBUG] [LOCAL ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt [2025-09-26T23:07:47.639971] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:47.640008] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:47.640038] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:47.640097] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:47.660159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:47.661069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:47.661175] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:47.661211] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:47.706111] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:47.706310] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:47.706400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:47.706442] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:47.710462] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-09-26T23:07:47.710829] [INFO ] [FORECASTER] Completed predict_future for NAD [2025-09-26T23:07:47.711003] [INFO ] [sig ] NAD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:47.871989] [INFO ] [LOCAL ] Saved forecast: NAD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NAD.txt [2025-09-26T23:07:47.872398] [WARN ] [sig ] [1212/2043] Failed NAD after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:47.872489] [INFO ] [sig ] [1213/2043] Forecasting NAN... [2025-09-26T23:07:47.872530] [INFO ] [sig ] Generating forecast for: NAN [2025-09-26T23:07:47.872566] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAN' from 'https://tdm.silogroup.org/data/derivative_storage/NAN.csv'. [2025-09-26T23:07:47.883850] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAN'. [2025-09-26T23:07:47.884241] [INFO ] [FORECASTER] Starting predict_future for NAN [2025-09-26T23:07:47.915832] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:47.916936] [DEBUG] [LOCAL ] No optimal features file found for NAN: ./output/feature-sets/NAN.txt [2025-09-26T23:07:47.916999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:47.917036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:47.917065] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:47.917128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:47.935606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:47.936858] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:47.936980] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:47.937016] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:47.980686] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:47.980950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:47.981002] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:47.981034] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:47.985316] [DEBUG] [FORECASTER] NAN: Forecast T+1@11:T+2@11: DOWN (p=24.20%) [2025-09-26T23:07:47.985676] [INFO ] [FORECASTER] Completed predict_future for NAN [2025-09-26T23:07:47.985861] [INFO ] [sig ] NAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:48.140872] [INFO ] [LOCAL ] Saved forecast: NAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NAN.txt [2025-09-26T23:07:48.141801] [WARN ] [sig ] [1213/2043] Failed NAN after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:48.141906] [INFO ] [sig ] [1214/2043] Forecasting NAT... [2025-09-26T23:07:48.141950] [INFO ] [sig ] Generating forecast for: NAT [2025-09-26T23:07:48.141990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAT' from 'https://tdm.silogroup.org/data/derivative_storage/NAT.csv'. [2025-09-26T23:07:48.153232] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAT'. [2025-09-26T23:07:48.153639] [INFO ] [FORECASTER] Starting predict_future for NAT [2025-09-26T23:07:48.181058] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:48.181893] [DEBUG] [LOCAL ] No optimal features file found for NAT: ./output/feature-sets/NAT.txt [2025-09-26T23:07:48.181951] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:48.181986] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:48.182014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:48.182074] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:48.199810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:48.200392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:48.200483] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:48.200517] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:48.238086] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:48.238280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:48.238329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:48.238362] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:48.243009] [DEBUG] [FORECASTER] NAT: Forecast T+1@11:T+2@11: UP (p=80.80%) [2025-09-26T23:07:48.243359] [INFO ] [FORECASTER] Completed predict_future for NAT [2025-09-26T23:07:48.243523] [INFO ] [sig ] NAT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:48.392264] [INFO ] [LOCAL ] Saved forecast: NAT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NAT.txt [2025-09-26T23:07:48.392576] [WARN ] [sig ] [1214/2043] Failed NAT after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:48.392683] [INFO ] [sig ] [1215/2043] Forecasting NATL... [2025-09-26T23:07:48.392736] [INFO ] [sig ] Generating forecast for: NATL [2025-09-26T23:07:48.392791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'. [2025-09-26T23:07:48.402838] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NATL'. [2025-09-26T23:07:48.403263] [INFO ] [FORECASTER] Starting predict_future for NATL [2025-09-26T23:07:48.431200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:48.431979] [DEBUG] [LOCAL ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt [2025-09-26T23:07:48.432036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:48.432073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:48.432101] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:48.432160] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:48.450703] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:48.451277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:48.451365] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:48.451400] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:48.483144] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:48.483260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:48.483302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:48.483335] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:48.487229] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=55.95%) [2025-09-26T23:07:48.487581] [INFO ] [FORECASTER] Completed predict_future for NATL [2025-09-26T23:07:48.487772] [INFO ] [sig ] NATL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:48.635268] [INFO ] [LOCAL ] Saved forecast: NATL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NATL.txt [2025-09-26T23:07:48.635857] [WARN ] [sig ] [1215/2043] Failed NATL after 0.2s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:48.635954] [INFO ] [sig ] [1216/2043] Forecasting NAZ... [2025-09-26T23:07:48.636009] [INFO ] [sig ] Generating forecast for: NAZ [2025-09-26T23:07:48.636078] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'. [2025-09-26T23:07:48.649145] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NAZ'. [2025-09-26T23:07:48.649490] [INFO ] [FORECASTER] Starting predict_future for NAZ [2025-09-26T23:07:48.681407] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:48.682334] [DEBUG] [LOCAL ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt [2025-09-26T23:07:48.682397] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:48.682433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:48.682461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:48.682520] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:48.704558] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:48.705351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:48.705446] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:48.705482] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:48.732839] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:48.732946] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:48.733000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:48.733032] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:48.736428] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=7.67%) [2025-09-26T23:07:48.736759] [INFO ] [FORECASTER] Completed predict_future for NAZ [2025-09-26T23:07:48.736901] [INFO ] [sig ] NAZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:48.892462] [INFO ] [LOCAL ] Saved forecast: NAZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NAZ.txt [2025-09-26T23:07:48.892740] [WARN ] [sig ] [1216/2043] Failed NAZ after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:48.892823] [INFO ] [sig ] [1217/2043] Forecasting NBB... [2025-09-26T23:07:48.892863] [INFO ] [sig ] Generating forecast for: NBB [2025-09-26T23:07:48.892898] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'. [2025-09-26T23:07:48.906025] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBB'. [2025-09-26T23:07:48.906432] [INFO ] [FORECASTER] Starting predict_future for NBB [2025-09-26T23:07:48.933086] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:48.933917] [DEBUG] [LOCAL ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt [2025-09-26T23:07:48.933975] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:48.934011] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:48.934041] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:48.934101] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:48.953541] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:48.954189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:48.954279] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:48.954317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:48.982029] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:48.982152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:48.982195] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:48.982224] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:48.985840] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=14.29%) [2025-09-26T23:07:48.986161] [INFO ] [FORECASTER] Completed predict_future for NBB [2025-09-26T23:07:48.986306] [INFO ] [sig ] NBB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:49.137629] [INFO ] [LOCAL ] Saved forecast: NBB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NBB.txt [2025-09-26T23:07:49.137929] [WARN ] [sig ] [1217/2043] Failed NBB after 0.2s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:49.138034] [INFO ] [sig ] [1218/2043] Forecasting NBHC... [2025-09-26T23:07:49.138085] [INFO ] [sig ] Generating forecast for: NBHC [2025-09-26T23:07:49.138122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'. [2025-09-26T23:07:49.148951] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBHC'. [2025-09-26T23:07:49.149368] [INFO ] [FORECASTER] Starting predict_future for NBHC [2025-09-26T23:07:49.175899] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:49.176756] [DEBUG] [LOCAL ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt [2025-09-26T23:07:49.176814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:49.176851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:49.176898] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:49.176959] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:49.194915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:49.195526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:49.195683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:49.195741] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:49.224950] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:49.225074] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:49.225117] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:49.225149] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:49.229001] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=56.00%) [2025-09-26T23:07:49.229333] [INFO ] [FORECASTER] Completed predict_future for NBHC [2025-09-26T23:07:49.229482] [INFO ] [sig ] NBHC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:49.388989] [INFO ] [LOCAL ] Saved forecast: NBHC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NBHC.txt [2025-09-26T23:07:49.389292] [WARN ] [sig ] [1218/2043] Failed NBHC after 0.3s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:49.389374] [INFO ] [sig ] [1219/2043] Forecasting NBR... [2025-09-26T23:07:49.389418] [INFO ] [sig ] Generating forecast for: NBR [2025-09-26T23:07:49.389490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBR' from 'https://tdm.silogroup.org/data/derivative_storage/NBR.csv'. [2025-09-26T23:07:49.400705] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBR'. [2025-09-26T23:07:49.401021] [INFO ] [FORECASTER] Starting predict_future for NBR [2025-09-26T23:07:49.428112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:49.428965] [DEBUG] [LOCAL ] No optimal features file found for NBR: ./output/feature-sets/NBR.txt [2025-09-26T23:07:49.429027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:49.429064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:49.429094] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:49.429153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:49.448252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:49.448956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:49.449049] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:49.449084] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:49.481055] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:49.481249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:49.481296] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:49.481328] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:49.485331] [DEBUG] [FORECASTER] NBR: Forecast T+1@11:T+2@11: UP (p=76.10%) [2025-09-26T23:07:49.485631] [INFO ] [FORECASTER] Completed predict_future for NBR [2025-09-26T23:07:49.485817] [INFO ] [sig ] NBR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:49.636999] [INFO ] [LOCAL ] Saved forecast: NBR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NBR.txt [2025-09-26T23:07:49.637237] [WARN ] [sig ] [1219/2043] Failed NBR after 0.2s | 4.02 sym/s | Total: 5.0m | ETA: 3.4m [2025-09-26T23:07:49.637317] [INFO ] [sig ] [1220/2043] Forecasting NBXG... [2025-09-26T23:07:49.637359] [INFO ] [sig ] Generating forecast for: NBXG [2025-09-26T23:07:49.637394] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'. [2025-09-26T23:07:49.647617] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NBXG'. [2025-09-26T23:07:49.648026] [INFO ] [FORECASTER] Starting predict_future for NBXG [2025-09-26T23:07:49.675048] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:49.675898] [DEBUG] [LOCAL ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt [2025-09-26T23:07:49.675959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:49.675995] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:49.676024] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:49.676084] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:49.694738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:49.695389] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:49.695479] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:49.695516] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:49.727055] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:49.727226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:49.727277] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:49.727317] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:49.731341] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-09-26T23:07:49.731731] [INFO ] [FORECASTER] Completed predict_future for NBXG [2025-09-26T23:07:49.731903] [INFO ] [sig ] NBXG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:49.894109] [INFO ] [LOCAL ] Saved forecast: NBXG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NBXG.txt [2025-09-26T23:07:49.894375] [WARN ] [sig ] [1220/2043] Failed NBXG after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:49.894489] [INFO ] [sig ] [1221/2043] Forecasting NC... [2025-09-26T23:07:49.894545] [INFO ] [sig ] Generating forecast for: NC [2025-09-26T23:07:49.894583] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'. [2025-09-26T23:07:49.904815] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NC'. [2025-09-26T23:07:49.905207] [INFO ] [FORECASTER] Starting predict_future for NC [2025-09-26T23:07:49.932156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:49.932951] [DEBUG] [LOCAL ] No optimal features file found for NC: ./output/feature-sets/NC.txt [2025-09-26T23:07:49.933008] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:49.933045] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:49.933074] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:49.933132] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:49.951468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:49.952075] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:49.952161] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:49.952196] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:49.983364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:49.983478] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:49.983520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:49.983578] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:49.987027] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: UP (p=98.30%) [2025-09-26T23:07:49.987309] [INFO ] [FORECASTER] Completed predict_future for NC [2025-09-26T23:07:49.987677] [INFO ] [sig ] NC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:50.144189] [INFO ] [LOCAL ] Saved forecast: NC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NC.txt [2025-09-26T23:07:50.144507] [WARN ] [sig ] [1221/2043] Failed NC after 0.2s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:50.144563] [INFO ] [sig ] [1222/2043] Forecasting NCA... [2025-09-26T23:07:50.144603] [INFO ] [sig ] Generating forecast for: NCA [2025-09-26T23:07:50.144709] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'. [2025-09-26T23:07:50.154323] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCA'. [2025-09-26T23:07:50.154698] [INFO ] [FORECASTER] Starting predict_future for NCA [2025-09-26T23:07:50.181561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:50.182407] [DEBUG] [LOCAL ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt [2025-09-26T23:07:50.182466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:50.182504] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:50.182534] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:50.182596] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:50.201289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:50.202050] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:50.202138] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:50.202174] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:50.232587] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:50.232729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:50.232781] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:50.232814] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:50.236363] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=36.64%) [2025-09-26T23:07:50.236682] [INFO ] [FORECASTER] Completed predict_future for NCA [2025-09-26T23:07:50.236835] [INFO ] [sig ] NCA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:50.395582] [INFO ] [LOCAL ] Saved forecast: NCA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NCA.txt [2025-09-26T23:07:50.395827] [WARN ] [sig ] [1222/2043] Failed NCA after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:50.395909] [INFO ] [sig ] [1223/2043] Forecasting NCDL... [2025-09-26T23:07:50.395950] [INFO ] [sig ] Generating forecast for: NCDL [2025-09-26T23:07:50.395986] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCDL' from 'https://tdm.silogroup.org/data/derivative_storage/NCDL.csv'. [2025-09-26T23:07:50.406979] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCDL'. [2025-09-26T23:07:50.407567] [INFO ] [FORECASTER] Starting predict_future for NCDL [2025-09-26T23:07:50.434948] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:50.435748] [DEBUG] [LOCAL ] No optimal features file found for NCDL: ./output/feature-sets/NCDL.txt [2025-09-26T23:07:50.435806] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:50.435842] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:50.435872] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:50.435929] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:50.454441] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:50.455059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:50.455148] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:50.455185] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:50.492135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:50.492243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:50.492300] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:50.492332] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:50.495727] [DEBUG] [FORECASTER] NCDL: Forecast T+1@11:T+2@11: DOWN (p=12.68%) [2025-09-26T23:07:50.496020] [INFO ] [FORECASTER] Completed predict_future for NCDL [2025-09-26T23:07:50.496164] [INFO ] [sig ] NCDL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:50.642771] [INFO ] [LOCAL ] Saved forecast: NCDL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NCDL.txt [2025-09-26T23:07:50.643033] [WARN ] [sig ] [1223/2043] Failed NCDL after 0.2s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:50.643115] [INFO ] [sig ] [1224/2043] Forecasting NCLH... [2025-09-26T23:07:50.643154] [INFO ] [sig ] Generating forecast for: NCLH [2025-09-26T23:07:50.643188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'. [2025-09-26T23:07:50.654441] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCLH'. [2025-09-26T23:07:50.654854] [INFO ] [FORECASTER] Starting predict_future for NCLH [2025-09-26T23:07:50.682513] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:50.683309] [DEBUG] [LOCAL ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt [2025-09-26T23:07:50.683370] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:50.683407] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:50.683436] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:50.683495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:50.702238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:50.702855] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:50.702943] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:50.702979] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:50.737230] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:50.737331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:50.737368] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:50.737399] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:50.740711] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: DOWN (p=31.44%) [2025-09-26T23:07:50.740985] [INFO ] [FORECASTER] Completed predict_future for NCLH [2025-09-26T23:07:50.741123] [INFO ] [sig ] NCLH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:50.894142] [INFO ] [LOCAL ] Saved forecast: NCLH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NCLH.txt [2025-09-26T23:07:50.894466] [WARN ] [sig ] [1224/2043] Failed NCLH after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:50.894560] [INFO ] [sig ] [1225/2043] Forecasting NCV... [2025-09-26T23:07:50.894603] [INFO ] [sig ] Generating forecast for: NCV [2025-09-26T23:07:50.894685] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCV' from 'https://tdm.silogroup.org/data/derivative_storage/NCV.csv'. [2025-09-26T23:07:50.905266] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCV'. [2025-09-26T23:07:50.905595] [INFO ] [FORECASTER] Starting predict_future for NCV [2025-09-26T23:07:50.933839] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:50.934732] [DEBUG] [LOCAL ] No optimal features file found for NCV: ./output/feature-sets/NCV.txt [2025-09-26T23:07:50.934792] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:50.934880] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:50.934935] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:50.935000] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:50.955152] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:50.955834] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:50.955926] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:50.955962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:50.990807] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:50.991006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:50.991073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:50.991108] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:50.995236] [DEBUG] [FORECASTER] NCV: Forecast T+1@11:T+2@11: UP (p=73.04%) [2025-09-26T23:07:50.995577] [INFO ] [FORECASTER] Completed predict_future for NCV [2025-09-26T23:07:50.995763] [INFO ] [sig ] NCV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:51.155274] [INFO ] [LOCAL ] Saved forecast: NCV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NCV.txt [2025-09-26T23:07:51.155533] [WARN ] [sig ] [1225/2043] Failed NCV after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:51.155626] [INFO ] [sig ] [1226/2043] Forecasting NCZ... [2025-09-26T23:07:51.155708] [INFO ] [sig ] Generating forecast for: NCZ [2025-09-26T23:07:51.155755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'. [2025-09-26T23:07:51.166121] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NCZ'. [2025-09-26T23:07:51.166574] [INFO ] [FORECASTER] Starting predict_future for NCZ [2025-09-26T23:07:51.194795] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:51.195639] [DEBUG] [LOCAL ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt [2025-09-26T23:07:51.195726] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:51.195764] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:51.195794] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:51.195854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:51.216854] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:51.217532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:51.217620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:51.217688] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:51.253230] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:51.253370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:51.253413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:51.253443] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:51.257094] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=8.25%) [2025-09-26T23:07:51.257377] [INFO ] [FORECASTER] Completed predict_future for NCZ [2025-09-26T23:07:51.257518] [INFO ] [sig ] NCZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:51.415503] [INFO ] [LOCAL ] Saved forecast: NCZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NCZ.txt [2025-09-26T23:07:51.415805] [WARN ] [sig ] [1226/2043] Failed NCZ after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:51.415895] [INFO ] [sig ] [1227/2043] Forecasting NDMO... [2025-09-26T23:07:51.415937] [INFO ] [sig ] Generating forecast for: NDMO [2025-09-26T23:07:51.415972] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'. [2025-09-26T23:07:51.425880] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NDMO'. [2025-09-26T23:07:51.426313] [INFO ] [FORECASTER] Starting predict_future for NDMO [2025-09-26T23:07:51.453614] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:51.454507] [DEBUG] [LOCAL ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt [2025-09-26T23:07:51.454569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:51.454606] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:51.454637] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:51.454746] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:51.473377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:51.474247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:51.474342] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:51.474377] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:51.511259] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:51.511448] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:51.511493] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:51.511523] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:51.515948] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=89.33%) [2025-09-26T23:07:51.516471] [INFO ] [FORECASTER] Completed predict_future for NDMO [2025-09-26T23:07:51.516685] [INFO ] [sig ] NDMO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:51.677757] [INFO ] [LOCAL ] Saved forecast: NDMO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NDMO.txt [2025-09-26T23:07:51.678034] [WARN ] [sig ] [1227/2043] Failed NDMO after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:51.678117] [INFO ] [sig ] [1228/2043] Forecasting NE... [2025-09-26T23:07:51.678158] [INFO ] [sig ] Generating forecast for: NE [2025-09-26T23:07:51.678192] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'. [2025-09-26T23:07:51.688839] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NE'. [2025-09-26T23:07:51.689293] [INFO ] [FORECASTER] Starting predict_future for NE [2025-09-26T23:07:51.716942] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:51.717900] [DEBUG] [LOCAL ] No optimal features file found for NE: ./output/feature-sets/NE.txt [2025-09-26T23:07:51.717961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:51.717996] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:51.718024] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:51.718083] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:51.736584] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:51.737541] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:51.737639] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:51.737720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:51.774315] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:51.774495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:51.774540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:51.774570] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:51.780101] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=11.09%) [2025-09-26T23:07:51.780478] [INFO ] [FORECASTER] Completed predict_future for NE [2025-09-26T23:07:51.780631] [INFO ] [sig ] NE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:51.935164] [INFO ] [LOCAL ] Saved forecast: NE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NE.txt [2025-09-26T23:07:51.935435] [WARN ] [sig ] [1228/2043] Failed NE after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:51.935522] [INFO ] [sig ] [1229/2043] Forecasting NEA... [2025-09-26T23:07:51.935561] [INFO ] [sig ] Generating forecast for: NEA [2025-09-26T23:07:51.935596] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'. [2025-09-26T23:07:51.946354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEA'. [2025-09-26T23:07:51.946842] [INFO ] [FORECASTER] Starting predict_future for NEA [2025-09-26T23:07:51.974992] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:51.975890] [DEBUG] [LOCAL ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt [2025-09-26T23:07:51.975949] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:51.975984] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:51.976015] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:51.976075] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:51.994471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:51.995323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:51.995415] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:51.995451] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:52.027213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:52.027319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:52.027357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:52.027386] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:52.030791] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=47.19%) [2025-09-26T23:07:52.031092] [INFO ] [FORECASTER] Completed predict_future for NEA [2025-09-26T23:07:52.031227] [INFO ] [sig ] NEA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:52.191882] [INFO ] [LOCAL ] Saved forecast: NEA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NEA.txt [2025-09-26T23:07:52.192179] [WARN ] [sig ] [1229/2043] Failed NEA after 0.3s | 4.02 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:52.192262] [INFO ] [sig ] [1230/2043] Forecasting NEE... [2025-09-26T23:07:52.192303] [INFO ] [sig ] Generating forecast for: NEE [2025-09-26T23:07:52.192338] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'. [2025-09-26T23:07:52.198127] [WARN ] [REMOTE ] Historical data not found for symbol 'NEE' (404). [2025-09-26T23:07:52.198407] [FATAL] [sig ] NEE: No historical data fetched. [2025-09-26T23:07:52.198517] [WARN ] [sig ] [1230/2043] Failed NEE after 0.0s | 4.03 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:52.198609] [INFO ] [sig ] [1231/2043] Forecasting NEM... [2025-09-26T23:07:52.198715] [INFO ] [sig ] Generating forecast for: NEM [2025-09-26T23:07:52.198781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'. [2025-09-26T23:07:52.203556] [WARN ] [REMOTE ] Historical data not found for symbol 'NEM' (404). [2025-09-26T23:07:52.203845] [FATAL] [sig ] NEM: No historical data fetched. [2025-09-26T23:07:52.203947] [WARN ] [sig ] [1231/2043] Failed NEM after 0.0s | 4.03 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:52.204053] [INFO ] [sig ] [1232/2043] Forecasting NET... [2025-09-26T23:07:52.204129] [INFO ] [sig ] Generating forecast for: NET [2025-09-26T23:07:52.204189] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NET' from 'https://tdm.silogroup.org/data/derivative_storage/NET.csv'. [2025-09-26T23:07:52.214416] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NET'. [2025-09-26T23:07:52.214805] [INFO ] [FORECASTER] Starting predict_future for NET [2025-09-26T23:07:52.242671] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:52.243473] [DEBUG] [LOCAL ] No optimal features file found for NET: ./output/feature-sets/NET.txt [2025-09-26T23:07:52.243532] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:52.243572] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:52.243612] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:52.243699] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:52.262818] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:52.263486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:52.263578] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:52.263614] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:52.293904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:52.294012] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:52.294052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:52.294082] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:52.297757] [DEBUG] [FORECASTER] NET: Forecast T+1@11:T+2@11: DOWN (p=29.24%) [2025-09-26T23:07:52.298050] [INFO ] [FORECASTER] Completed predict_future for NET [2025-09-26T23:07:52.298193] [INFO ] [sig ] NET: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:52.448525] [INFO ] [LOCAL ] Saved forecast: NET 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NET.txt [2025-09-26T23:07:52.448766] [WARN ] [sig ] [1232/2043] Failed NET after 0.2s | 4.03 sym/s | Total: 5.1m | ETA: 3.4m [2025-09-26T23:07:52.448847] [INFO ] [sig ] [1233/2043] Forecasting NEU... [2025-09-26T23:07:52.448887] [INFO ] [sig ] Generating forecast for: NEU [2025-09-26T23:07:52.448921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEU' from 'https://tdm.silogroup.org/data/derivative_storage/NEU.csv'. [2025-09-26T23:07:52.459705] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEU'. [2025-09-26T23:07:52.460118] [INFO ] [FORECASTER] Starting predict_future for NEU [2025-09-26T23:07:52.488616] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:52.489529] [DEBUG] [LOCAL ] No optimal features file found for NEU: ./output/feature-sets/NEU.txt [2025-09-26T23:07:52.489589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:52.489627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:52.489695] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:52.489769] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:52.508522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:52.509191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:52.509284] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:52.509320] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:52.549944] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:52.550086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:52.550128] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:52.550161] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:52.553815] [DEBUG] [FORECASTER] NEU: Forecast T+1@11:T+2@11: UP (p=95.61%) [2025-09-26T23:07:52.554102] [INFO ] [FORECASTER] Completed predict_future for NEU [2025-09-26T23:07:52.554295] [INFO ] [sig ] NEU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:52.707717] [INFO ] [LOCAL ] Saved forecast: NEU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NEU.txt [2025-09-26T23:07:52.707992] [WARN ] [sig ] [1233/2043] Failed NEU after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:52.708074] [INFO ] [sig ] [1234/2043] Forecasting NEUE... [2025-09-26T23:07:52.708115] [INFO ] [sig ] Generating forecast for: NEUE [2025-09-26T23:07:52.708149] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEUE' from 'https://tdm.silogroup.org/data/derivative_storage/NEUE.csv'. [2025-09-26T23:07:52.717962] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NEUE'. [2025-09-26T23:07:52.718294] [INFO ] [FORECASTER] Starting predict_future for NEUE [2025-09-26T23:07:52.745576] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:52.746479] [DEBUG] [LOCAL ] No optimal features file found for NEUE: ./output/feature-sets/NEUE.txt [2025-09-26T23:07:52.746538] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:52.746574] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:52.746603] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:52.746684] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:52.766206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:52.766953] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:52.767043] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:52.767080] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:52.805700] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:52.805866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:52.805915] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:52.805946] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:52.809850] [DEBUG] [FORECASTER] NEUE: Forecast T+1@11:T+2@11: DOWN (p=11.78%) [2025-09-26T23:07:52.810184] [INFO ] [FORECASTER] Completed predict_future for NEUE [2025-09-26T23:07:52.810341] [INFO ] [sig ] NEUE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:52.959613] [INFO ] [LOCAL ] Saved forecast: NEUE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NEUE.txt [2025-09-26T23:07:52.959888] [WARN ] [sig ] [1234/2043] Failed NEUE after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:52.959970] [INFO ] [sig ] [1235/2043] Forecasting NEXA... [2025-09-26T23:07:52.960010] [INFO ] [sig ] Generating forecast for: NEXA [2025-09-26T23:07:52.960045] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'. [2025-09-26T23:07:52.969190] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'NEXA'. [2025-09-26T23:07:52.969500] [INFO ] [FORECASTER] Starting predict_future for NEXA [2025-09-26T23:07:52.996064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:52.996956] [DEBUG] [LOCAL ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt [2025-09-26T23:07:52.997016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:52.997052] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:52.997080] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:52.997137] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:53.019158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:53.020122] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:53.020219] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:53.020257] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:53.055258] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:53.055385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:53.055440] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:53.055471] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:53.059099] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=80.11%) [2025-09-26T23:07:53.059393] [INFO ] [FORECASTER] Completed predict_future for NEXA [2025-09-26T23:07:53.059536] [INFO ] [sig ] NEXA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:53.215126] [INFO ] [LOCAL ] Saved forecast: NEXA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NEXA.txt [2025-09-26T23:07:53.215576] [WARN ] [sig ] [1235/2043] Failed NEXA after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:53.215691] [INFO ] [sig ] [1236/2043] Forecasting NFG... [2025-09-26T23:07:53.215740] [INFO ] [sig ] Generating forecast for: NFG [2025-09-26T23:07:53.215777] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'. [2025-09-26T23:07:53.226904] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NFG'. [2025-09-26T23:07:53.227220] [INFO ] [FORECASTER] Starting predict_future for NFG [2025-09-26T23:07:53.254167] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:53.254975] [DEBUG] [LOCAL ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt [2025-09-26T23:07:53.255033] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:53.255068] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:53.255098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:53.255157] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:53.273802] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:53.274398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:53.274486] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:53.274521] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:53.310931] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:53.311103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:53.311152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:53.311185] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:53.315189] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=46.04%) [2025-09-26T23:07:53.315560] [INFO ] [FORECASTER] Completed predict_future for NFG [2025-09-26T23:07:53.315745] [INFO ] [sig ] NFG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:53.481143] [INFO ] [LOCAL ] Saved forecast: NFG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NFG.txt [2025-09-26T23:07:53.481374] [WARN ] [sig ] [1236/2043] Failed NFG after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:53.481455] [INFO ] [sig ] [1237/2043] Forecasting NFJ... [2025-09-26T23:07:53.481496] [INFO ] [sig ] Generating forecast for: NFJ [2025-09-26T23:07:53.481532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'. [2025-09-26T23:07:53.492064] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NFJ'. [2025-09-26T23:07:53.492422] [INFO ] [FORECASTER] Starting predict_future for NFJ [2025-09-26T23:07:53.518987] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:53.519827] [DEBUG] [LOCAL ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt [2025-09-26T23:07:53.519925] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:53.519979] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:53.520083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:53.520193] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:53.541387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:53.542112] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:53.542213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:53.542252] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:53.574035] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:53.574147] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:53.574188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:53.574222] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:53.578082] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: DOWN (p=6.95%) [2025-09-26T23:07:53.578392] [INFO ] [FORECASTER] Completed predict_future for NFJ [2025-09-26T23:07:53.578535] [INFO ] [sig ] NFJ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:53.734880] [INFO ] [LOCAL ] Saved forecast: NFJ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NFJ.txt [2025-09-26T23:07:53.735188] [WARN ] [sig ] [1237/2043] Failed NFJ after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:53.735309] [INFO ] [sig ] [1238/2043] Forecasting NGG... [2025-09-26T23:07:53.735365] [INFO ] [sig ] Generating forecast for: NGG [2025-09-26T23:07:53.735408] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'. [2025-09-26T23:07:53.745579] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGG'. [2025-09-26T23:07:53.745946] [INFO ] [FORECASTER] Starting predict_future for NGG [2025-09-26T23:07:53.773292] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:53.774086] [DEBUG] [LOCAL ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt [2025-09-26T23:07:53.774144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:53.774182] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:53.774212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:53.774272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:53.793936] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:53.794749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:53.794842] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:53.794882] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:53.827740] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:53.827849] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:53.827891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:53.827952] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:53.831765] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: DOWN (p=30.18%) [2025-09-26T23:07:53.832089] [INFO ] [FORECASTER] Completed predict_future for NGG [2025-09-26T23:07:53.832240] [INFO ] [sig ] NGG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:53.984125] [INFO ] [LOCAL ] Saved forecast: NGG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NGG.txt [2025-09-26T23:07:53.984390] [WARN ] [sig ] [1238/2043] Failed NGG after 0.2s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:53.984473] [INFO ] [sig ] [1239/2043] Forecasting NGL... [2025-09-26T23:07:53.984513] [INFO ] [sig ] Generating forecast for: NGL [2025-09-26T23:07:53.984548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'. [2025-09-26T23:07:53.998111] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGL'. [2025-09-26T23:07:53.998638] [INFO ] [FORECASTER] Starting predict_future for NGL [2025-09-26T23:07:54.034786] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:54.035675] [DEBUG] [LOCAL ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt [2025-09-26T23:07:54.035739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:54.035777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:54.035806] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:54.035872] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:54.054252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:54.054862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:54.054949] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:54.054984] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:54.088806] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:54.088930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:54.089009] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:54.089085] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:54.092661] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=86.88%) [2025-09-26T23:07:54.092959] [INFO ] [FORECASTER] Completed predict_future for NGL [2025-09-26T23:07:54.093143] [INFO ] [sig ] NGL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:54.246078] [INFO ] [LOCAL ] Saved forecast: NGL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NGL.txt [2025-09-26T23:07:54.246352] [WARN ] [sig ] [1239/2043] Failed NGL after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:54.246436] [INFO ] [sig ] [1240/2043] Forecasting NGS... [2025-09-26T23:07:54.246478] [INFO ] [sig ] Generating forecast for: NGS [2025-09-26T23:07:54.246515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'. [2025-09-26T23:07:54.257314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGS'. [2025-09-26T23:07:54.257724] [INFO ] [FORECASTER] Starting predict_future for NGS [2025-09-26T23:07:54.284906] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:54.285738] [DEBUG] [LOCAL ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt [2025-09-26T23:07:54.285798] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:54.285834] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:54.285864] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:54.285924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:54.304426] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:54.305069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:54.305158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:54.305194] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:54.340440] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:54.340548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:54.340588] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:54.341140] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:54.345563] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=6.52%) [2025-09-26T23:07:54.345889] [INFO ] [FORECASTER] Completed predict_future for NGS [2025-09-26T23:07:54.346062] [INFO ] [sig ] NGS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:54.503896] [INFO ] [LOCAL ] Saved forecast: NGS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NGS.txt [2025-09-26T23:07:54.504232] [WARN ] [sig ] [1240/2043] Failed NGS after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:54.504320] [INFO ] [sig ] [1241/2043] Forecasting NGVC... [2025-09-26T23:07:54.504361] [INFO ] [sig ] Generating forecast for: NGVC [2025-09-26T23:07:54.504397] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'. [2025-09-26T23:07:54.515762] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGVC'. [2025-09-26T23:07:54.516267] [INFO ] [FORECASTER] Starting predict_future for NGVC [2025-09-26T23:07:54.545315] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:54.546208] [DEBUG] [LOCAL ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt [2025-09-26T23:07:54.546274] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:54.546310] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:54.546377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:54.546451] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:54.565779] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:54.566706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:54.566804] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:54.566839] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:54.604215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:54.604381] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:54.604426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:54.604456] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:54.608231] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: DOWN (p=49.09%) [2025-09-26T23:07:54.608529] [INFO ] [FORECASTER] Completed predict_future for NGVC [2025-09-26T23:07:54.608712] [INFO ] [sig ] NGVC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:54.766903] [INFO ] [LOCAL ] Saved forecast: NGVC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NGVC.txt [2025-09-26T23:07:54.767176] [WARN ] [sig ] [1241/2043] Failed NGVC after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:54.767257] [INFO ] [sig ] [1242/2043] Forecasting NGVT... [2025-09-26T23:07:54.767297] [INFO ] [sig ] Generating forecast for: NGVT [2025-09-26T23:07:54.767331] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NGVT' from 'https://tdm.silogroup.org/data/derivative_storage/NGVT.csv'. [2025-09-26T23:07:54.777499] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NGVT'. [2025-09-26T23:07:54.777919] [INFO ] [FORECASTER] Starting predict_future for NGVT [2025-09-26T23:07:54.804318] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:54.805171] [DEBUG] [LOCAL ] No optimal features file found for NGVT: ./output/feature-sets/NGVT.txt [2025-09-26T23:07:54.805228] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:54.805264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:54.805293] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:54.805354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:54.825164] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:54.826063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:54.826159] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:54.826196] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:54.865083] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:54.865267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:54.865329] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:54.865363] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:54.869511] [DEBUG] [FORECASTER] NGVT: Forecast T+1@11:T+2@11: DOWN (p=26.85%) [2025-09-26T23:07:54.869883] [INFO ] [FORECASTER] Completed predict_future for NGVT [2025-09-26T23:07:54.870045] [INFO ] [sig ] NGVT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:55.029004] [INFO ] [LOCAL ] Saved forecast: NGVT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NGVT.txt [2025-09-26T23:07:55.029265] [WARN ] [sig ] [1242/2043] Failed NGVT after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:55.029349] [INFO ] [sig ] [1243/2043] Forecasting NHI... [2025-09-26T23:07:55.029391] [INFO ] [sig ] Generating forecast for: NHI [2025-09-26T23:07:55.029427] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'. [2025-09-26T23:07:55.039508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NHI'. [2025-09-26T23:07:55.039862] [INFO ] [FORECASTER] Starting predict_future for NHI [2025-09-26T23:07:55.067178] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:55.068008] [DEBUG] [LOCAL ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt [2025-09-26T23:07:55.068065] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:55.068102] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:55.068133] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:55.068193] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:55.087493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:55.088148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:55.088235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:55.088271] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:55.124968] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:55.125124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:55.125179] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:55.125212] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:55.128961] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=91.76%) [2025-09-26T23:07:55.129279] [INFO ] [FORECASTER] Completed predict_future for NHI [2025-09-26T23:07:55.129437] [INFO ] [sig ] NHI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:55.290364] [INFO ] [LOCAL ] Saved forecast: NHI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NHI.txt [2025-09-26T23:07:55.290672] [WARN ] [sig ] [1243/2043] Failed NHI after 0.3s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:55.290760] [INFO ] [sig ] [1244/2043] Forecasting NIC... [2025-09-26T23:07:55.290801] [INFO ] [sig ] Generating forecast for: NIC [2025-09-26T23:07:55.290838] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'. [2025-09-26T23:07:55.302310] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIC'. [2025-09-26T23:07:55.302774] [INFO ] [FORECASTER] Starting predict_future for NIC [2025-09-26T23:07:55.330157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:55.330993] [DEBUG] [LOCAL ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt [2025-09-26T23:07:55.331050] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:55.331086] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:55.331134] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:55.331196] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:55.349174] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:55.349806] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:55.349897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:55.349931] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:55.384137] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:55.384250] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:55.384288] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:55.384318] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:55.388966] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=7.73%) [2025-09-26T23:07:55.389481] [INFO ] [FORECASTER] Completed predict_future for NIC [2025-09-26T23:07:55.389681] [INFO ] [sig ] NIC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:55.535033] [INFO ] [LOCAL ] Saved forecast: NIC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NIC.txt [2025-09-26T23:07:55.535294] [WARN ] [sig ] [1244/2043] Failed NIC after 0.2s | 4.03 sym/s | Total: 5.1m | ETA: 3.3m [2025-09-26T23:07:55.535371] [INFO ] [sig ] [1245/2043] Forecasting NIE... [2025-09-26T23:07:55.535410] [INFO ] [sig ] Generating forecast for: NIE [2025-09-26T23:07:55.535443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'. [2025-09-26T23:07:55.546940] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIE'. [2025-09-26T23:07:55.547330] [INFO ] [FORECASTER] Starting predict_future for NIE [2025-09-26T23:07:55.574377] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:55.575271] [DEBUG] [LOCAL ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt [2025-09-26T23:07:55.575333] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:55.575371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:55.575401] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:55.575460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:55.594360] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:55.595130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:55.595224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:55.595260] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:55.633953] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:55.634092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:55.634133] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:55.634163] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:55.637860] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-09-26T23:07:55.638160] [INFO ] [FORECASTER] Completed predict_future for NIE [2025-09-26T23:07:55.638312] [INFO ] [sig ] NIE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:55.794250] [INFO ] [LOCAL ] Saved forecast: NIE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NIE.txt [2025-09-26T23:07:55.794521] [WARN ] [sig ] [1245/2043] Failed NIE after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:55.794604] [INFO ] [sig ] [1246/2043] Forecasting NIM... [2025-09-26T23:07:55.794676] [INFO ] [sig ] Generating forecast for: NIM [2025-09-26T23:07:55.794735] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'. [2025-09-26T23:07:55.804425] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIM'. [2025-09-26T23:07:55.804780] [INFO ] [FORECASTER] Starting predict_future for NIM [2025-09-26T23:07:55.832369] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:55.833270] [DEBUG] [LOCAL ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt [2025-09-26T23:07:55.833330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:55.833366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:55.833397] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:55.833459] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:55.852864] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:55.853522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:55.853616] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:55.853687] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:55.890016] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:55.890157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:55.890200] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:55.890231] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:55.893965] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=94.99%) [2025-09-26T23:07:55.894267] [INFO ] [FORECASTER] Completed predict_future for NIM [2025-09-26T23:07:55.894417] [INFO ] [sig ] NIM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:56.052810] [INFO ] [LOCAL ] Saved forecast: NIM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NIM.txt [2025-09-26T23:07:56.053104] [WARN ] [sig ] [1246/2043] Failed NIM after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:56.053187] [INFO ] [sig ] [1247/2043] Forecasting NINE... [2025-09-26T23:07:56.053229] [INFO ] [sig ] Generating forecast for: NINE [2025-09-26T23:07:56.053264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NINE' from 'https://tdm.silogroup.org/data/derivative_storage/NINE.csv'. [2025-09-26T23:07:56.063990] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NINE'. [2025-09-26T23:07:56.064387] [INFO ] [FORECASTER] Starting predict_future for NINE [2025-09-26T23:07:56.091042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:56.091848] [DEBUG] [LOCAL ] No optimal features file found for NINE: ./output/feature-sets/NINE.txt [2025-09-26T23:07:56.091905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:56.091940] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:56.091969] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:56.092028] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:56.110262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:56.111012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:56.111102] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:56.111194] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:56.149856] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:56.150025] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:56.150069] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:56.150099] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:56.153791] [DEBUG] [FORECASTER] NINE: Forecast T+1@11:T+2@11: UP (p=93.34%) [2025-09-26T23:07:56.154082] [INFO ] [FORECASTER] Completed predict_future for NINE [2025-09-26T23:07:56.154232] [INFO ] [sig ] NINE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:56.310381] [INFO ] [LOCAL ] Saved forecast: NINE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NINE.txt [2025-09-26T23:07:56.310743] [WARN ] [sig ] [1247/2043] Failed NINE after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:56.310845] [INFO ] [sig ] [1248/2043] Forecasting NIO... [2025-09-26T23:07:56.310886] [INFO ] [sig ] Generating forecast for: NIO [2025-09-26T23:07:56.310932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'. [2025-09-26T23:07:56.322284] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NIO'. [2025-09-26T23:07:56.322724] [INFO ] [FORECASTER] Starting predict_future for NIO [2025-09-26T23:07:56.350466] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:56.351296] [DEBUG] [LOCAL ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt [2025-09-26T23:07:56.351357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:56.351393] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:56.351422] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:56.351480] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:56.369980] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:56.370695] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:56.370794] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:56.370848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:56.409291] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:56.409490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:56.409544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:56.409575] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:56.413374] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=27.29%) [2025-09-26T23:07:56.413755] [INFO ] [FORECASTER] Completed predict_future for NIO [2025-09-26T23:07:56.413905] [INFO ] [sig ] NIO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:56.566320] [INFO ] [LOCAL ] Saved forecast: NIO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NIO.txt [2025-09-26T23:07:56.566685] [WARN ] [sig ] [1248/2043] Failed NIO after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:56.566771] [INFO ] [sig ] [1249/2043] Forecasting NJR... [2025-09-26T23:07:56.566812] [INFO ] [sig ] Generating forecast for: NJR [2025-09-26T23:07:56.566848] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NJR' from 'https://tdm.silogroup.org/data/derivative_storage/NJR.csv'. [2025-09-26T23:07:56.577672] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NJR'. [2025-09-26T23:07:56.578045] [INFO ] [FORECASTER] Starting predict_future for NJR [2025-09-26T23:07:56.605314] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:56.606108] [DEBUG] [LOCAL ] No optimal features file found for NJR: ./output/feature-sets/NJR.txt [2025-09-26T23:07:56.606169] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:56.606204] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:56.606232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:56.606289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:56.624923] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:56.625523] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:56.625619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:56.625693] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:56.663797] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:56.663942] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:56.664004] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:56.664036] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:56.667758] [DEBUG] [FORECASTER] NJR: Forecast T+1@11:T+2@11: DOWN (p=33.07%) [2025-09-26T23:07:56.668049] [INFO ] [FORECASTER] Completed predict_future for NJR [2025-09-26T23:07:56.668189] [INFO ] [sig ] NJR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:56.817830] [INFO ] [LOCAL ] Saved forecast: NJR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NJR.txt [2025-09-26T23:07:56.818064] [WARN ] [sig ] [1249/2043] Failed NJR after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:56.818147] [INFO ] [sig ] [1250/2043] Forecasting NKX... [2025-09-26T23:07:56.818193] [INFO ] [sig ] Generating forecast for: NKX [2025-09-26T23:07:56.818240] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'. [2025-09-26T23:07:56.829867] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NKX'. [2025-09-26T23:07:56.830169] [INFO ] [FORECASTER] Starting predict_future for NKX [2025-09-26T23:07:56.857092] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:56.857910] [DEBUG] [LOCAL ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt [2025-09-26T23:07:56.857966] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:56.858000] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:56.858029] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:56.858086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:56.875884] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:56.876466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:56.876553] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:56.876596] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:56.912559] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:56.912639] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:56.912720] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:56.912757] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:56.916061] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: UP (p=62.60%) [2025-09-26T23:07:56.916402] [INFO ] [FORECASTER] Completed predict_future for NKX [2025-09-26T23:07:56.916551] [INFO ] [sig ] NKX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:57.070208] [INFO ] [LOCAL ] Saved forecast: NKX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NKX.txt [2025-09-26T23:07:57.070468] [WARN ] [sig ] [1250/2043] Failed NKX after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:57.070549] [INFO ] [sig ] [1251/2043] Forecasting NLOP... [2025-09-26T23:07:57.070606] [INFO ] [sig ] Generating forecast for: NLOP [2025-09-26T23:07:57.070664] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'. [2025-09-26T23:07:57.080883] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NLOP'. [2025-09-26T23:07:57.081169] [INFO ] [FORECASTER] Starting predict_future for NLOP [2025-09-26T23:07:57.108697] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:57.109446] [DEBUG] [LOCAL ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt [2025-09-26T23:07:57.109504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:57.109538] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:57.109565] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:57.109661] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:57.128272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:57.128859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:57.128943] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:57.128981] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:57.165143] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:57.165241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:57.165279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:57.165308] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:57.172778] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=13.57%) [2025-09-26T23:07:57.173261] [INFO ] [FORECASTER] Completed predict_future for NLOP [2025-09-26T23:07:57.173437] [INFO ] [sig ] NLOP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:57.324905] [INFO ] [LOCAL ] Saved forecast: NLOP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NLOP.txt [2025-09-26T23:07:57.325126] [WARN ] [sig ] [1251/2043] Failed NLOP after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:57.325201] [INFO ] [sig ] [1252/2043] Forecasting NLY... [2025-09-26T23:07:57.325240] [INFO ] [sig ] Generating forecast for: NLY [2025-09-26T23:07:57.325274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'. [2025-09-26T23:07:57.336238] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NLY'. [2025-09-26T23:07:57.336885] [INFO ] [FORECASTER] Starting predict_future for NLY [2025-09-26T23:07:57.364154] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:57.364968] [DEBUG] [LOCAL ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt [2025-09-26T23:07:57.365025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:57.365060] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:57.365088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:57.365148] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:57.383889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:57.384853] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:57.384959] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:57.384994] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:57.427939] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:57.428123] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:57.428170] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:57.428203] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:57.432596] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: DOWN (p=20.38%) [2025-09-26T23:07:57.432953] [INFO ] [FORECASTER] Completed predict_future for NLY [2025-09-26T23:07:57.433114] [INFO ] [sig ] NLY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:57.583003] [INFO ] [LOCAL ] Saved forecast: NLY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NLY.txt [2025-09-26T23:07:57.583219] [WARN ] [sig ] [1252/2043] Failed NLY after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:57.583320] [INFO ] [sig ] [1253/2043] Forecasting NMAI... [2025-09-26T23:07:57.583361] [INFO ] [sig ] Generating forecast for: NMAI [2025-09-26T23:07:57.583398] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'. [2025-09-26T23:07:57.595014] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMAI'. [2025-09-26T23:07:57.595413] [INFO ] [FORECASTER] Starting predict_future for NMAI [2025-09-26T23:07:57.623737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:57.624549] [DEBUG] [LOCAL ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt [2025-09-26T23:07:57.624605] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:57.624661] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:57.624718] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:57.624781] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:57.644278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:57.644990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:57.645081] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:57.645118] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:57.684373] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:57.684523] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:57.684563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:57.684592] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:57.688187] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=97.42%) [2025-09-26T23:07:57.688480] [INFO ] [FORECASTER] Completed predict_future for NMAI [2025-09-26T23:07:57.688626] [INFO ] [sig ] NMAI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:57.849968] [INFO ] [LOCAL ] Saved forecast: NMAI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NMAI.txt [2025-09-26T23:07:57.850339] [WARN ] [sig ] [1253/2043] Failed NMAI after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:57.850449] [INFO ] [sig ] [1254/2043] Forecasting NMCO... [2025-09-26T23:07:57.850519] [INFO ] [sig ] Generating forecast for: NMCO [2025-09-26T23:07:57.850597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'. [2025-09-26T23:07:57.862003] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMCO'. [2025-09-26T23:07:57.862358] [INFO ] [FORECASTER] Starting predict_future for NMCO [2025-09-26T23:07:57.889155] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:57.889943] [DEBUG] [LOCAL ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt [2025-09-26T23:07:57.889999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:57.890034] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:57.890111] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:57.890198] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:57.910266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:57.910872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:57.910960] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:57.910995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:57.952681] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:57.952803] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:57.952844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:57.952878] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:57.956777] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=44.40%) [2025-09-26T23:07:57.957088] [INFO ] [FORECASTER] Completed predict_future for NMCO [2025-09-26T23:07:57.957233] [INFO ] [sig ] NMCO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:58.105291] [INFO ] [LOCAL ] Saved forecast: NMCO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMCO.txt [2025-09-26T23:07:58.105564] [WARN ] [sig ] [1254/2043] Failed NMCO after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:58.105665] [INFO ] [sig ] [1255/2043] Forecasting NMG... [2025-09-26T23:07:58.105735] [INFO ] [sig ] Generating forecast for: NMG [2025-09-26T23:07:58.105790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'. [2025-09-26T23:07:58.116363] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMG'. [2025-09-26T23:07:58.116710] [INFO ] [FORECASTER] Starting predict_future for NMG [2025-09-26T23:07:58.142967] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:58.143819] [DEBUG] [LOCAL ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt [2025-09-26T23:07:58.143881] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:58.143918] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:58.143948] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:58.144008] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:58.166154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:58.166935] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:58.167023] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:58.167057] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:58.208543] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:58.208664] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:58.208729] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:58.208767] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:58.212557] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=3.24%) [2025-09-26T23:07:58.212931] [INFO ] [FORECASTER] Completed predict_future for NMG [2025-09-26T23:07:58.213100] [INFO ] [sig ] NMG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:58.363379] [INFO ] [LOCAL ] Saved forecast: NMG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMG.txt [2025-09-26T23:07:58.363608] [WARN ] [sig ] [1255/2043] Failed NMG after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:58.363705] [INFO ] [sig ] [1256/2043] Forecasting NMI... [2025-09-26T23:07:58.363763] [INFO ] [sig ] Generating forecast for: NMI [2025-09-26T23:07:58.363880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'. [2025-09-26T23:07:58.375017] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMI'. [2025-09-26T23:07:58.375371] [INFO ] [FORECASTER] Starting predict_future for NMI [2025-09-26T23:07:58.402747] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:58.403571] [DEBUG] [LOCAL ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt [2025-09-26T23:07:58.403634] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:58.403712] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:58.403750] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:58.403810] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:58.423463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:58.424173] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:58.424298] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:58.424338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:58.461683] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:58.461867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:58.461945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:58.461981] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:58.466310] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=16.85%) [2025-09-26T23:07:58.466686] [INFO ] [FORECASTER] Completed predict_future for NMI [2025-09-26T23:07:58.466853] [INFO ] [sig ] NMI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:58.625255] [INFO ] [LOCAL ] Saved forecast: NMI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMI.txt [2025-09-26T23:07:58.625520] [WARN ] [sig ] [1256/2043] Failed NMI after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:58.625601] [INFO ] [sig ] [1257/2043] Forecasting NMM... [2025-09-26T23:07:58.625675] [INFO ] [sig ] Generating forecast for: NMM [2025-09-26T23:07:58.625732] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'. [2025-09-26T23:07:58.636821] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMM'. [2025-09-26T23:07:58.637195] [INFO ] [FORECASTER] Starting predict_future for NMM [2025-09-26T23:07:58.663617] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:58.664349] [DEBUG] [LOCAL ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt [2025-09-26T23:07:58.664405] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:58.664439] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:58.664467] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:58.664524] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:58.683560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:58.684164] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:58.684251] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:58.684287] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:58.727096] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:58.727194] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:58.727235] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:58.727267] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:58.731125] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=32.62%) [2025-09-26T23:07:58.731479] [INFO ] [FORECASTER] Completed predict_future for NMM [2025-09-26T23:07:58.732240] [INFO ] [sig ] NMM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:58.883299] [INFO ] [LOCAL ] Saved forecast: NMM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMM.txt [2025-09-26T23:07:58.883545] [WARN ] [sig ] [1257/2043] Failed NMM after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.3m [2025-09-26T23:07:58.883620] [INFO ] [sig ] [1258/2043] Forecasting NMR... [2025-09-26T23:07:58.883704] [INFO ] [sig ] Generating forecast for: NMR [2025-09-26T23:07:58.883776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMR' from 'https://tdm.silogroup.org/data/derivative_storage/NMR.csv'. [2025-09-26T23:07:58.894721] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMR'. [2025-09-26T23:07:58.895102] [INFO ] [FORECASTER] Starting predict_future for NMR [2025-09-26T23:07:58.921794] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:58.922600] [DEBUG] [LOCAL ] No optimal features file found for NMR: ./output/feature-sets/NMR.txt [2025-09-26T23:07:58.922687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:58.922739] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:58.922771] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:58.922848] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:58.941726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:58.942363] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:58.942454] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:58.942489] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:58.981390] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:58.981500] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:58.981539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:58.981568] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:58.984973] [DEBUG] [FORECASTER] NMR: Forecast T+1@11:T+2@11: UP (p=79.24%) [2025-09-26T23:07:58.985292] [INFO ] [FORECASTER] Completed predict_future for NMR [2025-09-26T23:07:58.985440] [INFO ] [sig ] NMR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:07:59.134602] [INFO ] [LOCAL ] Saved forecast: NMR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NMR.txt [2025-09-26T23:07:59.134888] [WARN ] [sig ] [1258/2043] Failed NMR after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:07:59.134969] [INFO ] [sig ] [1259/2043] Forecasting NMS... [2025-09-26T23:07:59.135010] [INFO ] [sig ] Generating forecast for: NMS [2025-09-26T23:07:59.135043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMS' from 'https://tdm.silogroup.org/data/derivative_storage/NMS.csv'. [2025-09-26T23:07:59.144729] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'NMS'. [2025-09-26T23:07:59.145019] [INFO ] [FORECASTER] Starting predict_future for NMS [2025-09-26T23:07:59.171581] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:59.172359] [DEBUG] [LOCAL ] No optimal features file found for NMS: ./output/feature-sets/NMS.txt [2025-09-26T23:07:59.172416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:59.172451] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:59.172481] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:59.172570] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:59.191768] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:59.192467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:59.192557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:59.192591] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:59.229849] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:59.229984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:59.230024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:59.230055] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:59.233672] [DEBUG] [FORECASTER] NMS: Forecast T+1@11:T+2@11: DOWN (p=19.35%) [2025-09-26T23:07:59.233983] [INFO ] [FORECASTER] Completed predict_future for NMS [2025-09-26T23:07:59.234131] [INFO ] [sig ] NMS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:59.388074] [INFO ] [LOCAL ] Saved forecast: NMS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMS.txt [2025-09-26T23:07:59.388340] [WARN ] [sig ] [1259/2043] Failed NMS after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:07:59.388419] [INFO ] [sig ] [1260/2043] Forecasting NMT... [2025-09-26T23:07:59.388461] [INFO ] [sig ] Generating forecast for: NMT [2025-09-26T23:07:59.388539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMT' from 'https://tdm.silogroup.org/data/derivative_storage/NMT.csv'. [2025-09-26T23:07:59.399575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMT'. [2025-09-26T23:07:59.399997] [INFO ] [FORECASTER] Starting predict_future for NMT [2025-09-26T23:07:59.428808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:59.429587] [DEBUG] [LOCAL ] No optimal features file found for NMT: ./output/feature-sets/NMT.txt [2025-09-26T23:07:59.429675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:59.429740] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:59.429776] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:59.429835] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:59.450274] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:59.450913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:59.451001] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:59.451035] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:59.492930] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:59.493119] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:59.493166] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:59.493199] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:59.497636] [DEBUG] [FORECASTER] NMT: Forecast T+1@11:T+2@11: DOWN (p=35.64%) [2025-09-26T23:07:59.498056] [INFO ] [FORECASTER] Completed predict_future for NMT [2025-09-26T23:07:59.498220] [INFO ] [sig ] NMT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:59.652161] [INFO ] [LOCAL ] Saved forecast: NMT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMT.txt [2025-09-26T23:07:59.652412] [WARN ] [sig ] [1260/2043] Failed NMT after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:07:59.652493] [INFO ] [sig ] [1261/2043] Forecasting NMZ... [2025-09-26T23:07:59.652533] [INFO ] [sig ] Generating forecast for: NMZ [2025-09-26T23:07:59.652589] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NMZ' from 'https://tdm.silogroup.org/data/derivative_storage/NMZ.csv'. [2025-09-26T23:07:59.664677] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NMZ'. [2025-09-26T23:07:59.665022] [INFO ] [FORECASTER] Starting predict_future for NMZ [2025-09-26T23:07:59.691724] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:59.692843] [DEBUG] [LOCAL ] No optimal features file found for NMZ: ./output/feature-sets/NMZ.txt [2025-09-26T23:07:59.692921] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:59.692977] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:59.693081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:59.693191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:59.713193] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:59.713790] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:59.713873] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:59.713908] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:07:59.757632] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:07:59.757760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:07:59.757802] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:07:59.757835] [INFO ] [FORECASTER] Training complete [2025-09-26T23:07:59.762140] [DEBUG] [FORECASTER] NMZ: Forecast T+1@11:T+2@11: DOWN (p=14.08%) [2025-09-26T23:07:59.762471] [INFO ] [FORECASTER] Completed predict_future for NMZ [2025-09-26T23:07:59.762729] [INFO ] [sig ] NMZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:07:59.915843] [INFO ] [LOCAL ] Saved forecast: NMZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NMZ.txt [2025-09-26T23:07:59.916092] [WARN ] [sig ] [1261/2043] Failed NMZ after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:07:59.916173] [INFO ] [sig ] [1262/2043] Forecasting NNI... [2025-09-26T23:07:59.916214] [INFO ] [sig ] Generating forecast for: NNI [2025-09-26T23:07:59.916248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'. [2025-09-26T23:07:59.926911] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NNI'. [2025-09-26T23:07:59.927247] [INFO ] [FORECASTER] Starting predict_future for NNI [2025-09-26T23:07:59.953757] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:07:59.954493] [DEBUG] [LOCAL ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt [2025-09-26T23:07:59.954583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:07:59.954625] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:07:59.954692] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:07:59.954766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:07:59.973178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:07:59.973787] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:07:59.973872] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:07:59.973906] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:00.017609] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:00.017735] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:00.017785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:00.017819] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:00.021715] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: UP (p=75.93%) [2025-09-26T23:08:00.022020] [INFO ] [FORECASTER] Completed predict_future for NNI [2025-09-26T23:08:00.022165] [INFO ] [sig ] NNI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:00.171939] [INFO ] [LOCAL ] Saved forecast: NNI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NNI.txt [2025-09-26T23:08:00.172163] [WARN ] [sig ] [1262/2043] Failed NNI after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:08:00.172244] [INFO ] [sig ] [1263/2043] Forecasting NNN... [2025-09-26T23:08:00.172284] [INFO ] [sig ] Generating forecast for: NNN [2025-09-26T23:08:00.172318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'. [2025-09-26T23:08:00.182582] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NNN'. [2025-09-26T23:08:00.182944] [INFO ] [FORECASTER] Starting predict_future for NNN [2025-09-26T23:08:00.209470] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:00.210233] [DEBUG] [LOCAL ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt [2025-09-26T23:08:00.210289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:00.210324] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:00.210353] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:00.210411] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:00.229615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:00.230241] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:00.230332] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:00.230368] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:00.277101] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:00.279732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:00.279816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:00.279943] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:00.284631] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=25.36%) [2025-09-26T23:08:00.284990] [INFO ] [FORECASTER] Completed predict_future for NNN [2025-09-26T23:08:00.285145] [INFO ] [sig ] NNN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:00.437063] [INFO ] [LOCAL ] Saved forecast: NNN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NNN.txt [2025-09-26T23:08:00.437279] [WARN ] [sig ] [1263/2043] Failed NNN after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:08:00.437361] [INFO ] [sig ] [1264/2043] Forecasting NNY... [2025-09-26T23:08:00.437401] [INFO ] [sig ] Generating forecast for: NNY [2025-09-26T23:08:00.437435] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'. [2025-09-26T23:08:00.448265] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NNY'. [2025-09-26T23:08:00.448594] [INFO ] [FORECASTER] Starting predict_future for NNY [2025-09-26T23:08:00.475583] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:00.476403] [DEBUG] [LOCAL ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt [2025-09-26T23:08:00.476461] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:00.476496] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:00.476524] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:00.476582] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:00.495013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:00.495613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:00.495721] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:00.495765] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:00.537472] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:00.538115] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:00.538182] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:00.538218] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:00.543023] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: UP (p=84.88%) [2025-09-26T23:08:00.543413] [INFO ] [FORECASTER] Completed predict_future for NNY [2025-09-26T23:08:00.543603] [INFO ] [sig ] NNY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:00.693612] [INFO ] [LOCAL ] Saved forecast: NNY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NNY.txt [2025-09-26T23:08:00.693870] [WARN ] [sig ] [1264/2043] Failed NNY after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:08:00.693953] [INFO ] [sig ] [1265/2043] Forecasting NOA... [2025-09-26T23:08:00.693997] [INFO ] [sig ] Generating forecast for: NOA [2025-09-26T23:08:00.694033] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'. [2025-09-26T23:08:00.706590] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOA'. [2025-09-26T23:08:00.707014] [INFO ] [FORECASTER] Starting predict_future for NOA [2025-09-26T23:08:00.733294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:00.734091] [DEBUG] [LOCAL ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt [2025-09-26T23:08:00.734148] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:00.734184] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:00.734214] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:00.734277] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:00.752357] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:00.753201] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:00.753294] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:00.753329] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:00.791338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:00.791456] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:00.791495] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:00.791524] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:00.794966] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=96.94%) [2025-09-26T23:08:00.795292] [INFO ] [FORECASTER] Completed predict_future for NOA [2025-09-26T23:08:00.795434] [INFO ] [sig ] NOA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:00.944551] [INFO ] [LOCAL ] Saved forecast: NOA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NOA.txt [2025-09-26T23:08:00.944830] [WARN ] [sig ] [1265/2043] Failed NOA after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:08:00.944914] [INFO ] [sig ] [1266/2043] Forecasting NOAH... [2025-09-26T23:08:00.944955] [INFO ] [sig ] Generating forecast for: NOAH [2025-09-26T23:08:00.944991] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'. [2025-09-26T23:08:00.955999] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOAH'. [2025-09-26T23:08:00.956396] [INFO ] [FORECASTER] Starting predict_future for NOAH [2025-09-26T23:08:00.983152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:00.983931] [DEBUG] [LOCAL ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt [2025-09-26T23:08:00.983992] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:00.984028] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:00.984056] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:00.984113] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:01.002789] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:01.003362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:01.003446] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:01.003480] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:01.045876] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:01.045976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:01.046017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:01.046048] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:01.049941] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=82.84%) [2025-09-26T23:08:01.050293] [INFO ] [FORECASTER] Completed predict_future for NOAH [2025-09-26T23:08:01.050452] [INFO ] [sig ] NOAH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:01.199750] [INFO ] [LOCAL ] Saved forecast: NOAH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NOAH.txt [2025-09-26T23:08:01.199976] [WARN ] [sig ] [1266/2043] Failed NOAH after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:08:01.200054] [INFO ] [sig ] [1267/2043] Forecasting NOC... [2025-09-26T23:08:01.200095] [INFO ] [sig ] Generating forecast for: NOC [2025-09-26T23:08:01.200130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOC' from 'https://tdm.silogroup.org/data/derivative_storage/NOC.csv'. [2025-09-26T23:08:01.211022] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOC'. [2025-09-26T23:08:01.211389] [INFO ] [FORECASTER] Starting predict_future for NOC [2025-09-26T23:08:01.238166] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:01.238971] [DEBUG] [LOCAL ] No optimal features file found for NOC: ./output/feature-sets/NOC.txt [2025-09-26T23:08:01.239031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:01.239067] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:01.239095] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:01.239153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:01.258722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:01.259726] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:01.259834] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:01.259878] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:01.302453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:01.302669] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:01.302740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:01.302775] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:01.306961] [DEBUG] [FORECASTER] NOC: Forecast T+1@11:T+2@11: UP (p=59.56%) [2025-09-26T23:08:01.307281] [INFO ] [FORECASTER] Completed predict_future for NOC [2025-09-26T23:08:01.307434] [INFO ] [sig ] NOC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:01.481820] [INFO ] [LOCAL ] Saved forecast: NOC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NOC.txt [2025-09-26T23:08:01.482151] [WARN ] [sig ] [1267/2043] Failed NOC after 0.3s | 4.03 sym/s | Total: 5.2m | ETA: 3.2m [2025-09-26T23:08:01.482231] [INFO ] [sig ] [1268/2043] Forecasting NOG... [2025-09-26T23:08:01.482272] [INFO ] [sig ] Generating forecast for: NOG [2025-09-26T23:08:01.482352] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'. [2025-09-26T23:08:01.493286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOG'. [2025-09-26T23:08:01.493825] [INFO ] [FORECASTER] Starting predict_future for NOG [2025-09-26T23:08:01.521863] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:01.522998] [DEBUG] [LOCAL ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt [2025-09-26T23:08:01.523072] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:01.523114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:01.523158] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:01.523263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:01.542483] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:01.543461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:01.543562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:01.543599] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:01.587392] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:01.587670] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:01.587739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:01.587775] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:01.591780] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=24.20%) [2025-09-26T23:08:01.592072] [INFO ] [FORECASTER] Completed predict_future for NOG [2025-09-26T23:08:01.592218] [INFO ] [sig ] NOG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:01.746410] [INFO ] [LOCAL ] Saved forecast: NOG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NOG.txt [2025-09-26T23:08:01.746733] [WARN ] [sig ] [1268/2043] Failed NOG after 0.3s | 4.03 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:01.746854] [INFO ] [sig ] [1269/2043] Forecasting NOK... [2025-09-26T23:08:01.746915] [INFO ] [sig ] Generating forecast for: NOK [2025-09-26T23:08:01.746952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOK' from 'https://tdm.silogroup.org/data/derivative_storage/NOK.csv'. [2025-09-26T23:08:01.758921] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOK'. [2025-09-26T23:08:01.759293] [INFO ] [FORECASTER] Starting predict_future for NOK [2025-09-26T23:08:01.785972] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:01.786833] [DEBUG] [LOCAL ] No optimal features file found for NOK: ./output/feature-sets/NOK.txt [2025-09-26T23:08:01.786891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:01.786926] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:01.786955] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:01.787012] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:01.805436] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:01.806191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:01.806285] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:01.806321] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:01.843271] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:01.843434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:01.843481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:01.843513] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:01.847268] [DEBUG] [FORECASTER] NOK: Forecast T+1@11:T+2@11: DOWN (p=13.85%) [2025-09-26T23:08:01.847567] [INFO ] [FORECASTER] Completed predict_future for NOK [2025-09-26T23:08:01.847879] [INFO ] [sig ] NOK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:02.001609] [INFO ] [LOCAL ] Saved forecast: NOK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NOK.txt [2025-09-26T23:08:02.001894] [WARN ] [sig ] [1269/2043] Failed NOK after 0.3s | 4.03 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:02.001973] [INFO ] [sig ] [1270/2043] Forecasting NOMD... [2025-09-26T23:08:02.002015] [INFO ] [sig ] Generating forecast for: NOMD [2025-09-26T23:08:02.002050] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'. [2025-09-26T23:08:02.013413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOMD'. [2025-09-26T23:08:02.013840] [INFO ] [FORECASTER] Starting predict_future for NOMD [2025-09-26T23:08:02.042062] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:02.042946] [DEBUG] [LOCAL ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt [2025-09-26T23:08:02.043002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:02.043038] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:02.043067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:02.043128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:02.063182] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:02.063856] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:02.063947] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:02.063983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:02.101029] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:02.101197] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:02.101261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:02.101316] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:02.105143] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=21.62%) [2025-09-26T23:08:02.105461] [INFO ] [FORECASTER] Completed predict_future for NOMD [2025-09-26T23:08:02.105615] [INFO ] [sig ] NOMD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:02.265013] [INFO ] [LOCAL ] Saved forecast: NOMD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NOMD.txt [2025-09-26T23:08:02.265258] [WARN ] [sig ] [1270/2043] Failed NOMD after 0.3s | 4.03 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:02.265340] [INFO ] [sig ] [1271/2043] Forecasting NOTE... [2025-09-26T23:08:02.265382] [INFO ] [sig ] Generating forecast for: NOTE [2025-09-26T23:08:02.265417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'. [2025-09-26T23:08:02.275316] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOTE'. [2025-09-26T23:08:02.275666] [INFO ] [FORECASTER] Starting predict_future for NOTE [2025-09-26T23:08:02.303178] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:02.304035] [DEBUG] [LOCAL ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt [2025-09-26T23:08:02.304095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:02.304136] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:02.304173] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:02.304288] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:02.323482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:02.324092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:02.324179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:02.324215] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:02.361590] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:02.361740] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:02.361801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:02.361837] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:02.365397] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: UP (p=85.04%) [2025-09-26T23:08:02.365838] [INFO ] [FORECASTER] Completed predict_future for NOTE [2025-09-26T23:08:02.366028] [INFO ] [sig ] NOTE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:02.533740] [INFO ] [LOCAL ] Saved forecast: NOTE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NOTE.txt [2025-09-26T23:08:02.534016] [WARN ] [sig ] [1271/2043] Failed NOTE after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:02.534102] [INFO ] [sig ] [1272/2043] Forecasting NOV... [2025-09-26T23:08:02.534145] [INFO ] [sig ] Generating forecast for: NOV [2025-09-26T23:08:02.534182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NOV' from 'https://tdm.silogroup.org/data/derivative_storage/NOV.csv'. [2025-09-26T23:08:02.544359] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NOV'. [2025-09-26T23:08:02.544762] [INFO ] [FORECASTER] Starting predict_future for NOV [2025-09-26T23:08:02.572756] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:02.573872] [DEBUG] [LOCAL ] No optimal features file found for NOV: ./output/feature-sets/NOV.txt [2025-09-26T23:08:02.573968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:02.574021] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:02.574093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:02.574211] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:02.593273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:02.593961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:02.594052] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:02.594089] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:02.629138] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:02.629282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:02.629326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:02.629362] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:02.633177] [DEBUG] [FORECASTER] NOV: Forecast T+1@11:T+2@11: DOWN (p=48.32%) [2025-09-26T23:08:02.633489] [INFO ] [FORECASTER] Completed predict_future for NOV [2025-09-26T23:08:02.633637] [INFO ] [sig ] NOV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:02.789191] [INFO ] [LOCAL ] Saved forecast: NOV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NOV.txt [2025-09-26T23:08:02.789507] [WARN ] [sig ] [1272/2043] Failed NOV after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:02.789591] [INFO ] [sig ] [1273/2043] Forecasting NPCT... [2025-09-26T23:08:02.789631] [INFO ] [sig ] Generating forecast for: NPCT [2025-09-26T23:08:02.789708] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPCT' from 'https://tdm.silogroup.org/data/derivative_storage/NPCT.csv'. [2025-09-26T23:08:02.800015] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPCT'. [2025-09-26T23:08:02.800325] [INFO ] [FORECASTER] Starting predict_future for NPCT [2025-09-26T23:08:02.827080] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:02.827905] [DEBUG] [LOCAL ] No optimal features file found for NPCT: ./output/feature-sets/NPCT.txt [2025-09-26T23:08:02.828001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:02.828053] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:02.828085] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:02.828191] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:02.847842] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:02.848529] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:02.848621] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:02.848692] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:02.882988] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:02.883121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:02.883161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:02.883192] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:02.886727] [DEBUG] [FORECASTER] NPCT: Forecast T+1@11:T+2@11: DOWN (p=48.92%) [2025-09-26T23:08:02.887058] [INFO ] [FORECASTER] Completed predict_future for NPCT [2025-09-26T23:08:02.887220] [INFO ] [sig ] NPCT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:03.045618] [INFO ] [LOCAL ] Saved forecast: NPCT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NPCT.txt [2025-09-26T23:08:03.045971] [WARN ] [sig ] [1273/2043] Failed NPCT after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:03.046058] [INFO ] [sig ] [1274/2043] Forecasting NPFD... [2025-09-26T23:08:03.046103] [INFO ] [sig ] Generating forecast for: NPFD [2025-09-26T23:08:03.046140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'. [2025-09-26T23:08:03.057714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPFD'. [2025-09-26T23:08:03.058085] [INFO ] [FORECASTER] Starting predict_future for NPFD [2025-09-26T23:08:03.086280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:03.087337] [DEBUG] [LOCAL ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt [2025-09-26T23:08:03.087396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:03.087432] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:03.087461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:03.087521] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:03.106889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:03.107763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:03.107857] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:03.107893] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:03.146174] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:03.146319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:03.146397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:03.146436] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:03.150176] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=97.79%) [2025-09-26T23:08:03.150506] [INFO ] [FORECASTER] Completed predict_future for NPFD [2025-09-26T23:08:03.151055] [INFO ] [sig ] NPFD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:03.309138] [INFO ] [LOCAL ] Saved forecast: NPFD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NPFD.txt [2025-09-26T23:08:03.309403] [WARN ] [sig ] [1274/2043] Failed NPFD after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:03.309482] [INFO ] [sig ] [1275/2043] Forecasting NPK... [2025-09-26T23:08:03.309523] [INFO ] [sig ] Generating forecast for: NPK [2025-09-26T23:08:03.309557] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'. [2025-09-26T23:08:03.319237] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPK'. [2025-09-26T23:08:03.319569] [INFO ] [FORECASTER] Starting predict_future for NPK [2025-09-26T23:08:03.346774] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:03.347711] [DEBUG] [LOCAL ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt [2025-09-26T23:08:03.347782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:03.347819] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:03.347849] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:03.347909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:03.366431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:03.367117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:03.367207] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:03.367243] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:03.404825] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:03.404970] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:03.405013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:03.405046] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:03.408846] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=62.56%) [2025-09-26T23:08:03.409146] [INFO ] [FORECASTER] Completed predict_future for NPK [2025-09-26T23:08:03.409288] [INFO ] [sig ] NPK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:03.558972] [INFO ] [LOCAL ] Saved forecast: NPK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NPK.txt [2025-09-26T23:08:03.559261] [WARN ] [sig ] [1275/2043] Failed NPK after 0.2s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:03.559351] [INFO ] [sig ] [1276/2043] Forecasting NPO... [2025-09-26T23:08:03.559391] [INFO ] [sig ] Generating forecast for: NPO [2025-09-26T23:08:03.559425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'. [2025-09-26T23:08:03.570056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPO'. [2025-09-26T23:08:03.570375] [INFO ] [FORECASTER] Starting predict_future for NPO [2025-09-26T23:08:03.596620] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:03.597400] [DEBUG] [LOCAL ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt [2025-09-26T23:08:03.597457] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:03.597492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:03.597520] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:03.597578] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:03.616819] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:03.617432] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:03.617517] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:03.617551] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:03.655193] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:03.655373] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:03.655417] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:03.655447] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:03.659303] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=81.79%) [2025-09-26T23:08:03.659706] [INFO ] [FORECASTER] Completed predict_future for NPO [2025-09-26T23:08:03.659863] [INFO ] [sig ] NPO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:03.822015] [INFO ] [LOCAL ] Saved forecast: NPO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NPO.txt [2025-09-26T23:08:03.822361] [WARN ] [sig ] [1276/2043] Failed NPO after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:03.822445] [INFO ] [sig ] [1277/2043] Forecasting NPV... [2025-09-26T23:08:03.822485] [INFO ] [sig ] Generating forecast for: NPV [2025-09-26T23:08:03.822520] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPV' from 'https://tdm.silogroup.org/data/derivative_storage/NPV.csv'. [2025-09-26T23:08:03.833519] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPV'. [2025-09-26T23:08:03.833915] [INFO ] [FORECASTER] Starting predict_future for NPV [2025-09-26T23:08:03.861474] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:03.862257] [DEBUG] [LOCAL ] No optimal features file found for NPV: ./output/feature-sets/NPV.txt [2025-09-26T23:08:03.862317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:03.862353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:03.862382] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:03.862440] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:03.880203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:03.880845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:03.880931] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:03.880964] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:03.919244] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:03.919361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:03.919400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:03.919466] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:03.922969] [DEBUG] [FORECASTER] NPV: Forecast T+1@11:T+2@11: UP (p=71.97%) [2025-09-26T23:08:03.923246] [INFO ] [FORECASTER] Completed predict_future for NPV [2025-09-26T23:08:03.923385] [INFO ] [sig ] NPV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:04.089893] [INFO ] [LOCAL ] Saved forecast: NPV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NPV.txt [2025-09-26T23:08:04.090156] [WARN ] [sig ] [1277/2043] Failed NPV after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:04.090236] [INFO ] [sig ] [1278/2043] Forecasting NPWR... [2025-09-26T23:08:04.090277] [INFO ] [sig ] Generating forecast for: NPWR [2025-09-26T23:08:04.090313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NPWR' from 'https://tdm.silogroup.org/data/derivative_storage/NPWR.csv'. [2025-09-26T23:08:04.101375] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NPWR'. [2025-09-26T23:08:04.101904] [INFO ] [FORECASTER] Starting predict_future for NPWR [2025-09-26T23:08:04.129765] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:04.130674] [DEBUG] [LOCAL ] No optimal features file found for NPWR: ./output/feature-sets/NPWR.txt [2025-09-26T23:08:04.130738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:04.130775] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:04.130804] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:04.130861] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:04.148934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:04.149794] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:04.149893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:04.149931] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:04.190002] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:04.190149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:04.190190] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:04.190220] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:04.193879] [DEBUG] [FORECASTER] NPWR: Forecast T+1@11:T+2@11: UP (p=76.21%) [2025-09-26T23:08:04.194169] [INFO ] [FORECASTER] Completed predict_future for NPWR [2025-09-26T23:08:04.194311] [INFO ] [sig ] NPWR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:04.345542] [INFO ] [LOCAL ] Saved forecast: NPWR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NPWR.txt [2025-09-26T23:08:04.345836] [WARN ] [sig ] [1278/2043] Failed NPWR after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:04.345923] [INFO ] [sig ] [1279/2043] Forecasting NQP... [2025-09-26T23:08:04.345966] [INFO ] [sig ] Generating forecast for: NQP [2025-09-26T23:08:04.346001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'. [2025-09-26T23:08:04.356748] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NQP'. [2025-09-26T23:08:04.357125] [INFO ] [FORECASTER] Starting predict_future for NQP [2025-09-26T23:08:04.383198] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:04.384002] [DEBUG] [LOCAL ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt [2025-09-26T23:08:04.384063] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:04.384099] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:04.384127] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:04.384185] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:04.402374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:04.403011] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:04.403102] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:04.403138] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:04.438235] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:04.438345] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:04.438384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:04.438415] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:04.441943] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=87.31%) [2025-09-26T23:08:04.442225] [INFO ] [FORECASTER] Completed predict_future for NQP [2025-09-26T23:08:04.442368] [INFO ] [sig ] NQP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:04.590597] [INFO ] [LOCAL ] Saved forecast: NQP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NQP.txt [2025-09-26T23:08:04.590888] [WARN ] [sig ] [1279/2043] Failed NQP after 0.2s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:04.590968] [INFO ] [sig ] [1280/2043] Forecasting NRDY... [2025-09-26T23:08:04.591008] [INFO ] [sig ] Generating forecast for: NRDY [2025-09-26T23:08:04.591042] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRDY' from 'https://tdm.silogroup.org/data/derivative_storage/NRDY.csv'. [2025-09-26T23:08:04.601446] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRDY'. [2025-09-26T23:08:04.601794] [INFO ] [FORECASTER] Starting predict_future for NRDY [2025-09-26T23:08:04.627857] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:04.628576] [DEBUG] [LOCAL ] No optimal features file found for NRDY: ./output/feature-sets/NRDY.txt [2025-09-26T23:08:04.628632] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:04.628704] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:04.628743] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:04.628801] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:04.646448] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:04.647085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:04.647170] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:04.647205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:04.686913] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:04.687051] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:04.687090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:04.687121] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:04.690630] [DEBUG] [FORECASTER] NRDY: Forecast T+1@11:T+2@11: UP (p=69.95%) [2025-09-26T23:08:04.690946] [INFO ] [FORECASTER] Completed predict_future for NRDY [2025-09-26T23:08:04.691090] [INFO ] [sig ] NRDY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:04.837824] [INFO ] [LOCAL ] Saved forecast: NRDY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NRDY.txt [2025-09-26T23:08:04.838105] [WARN ] [sig ] [1280/2043] Failed NRDY after 0.2s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:04.838185] [INFO ] [sig ] [1281/2043] Forecasting NREF... [2025-09-26T23:08:04.838227] [INFO ] [sig ] Generating forecast for: NREF [2025-09-26T23:08:04.838295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'. [2025-09-26T23:08:04.849366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NREF'. [2025-09-26T23:08:04.849840] [INFO ] [FORECASTER] Starting predict_future for NREF [2025-09-26T23:08:04.882003] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:04.883850] [DEBUG] [LOCAL ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt [2025-09-26T23:08:04.883947] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:04.883986] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:04.884016] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:04.884078] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:04.907945] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:04.909781] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:04.909895] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:04.909970] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:04.949049] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:04.949258] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:04.949304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:04.949334] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:04.954826] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: UP (p=58.51%) [2025-09-26T23:08:04.955119] [INFO ] [FORECASTER] Completed predict_future for NREF [2025-09-26T23:08:04.955285] [INFO ] [sig ] NREF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:05.113188] [INFO ] [LOCAL ] Saved forecast: NREF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NREF.txt [2025-09-26T23:08:05.113488] [WARN ] [sig ] [1281/2043] Failed NREF after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:05.113574] [INFO ] [sig ] [1282/2043] Forecasting NRGV... [2025-09-26T23:08:05.113615] [INFO ] [sig ] Generating forecast for: NRGV [2025-09-26T23:08:05.113680] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRGV' from 'https://tdm.silogroup.org/data/derivative_storage/NRGV.csv'. [2025-09-26T23:08:05.126453] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRGV'. [2025-09-26T23:08:05.126806] [INFO ] [FORECASTER] Starting predict_future for NRGV [2025-09-26T23:08:05.155748] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:05.156661] [DEBUG] [LOCAL ] No optimal features file found for NRGV: ./output/feature-sets/NRGV.txt [2025-09-26T23:08:05.156739] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:05.156788] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:05.156821] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:05.156924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:05.175402] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:05.176064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:05.176155] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:05.176190] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:05.215060] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:05.215199] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:05.215241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:05.215271] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:05.218891] [DEBUG] [FORECASTER] NRGV: Forecast T+1@11:T+2@11: UP (p=77.44%) [2025-09-26T23:08:05.219184] [INFO ] [FORECASTER] Completed predict_future for NRGV [2025-09-26T23:08:05.219324] [INFO ] [sig ] NRGV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:05.367351] [INFO ] [LOCAL ] Saved forecast: NRGV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NRGV.txt [2025-09-26T23:08:05.367624] [WARN ] [sig ] [1282/2043] Failed NRGV after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.2m [2025-09-26T23:08:05.367735] [INFO ] [sig ] [1283/2043] Forecasting NRK... [2025-09-26T23:08:05.367776] [INFO ] [sig ] Generating forecast for: NRK [2025-09-26T23:08:05.367811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'. [2025-09-26T23:08:05.379330] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRK'. [2025-09-26T23:08:05.379881] [INFO ] [FORECASTER] Starting predict_future for NRK [2025-09-26T23:08:05.411277] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:05.412212] [DEBUG] [LOCAL ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt [2025-09-26T23:08:05.412276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:05.412315] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:05.412345] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:05.412409] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:05.435937] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:05.436954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:05.437087] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:05.437147] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:05.482307] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:05.482512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:05.482574] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:05.482606] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:05.487148] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=47.41%) [2025-09-26T23:08:05.487526] [INFO ] [FORECASTER] Completed predict_future for NRK [2025-09-26T23:08:05.487711] [INFO ] [sig ] NRK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:05.641901] [INFO ] [LOCAL ] Saved forecast: NRK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NRK.txt [2025-09-26T23:08:05.642158] [WARN ] [sig ] [1283/2043] Failed NRK after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:05.642238] [INFO ] [sig ] [1284/2043] Forecasting NRP... [2025-09-26T23:08:05.642278] [INFO ] [sig ] Generating forecast for: NRP [2025-09-26T23:08:05.642312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'. [2025-09-26T23:08:05.652466] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRP'. [2025-09-26T23:08:05.652850] [INFO ] [FORECASTER] Starting predict_future for NRP [2025-09-26T23:08:05.678791] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:05.679560] [DEBUG] [LOCAL ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt [2025-09-26T23:08:05.679618] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:05.679682] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:05.679729] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:05.679791] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:05.698446] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:05.699088] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:05.699175] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:05.699209] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:05.736991] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:05.737121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:05.737161] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:05.737205] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:05.740681] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=22.07%) [2025-09-26T23:08:05.740975] [INFO ] [FORECASTER] Completed predict_future for NRP [2025-09-26T23:08:05.741119] [INFO ] [sig ] NRP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:05.888248] [INFO ] [LOCAL ] Saved forecast: NRP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NRP.txt [2025-09-26T23:08:05.888492] [WARN ] [sig ] [1284/2043] Failed NRP after 0.2s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:05.888571] [INFO ] [sig ] [1285/2043] Forecasting NRT... [2025-09-26T23:08:05.888611] [INFO ] [sig ] Generating forecast for: NRT [2025-09-26T23:08:05.888704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRT' from 'https://tdm.silogroup.org/data/derivative_storage/NRT.csv'. [2025-09-26T23:08:05.898737] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRT'. [2025-09-26T23:08:05.899114] [INFO ] [FORECASTER] Starting predict_future for NRT [2025-09-26T23:08:05.924938] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:05.925782] [DEBUG] [LOCAL ] No optimal features file found for NRT: ./output/feature-sets/NRT.txt [2025-09-26T23:08:05.925843] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:05.925879] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:05.925908] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:05.925967] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:05.944090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:05.944730] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:05.944816] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:05.944851] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:05.984667] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:05.984851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:05.984938] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:05.984995] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:05.989782] [DEBUG] [FORECASTER] NRT: Forecast T+1@11:T+2@11: DOWN (p=0.87%) [2025-09-26T23:08:05.990129] [INFO ] [FORECASTER] Completed predict_future for NRT [2025-09-26T23:08:05.990320] [INFO ] [sig ] NRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:06.173396] [INFO ] [LOCAL ] Saved forecast: NRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NRT.txt [2025-09-26T23:08:06.173973] [WARN ] [sig ] [1285/2043] Failed NRT after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:06.174063] [INFO ] [sig ] [1286/2043] Forecasting NRUC... [2025-09-26T23:08:06.174105] [INFO ] [sig ] Generating forecast for: NRUC [2025-09-26T23:08:06.174139] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NRUC' from 'https://tdm.silogroup.org/data/derivative_storage/NRUC.csv'. [2025-09-26T23:08:06.190940] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NRUC'. [2025-09-26T23:08:06.191426] [INFO ] [FORECASTER] Starting predict_future for NRUC [2025-09-26T23:08:06.218406] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:06.219385] [DEBUG] [LOCAL ] No optimal features file found for NRUC: ./output/feature-sets/NRUC.txt [2025-09-26T23:08:06.219444] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:06.219516] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:06.219567] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:06.219630] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:06.237868] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:06.238571] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:06.238683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:06.238740] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:06.277486] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:06.277684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:06.277752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:06.277794] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:06.281756] [DEBUG] [FORECASTER] NRUC: Forecast T+1@11:T+2@11: UP (p=90.22%) [2025-09-26T23:08:06.282114] [INFO ] [FORECASTER] Completed predict_future for NRUC [2025-09-26T23:08:06.282266] [INFO ] [sig ] NRUC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:06.443544] [INFO ] [LOCAL ] Saved forecast: NRUC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NRUC.txt [2025-09-26T23:08:06.443816] [WARN ] [sig ] [1286/2043] Failed NRUC after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:06.443901] [INFO ] [sig ] [1287/2043] Forecasting NSA... [2025-09-26T23:08:06.443941] [INFO ] [sig ] Generating forecast for: NSA [2025-09-26T23:08:06.443977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSA' from 'https://tdm.silogroup.org/data/derivative_storage/NSA.csv'. [2025-09-26T23:08:06.454264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NSA'. [2025-09-26T23:08:06.454601] [INFO ] [FORECASTER] Starting predict_future for NSA [2025-09-26T23:08:06.480830] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:06.481710] [DEBUG] [LOCAL ] No optimal features file found for NSA: ./output/feature-sets/NSA.txt [2025-09-26T23:08:06.481772] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:06.481808] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:06.481836] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:06.481896] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:06.499956] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:06.500556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:06.500662] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:06.500718] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:06.540409] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:06.540584] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:06.540628] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:06.540697] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:06.544368] [DEBUG] [FORECASTER] NSA: Forecast T+1@11:T+2@11: DOWN (p=3.07%) [2025-09-26T23:08:06.544683] [INFO ] [FORECASTER] Completed predict_future for NSA [2025-09-26T23:08:06.544837] [INFO ] [sig ] NSA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:06.703449] [INFO ] [LOCAL ] Saved forecast: NSA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NSA.txt [2025-09-26T23:08:06.703759] [WARN ] [sig ] [1287/2043] Failed NSA after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:06.703854] [INFO ] [sig ] [1288/2043] Forecasting NSP... [2025-09-26T23:08:06.703906] [INFO ] [sig ] Generating forecast for: NSP [2025-09-26T23:08:06.703943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'. [2025-09-26T23:08:06.714485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NSP'. [2025-09-26T23:08:06.714908] [INFO ] [FORECASTER] Starting predict_future for NSP [2025-09-26T23:08:06.742284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:06.743179] [DEBUG] [LOCAL ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt [2025-09-26T23:08:06.743241] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:06.743278] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:06.743308] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:06.743427] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:06.762891] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:06.763803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:06.763899] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:06.763936] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:06.805210] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:06.805410] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:06.805472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:06.805507] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:06.809378] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: UP (p=79.67%) [2025-09-26T23:08:06.809714] [INFO ] [FORECASTER] Completed predict_future for NSP [2025-09-26T23:08:06.809872] [INFO ] [sig ] NSP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:06.961434] [INFO ] [LOCAL ] Saved forecast: NSP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NSP.txt [2025-09-26T23:08:06.961747] [WARN ] [sig ] [1288/2043] Failed NSP after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:06.961834] [INFO ] [sig ] [1289/2043] Forecasting NTB... [2025-09-26T23:08:06.961876] [INFO ] [sig ] Generating forecast for: NTB [2025-09-26T23:08:06.961913] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'. [2025-09-26T23:08:06.973262] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NTB'. [2025-09-26T23:08:06.973669] [INFO ] [FORECASTER] Starting predict_future for NTB [2025-09-26T23:08:07.001164] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:07.002474] [DEBUG] [LOCAL ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt [2025-09-26T23:08:07.002583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:07.002683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:07.002745] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:07.002835] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:07.022070] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:07.022913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:07.023009] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:07.023043] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:07.059954] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:07.060139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:07.060185] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:07.060216] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:07.064493] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=46.81%) [2025-09-26T23:08:07.064873] [INFO ] [FORECASTER] Completed predict_future for NTB [2025-09-26T23:08:07.065031] [INFO ] [sig ] NTB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:07.256790] [INFO ] [LOCAL ] Saved forecast: NTB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NTB.txt [2025-09-26T23:08:07.257104] [WARN ] [sig ] [1289/2043] Failed NTB after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:07.257205] [INFO ] [sig ] [1290/2043] Forecasting NTR... [2025-09-26T23:08:07.257251] [INFO ] [sig ] Generating forecast for: NTR [2025-09-26T23:08:07.257320] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTR' from 'https://tdm.silogroup.org/data/derivative_storage/NTR.csv'. [2025-09-26T23:08:07.269565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NTR'. [2025-09-26T23:08:07.270051] [INFO ] [FORECASTER] Starting predict_future for NTR [2025-09-26T23:08:07.300599] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:07.301417] [DEBUG] [LOCAL ] No optimal features file found for NTR: ./output/feature-sets/NTR.txt [2025-09-26T23:08:07.301474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:07.301510] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:07.301540] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:07.301599] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:07.319176] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:07.319799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:07.319889] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:07.319924] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:07.358350] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:07.358498] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:07.358540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:07.358571] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:07.362100] [DEBUG] [FORECASTER] NTR: Forecast T+1@11:T+2@11: DOWN (p=48.27%) [2025-09-26T23:08:07.362392] [INFO ] [FORECASTER] Completed predict_future for NTR [2025-09-26T23:08:07.362574] [INFO ] [sig ] NTR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:07.508091] [INFO ] [LOCAL ] Saved forecast: NTR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NTR.txt [2025-09-26T23:08:07.508378] [WARN ] [sig ] [1290/2043] Failed NTR after 0.3s | 4.02 sym/s | Total: 5.3m | ETA: 3.1m [2025-09-26T23:08:07.508465] [INFO ] [sig ] [1291/2043] Forecasting NTST... [2025-09-26T23:08:07.508505] [INFO ] [sig ] Generating forecast for: NTST [2025-09-26T23:08:07.508538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NTST' from 'https://tdm.silogroup.org/data/derivative_storage/NTST.csv'. [2025-09-26T23:08:07.518669] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NTST'. [2025-09-26T23:08:07.519047] [INFO ] [FORECASTER] Starting predict_future for NTST [2025-09-26T23:08:07.544942] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:07.545773] [DEBUG] [LOCAL ] No optimal features file found for NTST: ./output/feature-sets/NTST.txt [2025-09-26T23:08:07.545834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:07.545870] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:07.545899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:07.545957] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:07.565381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:07.566079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:07.566167] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:07.566203] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:07.608710] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:07.608862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:07.608904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:07.608936] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:07.612790] [DEBUG] [FORECASTER] NTST: Forecast T+1@11:T+2@11: DOWN (p=23.17%) [2025-09-26T23:08:07.613169] [INFO ] [FORECASTER] Completed predict_future for NTST [2025-09-26T23:08:07.613376] [INFO ] [sig ] NTST: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:07.773993] [INFO ] [LOCAL ] Saved forecast: NTST 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NTST.txt [2025-09-26T23:08:07.774374] [WARN ] [sig ] [1291/2043] Failed NTST after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:07.774469] [INFO ] [sig ] [1292/2043] Forecasting NU... [2025-09-26T23:08:07.774513] [INFO ] [sig ] Generating forecast for: NU [2025-09-26T23:08:07.774549] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NU' from 'https://tdm.silogroup.org/data/derivative_storage/NU.csv'. [2025-09-26T23:08:07.786284] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NU'. [2025-09-26T23:08:07.786631] [INFO ] [FORECASTER] Starting predict_future for NU [2025-09-26T23:08:07.815482] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:07.816287] [DEBUG] [LOCAL ] No optimal features file found for NU: ./output/feature-sets/NU.txt [2025-09-26T23:08:07.816373] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:07.816426] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:07.816464] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:07.816527] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:07.836119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:07.836875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:07.836969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:07.837010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:07.877829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:07.877937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:07.877977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:07.878007] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:07.881453] [DEBUG] [FORECASTER] NU: Forecast T+1@11:T+2@11: UP (p=63.85%) [2025-09-26T23:08:07.881783] [INFO ] [FORECASTER] Completed predict_future for NU [2025-09-26T23:08:07.881941] [INFO ] [sig ] NU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:08.041075] [INFO ] [LOCAL ] Saved forecast: NU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NU.txt [2025-09-26T23:08:08.041361] [WARN ] [sig ] [1292/2043] Failed NU after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:08.041441] [INFO ] [sig ] [1293/2043] Forecasting NUS... [2025-09-26T23:08:08.041483] [INFO ] [sig ] Generating forecast for: NUS [2025-09-26T23:08:08.041521] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'. [2025-09-26T23:08:08.051915] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUS'. [2025-09-26T23:08:08.052282] [INFO ] [FORECASTER] Starting predict_future for NUS [2025-09-26T23:08:08.079727] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:08.080577] [DEBUG] [LOCAL ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt [2025-09-26T23:08:08.080639] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:08.080718] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:08.080752] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:08.080812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:08.099823] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:08.100471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:08.100559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:08.100594] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:08.140598] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:08.140764] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:08.140814] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:08.140845] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:08.144396] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=84.86%) [2025-09-26T23:08:08.144735] [INFO ] [FORECASTER] Completed predict_future for NUS [2025-09-26T23:08:08.144894] [INFO ] [sig ] NUS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:08.305494] [INFO ] [LOCAL ] Saved forecast: NUS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NUS.txt [2025-09-26T23:08:08.305785] [WARN ] [sig ] [1293/2043] Failed NUS after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:08.305870] [INFO ] [sig ] [1294/2043] Forecasting NUV... [2025-09-26T23:08:08.305911] [INFO ] [sig ] Generating forecast for: NUV [2025-09-26T23:08:08.305946] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUV' from 'https://tdm.silogroup.org/data/derivative_storage/NUV.csv'. [2025-09-26T23:08:08.316159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUV'. [2025-09-26T23:08:08.316508] [INFO ] [FORECASTER] Starting predict_future for NUV [2025-09-26T23:08:08.343226] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:08.344008] [DEBUG] [LOCAL ] No optimal features file found for NUV: ./output/feature-sets/NUV.txt [2025-09-26T23:08:08.344068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:08.344104] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:08.344132] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:08.344200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:08.362740] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:08.363350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:08.363439] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:08.363473] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:08.401013] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:08.401195] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:08.401239] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:08.401269] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:08.404979] [DEBUG] [FORECASTER] NUV: Forecast T+1@11:T+2@11: UP (p=90.05%) [2025-09-26T23:08:08.405265] [INFO ] [FORECASTER] Completed predict_future for NUV [2025-09-26T23:08:08.405413] [INFO ] [sig ] NUV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:08.636517] [INFO ] [LOCAL ] Saved forecast: NUV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NUV.txt [2025-09-26T23:08:08.636764] [WARN ] [sig ] [1294/2043] Failed NUV after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:08.636851] [INFO ] [sig ] [1295/2043] Forecasting NUVB... [2025-09-26T23:08:08.636893] [INFO ] [sig ] Generating forecast for: NUVB [2025-09-26T23:08:08.636930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'. [2025-09-26T23:08:08.647532] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUVB'. [2025-09-26T23:08:08.647873] [INFO ] [FORECASTER] Starting predict_future for NUVB [2025-09-26T23:08:08.674481] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:08.675350] [DEBUG] [LOCAL ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt [2025-09-26T23:08:08.675412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:08.675449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:08.675479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:08.675538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:08.693973] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:08.694555] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:08.694638] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:08.694714] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:08.734190] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:08.734326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:08.734367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:08.734398] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:08.738004] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: DOWN (p=49.20%) [2025-09-26T23:08:08.738293] [INFO ] [FORECASTER] Completed predict_future for NUVB [2025-09-26T23:08:08.738437] [INFO ] [sig ] NUVB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:08.892983] [INFO ] [LOCAL ] Saved forecast: NUVB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NUVB.txt [2025-09-26T23:08:08.893232] [WARN ] [sig ] [1295/2043] Failed NUVB after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:08.893313] [INFO ] [sig ] [1296/2043] Forecasting NUW... [2025-09-26T23:08:08.893354] [INFO ] [sig ] Generating forecast for: NUW [2025-09-26T23:08:08.893389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NUW' from 'https://tdm.silogroup.org/data/derivative_storage/NUW.csv'. [2025-09-26T23:08:08.903714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NUW'. [2025-09-26T23:08:08.904036] [INFO ] [FORECASTER] Starting predict_future for NUW [2025-09-26T23:08:08.933545] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:08.934503] [DEBUG] [LOCAL ] No optimal features file found for NUW: ./output/feature-sets/NUW.txt [2025-09-26T23:08:08.934566] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:08.934605] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:08.934637] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:08.934749] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:08.953766] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:08.954581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:08.954702] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:08.954757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:08.992816] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:08.993006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:08.993053] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:08.993087] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:08.997064] [DEBUG] [FORECASTER] NUW: Forecast T+1@11:T+2@11: DOWN (p=33.39%) [2025-09-26T23:08:08.997454] [INFO ] [FORECASTER] Completed predict_future for NUW [2025-09-26T23:08:08.997622] [INFO ] [sig ] NUW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:09.154365] [INFO ] [LOCAL ] Saved forecast: NUW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NUW.txt [2025-09-26T23:08:09.154623] [WARN ] [sig ] [1296/2043] Failed NUW after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:09.154728] [INFO ] [sig ] [1297/2043] Forecasting NVG... [2025-09-26T23:08:09.154778] [INFO ] [sig ] Generating forecast for: NVG [2025-09-26T23:08:09.154816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'. [2025-09-26T23:08:09.164858] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVG'. [2025-09-26T23:08:09.165168] [INFO ] [FORECASTER] Starting predict_future for NVG [2025-09-26T23:08:09.191875] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:09.192721] [DEBUG] [LOCAL ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt [2025-09-26T23:08:09.192785] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:09.192823] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:09.192853] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:09.192914] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:09.213012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:09.213626] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:09.213738] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:09.213780] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:09.252844] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:09.252973] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:09.253015] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:09.253046] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:09.257049] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=69.50%) [2025-09-26T23:08:09.257349] [INFO ] [FORECASTER] Completed predict_future for NVG [2025-09-26T23:08:09.257498] [INFO ] [sig ] NVG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:09.410315] [INFO ] [LOCAL ] Saved forecast: NVG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVG.txt [2025-09-26T23:08:09.410567] [WARN ] [sig ] [1297/2043] Failed NVG after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:09.410677] [INFO ] [sig ] [1298/2043] Forecasting NVGS... [2025-09-26T23:08:09.410734] [INFO ] [sig ] Generating forecast for: NVGS [2025-09-26T23:08:09.410774] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'. [2025-09-26T23:08:09.420824] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'NVGS'. [2025-09-26T23:08:09.421211] [INFO ] [FORECASTER] Starting predict_future for NVGS [2025-09-26T23:08:09.450157] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:09.451106] [DEBUG] [LOCAL ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt [2025-09-26T23:08:09.451176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:09.451216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:09.451247] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:09.451311] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:09.470296] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:09.471211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:09.471310] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:09.471345] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:09.511094] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:09.511319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:09.511367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:09.511399] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:09.516486] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=11.31%) [2025-09-26T23:08:09.516832] [INFO ] [FORECASTER] Completed predict_future for NVGS [2025-09-26T23:08:09.517001] [INFO ] [sig ] NVGS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:09.665584] [INFO ] [LOCAL ] Saved forecast: NVGS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NVGS.txt [2025-09-26T23:08:09.665828] [WARN ] [sig ] [1298/2043] Failed NVGS after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:09.665938] [INFO ] [sig ] [1299/2043] Forecasting NVO... [2025-09-26T23:08:09.665984] [INFO ] [sig ] Generating forecast for: NVO [2025-09-26T23:08:09.666019] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'. [2025-09-26T23:08:09.675621] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVO'. [2025-09-26T23:08:09.675954] [INFO ] [FORECASTER] Starting predict_future for NVO [2025-09-26T23:08:09.703528] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:09.704371] [DEBUG] [LOCAL ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt [2025-09-26T23:08:09.704431] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:09.704468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:09.704498] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:09.704557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:09.723382] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:09.724009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:09.724094] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:09.724129] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:09.764725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:09.764851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:09.764892] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:09.764922] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:09.768298] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=95.44%) [2025-09-26T23:08:09.768588] [INFO ] [FORECASTER] Completed predict_future for NVO [2025-09-26T23:08:09.768767] [INFO ] [sig ] NVO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:09.919576] [INFO ] [LOCAL ] Saved forecast: NVO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVO.txt [2025-09-26T23:08:09.919839] [WARN ] [sig ] [1299/2043] Failed NVO after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:09.919928] [INFO ] [sig ] [1300/2043] Forecasting NVR... [2025-09-26T23:08:09.919969] [INFO ] [sig ] Generating forecast for: NVR [2025-09-26T23:08:09.920005] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVR' from 'https://tdm.silogroup.org/data/derivative_storage/NVR.csv'. [2025-09-26T23:08:09.930302] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'NVR'. [2025-09-26T23:08:09.930590] [INFO ] [FORECASTER] Starting predict_future for NVR [2025-09-26T23:08:09.958336] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:09.959312] [DEBUG] [LOCAL ] No optimal features file found for NVR: ./output/feature-sets/NVR.txt [2025-09-26T23:08:09.959371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:09.959409] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:09.959440] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:09.959502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:09.979268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:09.980211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:09.980332] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:09.980369] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:10.024208] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:10.024376] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:10.024419] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:10.024449] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:10.028386] [DEBUG] [FORECASTER] NVR: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-09-26T23:08:10.028822] [INFO ] [FORECASTER] Completed predict_future for NVR [2025-09-26T23:08:10.028995] [INFO ] [sig ] NVR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:10.183557] [INFO ] [LOCAL ] Saved forecast: NVR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVR.txt [2025-09-26T23:08:10.183835] [WARN ] [sig ] [1300/2043] Failed NVR after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:10.183923] [INFO ] [sig ] [1301/2043] Forecasting NVRI... [2025-09-26T23:08:10.183965] [INFO ] [sig ] Generating forecast for: NVRI [2025-09-26T23:08:10.184001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'. [2025-09-26T23:08:10.194234] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVRI'. [2025-09-26T23:08:10.194531] [INFO ] [FORECASTER] Starting predict_future for NVRI [2025-09-26T23:08:10.222494] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:10.223351] [DEBUG] [LOCAL ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt [2025-09-26T23:08:10.223413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:10.223450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:10.223480] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:10.223610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:10.243464] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:10.244085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:10.244171] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:10.244205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:10.284029] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:10.284130] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:10.284167] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:10.284196] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:10.287714] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=97.04%) [2025-09-26T23:08:10.288002] [INFO ] [FORECASTER] Completed predict_future for NVRI [2025-09-26T23:08:10.288149] [INFO ] [sig ] NVRI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:10.438848] [INFO ] [LOCAL ] Saved forecast: NVRI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVRI.txt [2025-09-26T23:08:10.439054] [WARN ] [sig ] [1301/2043] Failed NVRI after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:10.439132] [INFO ] [sig ] [1302/2043] Forecasting NVS... [2025-09-26T23:08:10.439172] [INFO ] [sig ] Generating forecast for: NVS [2025-09-26T23:08:10.439221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'. [2025-09-26T23:08:10.449554] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVS'. [2025-09-26T23:08:10.449888] [INFO ] [FORECASTER] Starting predict_future for NVS [2025-09-26T23:08:10.476667] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:10.477497] [DEBUG] [LOCAL ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt [2025-09-26T23:08:10.477588] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:10.477685] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:10.477751] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:10.477886] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:10.496904] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:10.497470] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:10.497557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:10.497592] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:10.541392] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:10.541522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:10.541563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:10.541594] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:10.545225] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=80.89%) [2025-09-26T23:08:10.545575] [INFO ] [FORECASTER] Completed predict_future for NVS [2025-09-26T23:08:10.545758] [INFO ] [sig ] NVS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:10.700854] [INFO ] [LOCAL ] Saved forecast: NVS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVS.txt [2025-09-26T23:08:10.701067] [WARN ] [sig ] [1302/2043] Failed NVS after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:10.701143] [INFO ] [sig ] [1303/2043] Forecasting NVST... [2025-09-26T23:08:10.701183] [INFO ] [sig ] Generating forecast for: NVST [2025-09-26T23:08:10.701216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVST' from 'https://tdm.silogroup.org/data/derivative_storage/NVST.csv'. [2025-09-26T23:08:10.711574] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVST'. [2025-09-26T23:08:10.711887] [INFO ] [FORECASTER] Starting predict_future for NVST [2025-09-26T23:08:10.737715] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:10.738514] [DEBUG] [LOCAL ] No optimal features file found for NVST: ./output/feature-sets/NVST.txt [2025-09-26T23:08:10.738575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:10.738611] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:10.738638] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:10.738744] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:10.757201] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:10.757803] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:10.757891] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:10.757925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:10.796077] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:10.796219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:10.796260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:10.796290] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:10.800017] [DEBUG] [FORECASTER] NVST: Forecast T+1@11:T+2@11: UP (p=93.85%) [2025-09-26T23:08:10.800309] [INFO ] [FORECASTER] Completed predict_future for NVST [2025-09-26T23:08:10.800459] [INFO ] [sig ] NVST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:10.959299] [INFO ] [LOCAL ] Saved forecast: NVST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVST.txt [2025-09-26T23:08:10.959519] [WARN ] [sig ] [1303/2043] Failed NVST after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:10.959598] [INFO ] [sig ] [1304/2043] Forecasting NVT... [2025-09-26T23:08:10.959680] [INFO ] [sig ] Generating forecast for: NVT [2025-09-26T23:08:10.959737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NVT' from 'https://tdm.silogroup.org/data/derivative_storage/NVT.csv'. [2025-09-26T23:08:10.973140] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NVT'. [2025-09-26T23:08:10.973620] [INFO ] [FORECASTER] Starting predict_future for NVT [2025-09-26T23:08:11.005242] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:11.006310] [DEBUG] [LOCAL ] No optimal features file found for NVT: ./output/feature-sets/NVT.txt [2025-09-26T23:08:11.006410] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:11.006478] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:11.006518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:11.006614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:11.030499] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:11.031589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:11.031742] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:11.031800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:11.076848] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:11.077043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:11.077097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:11.077131] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:11.081753] [DEBUG] [FORECASTER] NVT: Forecast T+1@11:T+2@11: UP (p=98.69%) [2025-09-26T23:08:11.082100] [INFO ] [FORECASTER] Completed predict_future for NVT [2025-09-26T23:08:11.082300] [INFO ] [sig ] NVT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:11.274751] [INFO ] [LOCAL ] Saved forecast: NVT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NVT.txt [2025-09-26T23:08:11.275044] [WARN ] [sig ] [1304/2043] Failed NVT after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:11.275137] [INFO ] [sig ] [1305/2043] Forecasting NWG... [2025-09-26T23:08:11.275197] [INFO ] [sig ] Generating forecast for: NWG [2025-09-26T23:08:11.275255] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'. [2025-09-26T23:08:11.286395] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NWG'. [2025-09-26T23:08:11.286869] [INFO ] [FORECASTER] Starting predict_future for NWG [2025-09-26T23:08:11.318112] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:11.319144] [DEBUG] [LOCAL ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt [2025-09-26T23:08:11.319206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:11.319254] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:11.319318] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:11.319447] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:11.344898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:11.345890] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:11.346007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:11.346070] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:11.393892] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:11.394110] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:11.394178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:11.394212] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:11.398963] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=10.29%) [2025-09-26T23:08:11.399417] [INFO ] [FORECASTER] Completed predict_future for NWG [2025-09-26T23:08:11.399595] [INFO ] [sig ] NWG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:11.557455] [INFO ] [LOCAL ] Saved forecast: NWG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NWG.txt [2025-09-26T23:08:11.557751] [WARN ] [sig ] [1305/2043] Failed NWG after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:11.557837] [INFO ] [sig ] [1306/2043] Forecasting NWN... [2025-09-26T23:08:11.557878] [INFO ] [sig ] Generating forecast for: NWN [2025-09-26T23:08:11.557914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NWN' from 'https://tdm.silogroup.org/data/derivative_storage/NWN.csv'. [2025-09-26T23:08:11.568983] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NWN'. [2025-09-26T23:08:11.569361] [INFO ] [FORECASTER] Starting predict_future for NWN [2025-09-26T23:08:11.595399] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:11.596230] [DEBUG] [LOCAL ] No optimal features file found for NWN: ./output/feature-sets/NWN.txt [2025-09-26T23:08:11.596294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:11.596356] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:11.596408] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:11.596470] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:11.614550] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:11.615289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:11.615377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:11.615412] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:11.651560] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:11.651731] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:11.651783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:11.651815] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:11.656063] [DEBUG] [FORECASTER] NWN: Forecast T+1@11:T+2@11: DOWN (p=23.27%) [2025-09-26T23:08:11.656395] [INFO ] [FORECASTER] Completed predict_future for NWN [2025-09-26T23:08:11.656555] [INFO ] [sig ] NWN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:11.806964] [INFO ] [LOCAL ] Saved forecast: NWN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NWN.txt [2025-09-26T23:08:11.807229] [WARN ] [sig ] [1306/2043] Failed NWN after 0.2s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:11.807311] [INFO ] [sig ] [1307/2043] Forecasting NX... [2025-09-26T23:08:11.807351] [INFO ] [sig ] Generating forecast for: NX [2025-09-26T23:08:11.807387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'. [2025-09-26T23:08:11.819338] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NX'. [2025-09-26T23:08:11.819744] [INFO ] [FORECASTER] Starting predict_future for NX [2025-09-26T23:08:11.847586] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:11.848335] [DEBUG] [LOCAL ] No optimal features file found for NX: ./output/feature-sets/NX.txt [2025-09-26T23:08:11.848391] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:11.848425] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:11.848453] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:11.848511] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:11.868313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:11.868920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:11.869024] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:11.869060] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:11.909577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:11.909694] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:11.909745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:11.909782] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:11.912977] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=67.10%) [2025-09-26T23:08:11.913294] [INFO ] [FORECASTER] Completed predict_future for NX [2025-09-26T23:08:11.913451] [INFO ] [sig ] NX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:12.080958] [INFO ] [LOCAL ] Saved forecast: NX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NX.txt [2025-09-26T23:08:12.081254] [WARN ] [sig ] [1307/2043] Failed NX after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.1m [2025-09-26T23:08:12.081348] [INFO ] [sig ] [1308/2043] Forecasting NXC... [2025-09-26T23:08:12.081394] [INFO ] [sig ] Generating forecast for: NXC [2025-09-26T23:08:12.081451] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'. [2025-09-26T23:08:12.091712] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXC'. [2025-09-26T23:08:12.092035] [INFO ] [FORECASTER] Starting predict_future for NXC [2025-09-26T23:08:12.119036] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:12.119884] [DEBUG] [LOCAL ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt [2025-09-26T23:08:12.119946] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:12.119982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:12.120016] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:12.120083] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:12.139378] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:12.140003] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:12.140096] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:12.140135] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:12.177740] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:12.177833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:12.177870] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:12.177918] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:12.181633] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: DOWN (p=43.05%) [2025-09-26T23:08:12.181949] [INFO ] [FORECASTER] Completed predict_future for NXC [2025-09-26T23:08:12.182474] [INFO ] [sig ] NXC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:12.347530] [INFO ] [LOCAL ] Saved forecast: NXC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NXC.txt [2025-09-26T23:08:12.347961] [WARN ] [sig ] [1308/2043] Failed NXC after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.0m [2025-09-26T23:08:12.348049] [INFO ] [sig ] [1309/2043] Forecasting NXDT... [2025-09-26T23:08:12.348089] [INFO ] [sig ] Generating forecast for: NXDT [2025-09-26T23:08:12.348128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXDT' from 'https://tdm.silogroup.org/data/derivative_storage/NXDT.csv'. [2025-09-26T23:08:12.359429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXDT'. [2025-09-26T23:08:12.359841] [INFO ] [FORECASTER] Starting predict_future for NXDT [2025-09-26T23:08:12.386968] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:12.387809] [DEBUG] [LOCAL ] No optimal features file found for NXDT: ./output/feature-sets/NXDT.txt [2025-09-26T23:08:12.387888] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:12.387927] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:12.387957] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:12.388017] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:12.407054] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:12.407697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:12.407789] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:12.407825] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:12.443846] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:12.443997] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:12.444039] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:12.444070] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:12.447857] [DEBUG] [FORECASTER] NXDT: Forecast T+1@11:T+2@11: DOWN (p=2.94%) [2025-09-26T23:08:12.448160] [INFO ] [FORECASTER] Completed predict_future for NXDT [2025-09-26T23:08:12.448310] [INFO ] [sig ] NXDT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:12.598610] [INFO ] [LOCAL ] Saved forecast: NXDT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NXDT.txt [2025-09-26T23:08:12.598904] [WARN ] [sig ] [1309/2043] Failed NXDT after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.0m [2025-09-26T23:08:12.598984] [INFO ] [sig ] [1310/2043] Forecasting NXE... [2025-09-26T23:08:12.599025] [INFO ] [sig ] Generating forecast for: NXE [2025-09-26T23:08:12.599060] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'. [2025-09-26T23:08:12.609690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXE'. [2025-09-26T23:08:12.610046] [INFO ] [FORECASTER] Starting predict_future for NXE [2025-09-26T23:08:12.636833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:12.637580] [DEBUG] [LOCAL ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt [2025-09-26T23:08:12.637665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:12.637723] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:12.637755] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:12.637813] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:12.656978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:12.657671] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:12.657765] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:12.657800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:12.703865] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:12.704011] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:12.704054] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:12.704086] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:12.708219] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=86.15%) [2025-09-26T23:08:12.708536] [INFO ] [FORECASTER] Completed predict_future for NXE [2025-09-26T23:08:12.708722] [INFO ] [sig ] NXE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:12.858612] [INFO ] [LOCAL ] Saved forecast: NXE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NXE.txt [2025-09-26T23:08:12.858875] [WARN ] [sig ] [1310/2043] Failed NXE after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.0m [2025-09-26T23:08:12.858953] [INFO ] [sig ] [1311/2043] Forecasting NXG... [2025-09-26T23:08:12.858992] [INFO ] [sig ] Generating forecast for: NXG [2025-09-26T23:08:12.859039] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'. [2025-09-26T23:08:12.869346] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXG'. [2025-09-26T23:08:12.869669] [INFO ] [FORECASTER] Starting predict_future for NXG [2025-09-26T23:08:12.896419] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:12.897208] [DEBUG] [LOCAL ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt [2025-09-26T23:08:12.897265] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:12.897299] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:12.897326] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:12.897385] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:12.916313] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:12.916973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:12.917064] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:12.917100] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:12.961179] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:12.961283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:12.961327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:12.961359] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:12.967131] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=9.49%) [2025-09-26T23:08:12.967470] [INFO ] [FORECASTER] Completed predict_future for NXG [2025-09-26T23:08:12.967672] [INFO ] [sig ] NXG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:13.119859] [INFO ] [LOCAL ] Saved forecast: NXG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NXG.txt [2025-09-26T23:08:13.120120] [WARN ] [sig ] [1311/2043] Failed NXG after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.0m [2025-09-26T23:08:13.120202] [INFO ] [sig ] [1312/2043] Forecasting NXJ... [2025-09-26T23:08:13.120242] [INFO ] [sig ] Generating forecast for: NXJ [2025-09-26T23:08:13.120276] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXJ' from 'https://tdm.silogroup.org/data/derivative_storage/NXJ.csv'. [2025-09-26T23:08:13.130927] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXJ'. [2025-09-26T23:08:13.131320] [INFO ] [FORECASTER] Starting predict_future for NXJ [2025-09-26T23:08:13.157370] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:13.158541] [DEBUG] [LOCAL ] No optimal features file found for NXJ: ./output/feature-sets/NXJ.txt [2025-09-26T23:08:13.158617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:13.158710] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:13.158778] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:13.158897] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:13.179213] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:13.179841] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:13.179942] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:13.179988] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:13.223888] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:13.224069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:13.224114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:13.224146] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:13.228037] [DEBUG] [FORECASTER] NXJ: Forecast T+1@11:T+2@11: DOWN (p=10.07%) [2025-09-26T23:08:13.228421] [INFO ] [FORECASTER] Completed predict_future for NXJ [2025-09-26T23:08:13.228582] [INFO ] [sig ] NXJ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:13.382729] [INFO ] [LOCAL ] Saved forecast: NXJ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NXJ.txt [2025-09-26T23:08:13.382965] [WARN ] [sig ] [1312/2043] Failed NXJ after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.0m [2025-09-26T23:08:13.383044] [INFO ] [sig ] [1313/2043] Forecasting NXN... [2025-09-26T23:08:13.383084] [INFO ] [sig ] Generating forecast for: NXN [2025-09-26T23:08:13.383119] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXN' from 'https://tdm.silogroup.org/data/derivative_storage/NXN.csv'. [2025-09-26T23:08:13.393058] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXN'. [2025-09-26T23:08:13.393342] [INFO ] [FORECASTER] Starting predict_future for NXN [2025-09-26T23:08:13.420572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:13.421344] [DEBUG] [LOCAL ] No optimal features file found for NXN: ./output/feature-sets/NXN.txt [2025-09-26T23:08:13.421400] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:13.421434] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:13.421464] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:13.421527] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:13.439898] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:13.440441] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:13.440523] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:13.440556] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:13.479726] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:13.479820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:13.479857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:13.479886] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:13.483147] [DEBUG] [FORECASTER] NXN: Forecast T+1@11:T+2@11: DOWN (p=16.15%) [2025-09-26T23:08:13.483439] [INFO ] [FORECASTER] Completed predict_future for NXN [2025-09-26T23:08:13.483582] [INFO ] [sig ] NXN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:13.639371] [INFO ] [LOCAL ] Saved forecast: NXN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NXN.txt [2025-09-26T23:08:13.639591] [WARN ] [sig ] [1313/2043] Failed NXN after 0.3s | 4.02 sym/s | Total: 5.4m | ETA: 3.0m [2025-09-26T23:08:13.639699] [INFO ] [sig ] [1314/2043] Forecasting NXP... [2025-09-26T23:08:13.639745] [INFO ] [sig ] Generating forecast for: NXP [2025-09-26T23:08:13.639779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'. [2025-09-26T23:08:13.651742] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXP'. [2025-09-26T23:08:13.652036] [INFO ] [FORECASTER] Starting predict_future for NXP [2025-09-26T23:08:13.678170] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:13.678949] [DEBUG] [LOCAL ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt [2025-09-26T23:08:13.679006] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:13.679040] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:13.679068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:13.679132] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:13.697427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:13.698085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:13.698173] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:13.698225] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:13.734995] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:13.735088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:13.735126] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:13.735154] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:13.738507] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=93.63%) [2025-09-26T23:08:13.738830] [INFO ] [FORECASTER] Completed predict_future for NXP [2025-09-26T23:08:13.738979] [INFO ] [sig ] NXP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:13.888367] [INFO ] [LOCAL ] Saved forecast: NXP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NXP.txt [2025-09-26T23:08:13.888578] [WARN ] [sig ] [1314/2043] Failed NXP after 0.2s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:13.888684] [INFO ] [sig ] [1315/2043] Forecasting NXRT... [2025-09-26T23:08:13.888735] [INFO ] [sig ] Generating forecast for: NXRT [2025-09-26T23:08:13.888770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NXRT' from 'https://tdm.silogroup.org/data/derivative_storage/NXRT.csv'. [2025-09-26T23:08:13.898619] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NXRT'. [2025-09-26T23:08:13.898914] [INFO ] [FORECASTER] Starting predict_future for NXRT [2025-09-26T23:08:13.925341] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:13.926097] [DEBUG] [LOCAL ] No optimal features file found for NXRT: ./output/feature-sets/NXRT.txt [2025-09-26T23:08:13.926153] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:13.926187] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:13.926215] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:13.926272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:13.945627] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:13.946246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:13.946352] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:13.946416] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:13.984138] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:13.984267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:13.984318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:13.984351] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:13.989362] [DEBUG] [FORECASTER] NXRT: Forecast T+1@11:T+2@11: UP (p=78.68%) [2025-09-26T23:08:13.989722] [INFO ] [FORECASTER] Completed predict_future for NXRT [2025-09-26T23:08:13.989890] [INFO ] [sig ] NXRT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:14.136238] [INFO ] [LOCAL ] Saved forecast: NXRT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NXRT.txt [2025-09-26T23:08:14.136533] [WARN ] [sig ] [1315/2043] Failed NXRT after 0.2s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:14.136620] [INFO ] [sig ] [1316/2043] Forecasting NYT... [2025-09-26T23:08:14.136706] [INFO ] [sig ] Generating forecast for: NYT [2025-09-26T23:08:14.136751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NYT' from 'https://tdm.silogroup.org/data/derivative_storage/NYT.csv'. [2025-09-26T23:08:14.147086] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NYT'. [2025-09-26T23:08:14.147527] [INFO ] [FORECASTER] Starting predict_future for NYT [2025-09-26T23:08:14.174828] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:14.175833] [DEBUG] [LOCAL ] No optimal features file found for NYT: ./output/feature-sets/NYT.txt [2025-09-26T23:08:14.175915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:14.175954] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:14.175984] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:14.176045] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:14.194760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:14.195395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:14.195485] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:14.195519] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:14.233524] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:14.233626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:14.233701] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:14.233743] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:14.236996] [DEBUG] [FORECASTER] NYT: Forecast T+1@11:T+2@11: UP (p=71.68%) [2025-09-26T23:08:14.237291] [INFO ] [FORECASTER] Completed predict_future for NYT [2025-09-26T23:08:14.237437] [INFO ] [sig ] NYT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:14.387808] [INFO ] [LOCAL ] Saved forecast: NYT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/NYT.txt [2025-09-26T23:08:14.388022] [WARN ] [sig ] [1316/2043] Failed NYT after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:14.388097] [INFO ] [sig ] [1317/2043] Forecasting NZF... [2025-09-26T23:08:14.388137] [INFO ] [sig ] Generating forecast for: NZF [2025-09-26T23:08:14.388172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'. [2025-09-26T23:08:14.399012] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'NZF'. [2025-09-26T23:08:14.399301] [INFO ] [FORECASTER] Starting predict_future for NZF [2025-09-26T23:08:14.429854] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:14.430705] [DEBUG] [LOCAL ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt [2025-09-26T23:08:14.430767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:14.430808] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:14.430849] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:14.430910] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:14.450744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:14.451403] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:14.451492] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:14.451529] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:14.490371] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:14.490460] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:14.490497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:14.490525] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:14.493950] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=24.94%) [2025-09-26T23:08:14.494223] [INFO ] [FORECASTER] Completed predict_future for NZF [2025-09-26T23:08:14.494365] [INFO ] [sig ] NZF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:14.656469] [INFO ] [LOCAL ] Saved forecast: NZF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/NZF.txt [2025-09-26T23:08:14.656846] [WARN ] [sig ] [1317/2043] Failed NZF after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:14.656939] [INFO ] [sig ] [1318/2043] Forecasting OBDC... [2025-09-26T23:08:14.656983] [INFO ] [sig ] Generating forecast for: OBDC [2025-09-26T23:08:14.657029] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'. [2025-09-26T23:08:14.668227] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OBDC'. [2025-09-26T23:08:14.668756] [INFO ] [FORECASTER] Starting predict_future for OBDC [2025-09-26T23:08:14.698676] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:14.699802] [DEBUG] [LOCAL ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt [2025-09-26T23:08:14.699871] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:14.699909] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:14.699939] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:14.700013] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:14.720741] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:14.721637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:14.721761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:14.721801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:14.762814] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:14.763005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:14.763052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:14.763083] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:14.767328] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: UP (p=61.21%) [2025-09-26T23:08:14.767726] [INFO ] [FORECASTER] Completed predict_future for OBDC [2025-09-26T23:08:14.767890] [INFO ] [sig ] OBDC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:14.924786] [INFO ] [LOCAL ] Saved forecast: OBDC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OBDC.txt [2025-09-26T23:08:14.925135] [WARN ] [sig ] [1318/2043] Failed OBDC after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:14.925224] [INFO ] [sig ] [1319/2043] Forecasting OBK... [2025-09-26T23:08:14.925264] [INFO ] [sig ] Generating forecast for: OBK [2025-09-26T23:08:14.925319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'. [2025-09-26T23:08:14.936255] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OBK'. [2025-09-26T23:08:14.936868] [INFO ] [FORECASTER] Starting predict_future for OBK [2025-09-26T23:08:14.965723] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:14.966665] [DEBUG] [LOCAL ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt [2025-09-26T23:08:14.966730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:14.966768] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:14.966798] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:14.966857] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:14.986859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:14.987818] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:14.987924] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:14.987960] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:15.030518] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:15.030724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:15.030782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:15.030815] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:15.034519] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=99.08%) [2025-09-26T23:08:15.034864] [INFO ] [FORECASTER] Completed predict_future for OBK [2025-09-26T23:08:15.035038] [INFO ] [sig ] OBK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:15.190935] [INFO ] [LOCAL ] Saved forecast: OBK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OBK.txt [2025-09-26T23:08:15.191200] [WARN ] [sig ] [1319/2043] Failed OBK after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:15.191284] [INFO ] [sig ] [1320/2043] Forecasting OC... [2025-09-26T23:08:15.191325] [INFO ] [sig ] Generating forecast for: OC [2025-09-26T23:08:15.191361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'. [2025-09-26T23:08:15.202270] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OC'. [2025-09-26T23:08:15.202717] [INFO ] [FORECASTER] Starting predict_future for OC [2025-09-26T23:08:15.235627] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:15.236566] [DEBUG] [LOCAL ] No optimal features file found for OC: ./output/feature-sets/OC.txt [2025-09-26T23:08:15.236629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:15.236706] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:15.236748] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:15.236809] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:15.257329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:15.258217] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:15.258313] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:15.258350] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:15.301090] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:15.301280] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:15.301328] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:15.301385] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:15.306175] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: UP (p=85.67%) [2025-09-26T23:08:15.306613] [INFO ] [FORECASTER] Completed predict_future for OC [2025-09-26T23:08:15.306818] [INFO ] [sig ] OC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:15.470032] [INFO ] [LOCAL ] Saved forecast: OC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OC.txt [2025-09-26T23:08:15.470333] [WARN ] [sig ] [1320/2043] Failed OC after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:15.470418] [INFO ] [sig ] [1321/2043] Forecasting OCFT... [2025-09-26T23:08:15.470459] [INFO ] [sig ] Generating forecast for: OCFT [2025-09-26T23:08:15.470495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OCFT' from 'https://tdm.silogroup.org/data/derivative_storage/OCFT.csv'. [2025-09-26T23:08:15.480929] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OCFT'. [2025-09-26T23:08:15.481297] [INFO ] [FORECASTER] Starting predict_future for OCFT [2025-09-26T23:08:15.509162] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:15.510056] [DEBUG] [LOCAL ] No optimal features file found for OCFT: ./output/feature-sets/OCFT.txt [2025-09-26T23:08:15.510119] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:15.510156] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:15.510186] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:15.510248] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:15.529906] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:15.530830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:15.530927] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:15.530983] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:15.573068] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:15.573322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:15.573387] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:15.573420] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:15.577303] [DEBUG] [FORECASTER] OCFT: Forecast T+1@11:T+2@11: DOWN (p=25.78%) [2025-09-26T23:08:15.577636] [INFO ] [FORECASTER] Completed predict_future for OCFT [2025-09-26T23:08:15.577832] [INFO ] [sig ] OCFT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:15.735448] [INFO ] [LOCAL ] Saved forecast: OCFT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OCFT.txt [2025-09-26T23:08:15.735753] [WARN ] [sig ] [1321/2043] Failed OCFT after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:15.735842] [INFO ] [sig ] [1322/2043] Forecasting ODC... [2025-09-26T23:08:15.735883] [INFO ] [sig ] Generating forecast for: ODC [2025-09-26T23:08:15.735919] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'. [2025-09-26T23:08:15.746353] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ODC'. [2025-09-26T23:08:15.746716] [INFO ] [FORECASTER] Starting predict_future for ODC [2025-09-26T23:08:15.773080] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:15.773966] [DEBUG] [LOCAL ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt [2025-09-26T23:08:15.774028] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:15.774064] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:15.774093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:15.774202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:15.793150] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:15.793825] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:15.793916] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:15.793952] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:15.834428] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:15.834583] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:15.834627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:15.834698] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:15.838427] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=73.86%) [2025-09-26T23:08:15.838772] [INFO ] [FORECASTER] Completed predict_future for ODC [2025-09-26T23:08:15.838932] [INFO ] [sig ] ODC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:16.002242] [INFO ] [LOCAL ] Saved forecast: ODC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ODC.txt [2025-09-26T23:08:16.002505] [WARN ] [sig ] [1322/2043] Failed ODC after 0.3s | 4.02 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:16.002587] [INFO ] [sig ] [1323/2043] Forecasting ODV... [2025-09-26T23:08:16.002627] [INFO ] [sig ] Generating forecast for: ODV [2025-09-26T23:08:16.002705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ODV' from 'https://tdm.silogroup.org/data/derivative_storage/ODV.csv'. [2025-09-26T23:08:16.013930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ODV'. [2025-09-26T23:08:16.014297] [INFO ] [FORECASTER] Starting predict_future for ODV [2025-09-26T23:08:16.042179] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:16.043056] [DEBUG] [LOCAL ] No optimal features file found for ODV: ./output/feature-sets/ODV.txt [2025-09-26T23:08:16.043115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:16.043170] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:16.043203] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:16.043263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:16.062465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:16.063209] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:16.063301] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:16.063338] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:16.107219] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:16.107370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:16.107411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:16.107440] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:16.111120] [DEBUG] [FORECASTER] ODV: Forecast T+1@11:T+2@11: DOWN (p=15.40%) [2025-09-26T23:08:16.111437] [INFO ] [FORECASTER] Completed predict_future for ODV [2025-09-26T23:08:16.111594] [INFO ] [sig ] ODV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:16.268865] [INFO ] [LOCAL ] Saved forecast: ODV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ODV.txt [2025-09-26T23:08:16.269139] [WARN ] [sig ] [1323/2043] Failed ODV after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:16.269219] [INFO ] [sig ] [1324/2043] Forecasting OEC... [2025-09-26T23:08:16.269259] [INFO ] [sig ] Generating forecast for: OEC [2025-09-26T23:08:16.269294] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'. [2025-09-26T23:08:16.281280] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OEC'. [2025-09-26T23:08:16.281639] [INFO ] [FORECASTER] Starting predict_future for OEC [2025-09-26T23:08:16.309294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:16.310151] [DEBUG] [LOCAL ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt [2025-09-26T23:08:16.310209] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:16.310245] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:16.310274] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:16.310339] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:16.328918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:16.329584] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:16.329696] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:16.329749] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:16.368339] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:16.368477] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:16.368518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:16.368548] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:16.372084] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: DOWN (p=11.13%) [2025-09-26T23:08:16.372367] [INFO ] [FORECASTER] Completed predict_future for OEC [2025-09-26T23:08:16.372513] [INFO ] [sig ] OEC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:16.525358] [INFO ] [LOCAL ] Saved forecast: OEC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OEC.txt [2025-09-26T23:08:16.525812] [WARN ] [sig ] [1324/2043] Failed OEC after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:16.525921] [INFO ] [sig ] [1325/2043] Forecasting OFG... [2025-09-26T23:08:16.525972] [INFO ] [sig ] Generating forecast for: OFG [2025-09-26T23:08:16.526017] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'. [2025-09-26T23:08:16.537768] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OFG'. [2025-09-26T23:08:16.538132] [INFO ] [FORECASTER] Starting predict_future for OFG [2025-09-26T23:08:16.565581] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:16.566531] [DEBUG] [LOCAL ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt [2025-09-26T23:08:16.566594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:16.566630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:16.566701] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:16.566781] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:16.586298] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:16.586955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:16.587042] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:16.587078] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:16.628162] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:16.628326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:16.628369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:16.628399] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:16.632151] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: DOWN (p=2.23%) [2025-09-26T23:08:16.632471] [INFO ] [FORECASTER] Completed predict_future for OFG [2025-09-26T23:08:16.635771] [INFO ] [sig ] OFG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:16.787199] [INFO ] [LOCAL ] Saved forecast: OFG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OFG.txt [2025-09-26T23:08:16.787447] [WARN ] [sig ] [1325/2043] Failed OFG after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:16.787527] [INFO ] [sig ] [1326/2043] Forecasting OGE... [2025-09-26T23:08:16.787568] [INFO ] [sig ] Generating forecast for: OGE [2025-09-26T23:08:16.787602] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'. [2025-09-26T23:08:16.800250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OGE'. [2025-09-26T23:08:16.800698] [INFO ] [FORECASTER] Starting predict_future for OGE [2025-09-26T23:08:16.828465] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:16.829345] [DEBUG] [LOCAL ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt [2025-09-26T23:08:16.829402] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:16.829437] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:16.829466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:16.829524] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:16.848351] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:16.849066] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:16.849160] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:16.849195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:16.889041] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:16.889226] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:16.889271] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:16.889303] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:16.892970] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=44.34%) [2025-09-26T23:08:16.893266] [INFO ] [FORECASTER] Completed predict_future for OGE [2025-09-26T23:08:16.893436] [INFO ] [sig ] OGE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:17.046686] [INFO ] [LOCAL ] Saved forecast: OGE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OGE.txt [2025-09-26T23:08:17.046954] [WARN ] [sig ] [1326/2043] Failed OGE after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:17.047034] [INFO ] [sig ] [1327/2043] Forecasting OGN... [2025-09-26T23:08:17.047076] [INFO ] [sig ] Generating forecast for: OGN [2025-09-26T23:08:17.047110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'. [2025-09-26T23:08:17.057558] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OGN'. [2025-09-26T23:08:17.057911] [INFO ] [FORECASTER] Starting predict_future for OGN [2025-09-26T23:08:17.085761] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:17.086702] [DEBUG] [LOCAL ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt [2025-09-26T23:08:17.086767] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:17.086803] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:17.086833] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:17.086893] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:17.105932] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:17.106913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:17.107009] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:17.107044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:17.150845] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:17.151028] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:17.151074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:17.151106] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:17.155027] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=55.97%) [2025-09-26T23:08:17.155359] [INFO ] [FORECASTER] Completed predict_future for OGN [2025-09-26T23:08:17.155511] [INFO ] [sig ] OGN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:17.320774] [INFO ] [LOCAL ] Saved forecast: OGN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OGN.txt [2025-09-26T23:08:17.321047] [WARN ] [sig ] [1327/2043] Failed OGN after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:17.321128] [INFO ] [sig ] [1328/2043] Forecasting OGS... [2025-09-26T23:08:17.321169] [INFO ] [sig ] Generating forecast for: OGS [2025-09-26T23:08:17.321203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OGS' from 'https://tdm.silogroup.org/data/derivative_storage/OGS.csv'. [2025-09-26T23:08:17.332250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OGS'. [2025-09-26T23:08:17.332726] [INFO ] [FORECASTER] Starting predict_future for OGS [2025-09-26T23:08:17.360208] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:17.361266] [DEBUG] [LOCAL ] No optimal features file found for OGS: ./output/feature-sets/OGS.txt [2025-09-26T23:08:17.361331] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:17.361368] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:17.361396] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:17.361456] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:17.380542] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:17.381383] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:17.381486] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:17.381526] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:17.422496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:17.422715] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:17.422776] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:17.422810] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:17.426904] [DEBUG] [FORECASTER] OGS: Forecast T+1@11:T+2@11: DOWN (p=31.99%) [2025-09-26T23:08:17.427256] [INFO ] [FORECASTER] Completed predict_future for OGS [2025-09-26T23:08:17.427449] [INFO ] [sig ] OGS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:17.582139] [INFO ] [LOCAL ] Saved forecast: OGS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OGS.txt [2025-09-26T23:08:17.582399] [WARN ] [sig ] [1328/2043] Failed OGS after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:17.582479] [INFO ] [sig ] [1329/2043] Forecasting OHI... [2025-09-26T23:08:17.582520] [INFO ] [sig ] Generating forecast for: OHI [2025-09-26T23:08:17.582612] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'. [2025-09-26T23:08:17.593904] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OHI'. [2025-09-26T23:08:17.594345] [INFO ] [FORECASTER] Starting predict_future for OHI [2025-09-26T23:08:17.621806] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:17.622683] [DEBUG] [LOCAL ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt [2025-09-26T23:08:17.622797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:17.622843] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:17.622874] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:17.622934] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:17.642100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:17.642982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:17.643076] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:17.643113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:17.684685] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:17.684859] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:17.684904] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:17.684936] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:17.688806] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=71.24%) [2025-09-26T23:08:17.689105] [INFO ] [FORECASTER] Completed predict_future for OHI [2025-09-26T23:08:17.689257] [INFO ] [sig ] OHI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:17.841409] [INFO ] [LOCAL ] Saved forecast: OHI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OHI.txt [2025-09-26T23:08:17.841718] [WARN ] [sig ] [1329/2043] Failed OHI after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:17.841804] [INFO ] [sig ] [1330/2043] Forecasting OI... [2025-09-26T23:08:17.841845] [INFO ] [sig ] Generating forecast for: OI [2025-09-26T23:08:17.841879] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'. [2025-09-26T23:08:17.852527] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OI'. [2025-09-26T23:08:17.852899] [INFO ] [FORECASTER] Starting predict_future for OI [2025-09-26T23:08:17.879330] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:17.880214] [DEBUG] [LOCAL ] No optimal features file found for OI: ./output/feature-sets/OI.txt [2025-09-26T23:08:17.880272] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:17.880327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:17.880357] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:17.880416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:17.898855] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:17.899463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:17.899550] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:17.899585] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:17.938495] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:17.938699] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:17.938761] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:17.938794] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:17.942516] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=85.20%) [2025-09-26T23:08:17.942847] [INFO ] [FORECASTER] Completed predict_future for OI [2025-09-26T23:08:17.942999] [INFO ] [sig ] OI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:18.093694] [INFO ] [LOCAL ] Saved forecast: OI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OI.txt [2025-09-26T23:08:18.093985] [WARN ] [sig ] [1330/2043] Failed OI after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:18.094063] [INFO ] [sig ] [1331/2043] Forecasting OIA... [2025-09-26T23:08:18.094103] [INFO ] [sig ] Generating forecast for: OIA [2025-09-26T23:08:18.094138] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'. [2025-09-26T23:08:18.104826] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OIA'. [2025-09-26T23:08:18.105221] [INFO ] [FORECASTER] Starting predict_future for OIA [2025-09-26T23:08:18.132308] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:18.133243] [DEBUG] [LOCAL ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt [2025-09-26T23:08:18.133307] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:18.133343] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:18.133373] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:18.133434] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:18.152972] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:18.153722] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:18.153815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:18.153851] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:18.193296] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:18.193491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:18.193548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:18.193581] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:18.197787] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=31.27%) [2025-09-26T23:08:18.198133] [INFO ] [FORECASTER] Completed predict_future for OIA [2025-09-26T23:08:18.198291] [INFO ] [sig ] OIA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:18.351806] [INFO ] [LOCAL ] Saved forecast: OIA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OIA.txt [2025-09-26T23:08:18.352077] [WARN ] [sig ] [1331/2043] Failed OIA after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:18.352161] [INFO ] [sig ] [1332/2043] Forecasting OII... [2025-09-26T23:08:18.352203] [INFO ] [sig ] Generating forecast for: OII [2025-09-26T23:08:18.352241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'. [2025-09-26T23:08:18.365895] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OII'. [2025-09-26T23:08:18.366423] [INFO ] [FORECASTER] Starting predict_future for OII [2025-09-26T23:08:18.394382] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:18.395240] [DEBUG] [LOCAL ] No optimal features file found for OII: ./output/feature-sets/OII.txt [2025-09-26T23:08:18.395299] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:18.395337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:18.395367] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:18.395427] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:18.415987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:18.416836] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:18.416930] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:18.416996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:18.458064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:18.458260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:18.458347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:18.458442] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:18.463941] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=77.45%) [2025-09-26T23:08:18.464259] [INFO ] [FORECASTER] Completed predict_future for OII [2025-09-26T23:08:18.464414] [INFO ] [sig ] OII: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:18.621232] [INFO ] [LOCAL ] Saved forecast: OII 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OII.txt [2025-09-26T23:08:18.621495] [WARN ] [sig ] [1332/2043] Failed OII after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 3.0m [2025-09-26T23:08:18.621580] [INFO ] [sig ] [1333/2043] Forecasting OIS... [2025-09-26T23:08:18.621621] [INFO ] [sig ] Generating forecast for: OIS [2025-09-26T23:08:18.621693] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'. [2025-09-26T23:08:18.632413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OIS'. [2025-09-26T23:08:18.632846] [INFO ] [FORECASTER] Starting predict_future for OIS [2025-09-26T23:08:18.661701] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:18.662932] [DEBUG] [LOCAL ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt [2025-09-26T23:08:18.663013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:18.663068] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:18.663115] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:18.663213] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:18.694122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:18.695408] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:18.695542] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:18.695613] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:18.736874] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:18.737105] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:18.737203] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:18.737256] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:18.743013] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=75.75%) [2025-09-26T23:08:18.743358] [INFO ] [FORECASTER] Completed predict_future for OIS [2025-09-26T23:08:18.743549] [INFO ] [sig ] OIS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:18.900712] [INFO ] [LOCAL ] Saved forecast: OIS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OIS.txt [2025-09-26T23:08:18.900973] [WARN ] [sig ] [1333/2043] Failed OIS after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 2.9m [2025-09-26T23:08:18.901057] [INFO ] [sig ] [1334/2043] Forecasting OKE... [2025-09-26T23:08:18.901099] [INFO ] [sig ] Generating forecast for: OKE [2025-09-26T23:08:18.901156] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'. [2025-09-26T23:08:18.912310] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OKE'. [2025-09-26T23:08:18.912698] [INFO ] [FORECASTER] Starting predict_future for OKE [2025-09-26T23:08:18.939977] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:18.940859] [DEBUG] [LOCAL ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt [2025-09-26T23:08:18.940918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:18.940956] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:18.940987] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:18.941048] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:18.959873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:18.960473] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:18.960563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:18.960599] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:18.996664] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:18.996857] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:18.996907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:18.996940] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:19.000981] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: UP (p=73.17%) [2025-09-26T23:08:19.001308] [INFO ] [FORECASTER] Completed predict_future for OKE [2025-09-26T23:08:19.001505] [INFO ] [sig ] OKE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:19.153587] [INFO ] [LOCAL ] Saved forecast: OKE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OKE.txt [2025-09-26T23:08:19.153863] [WARN ] [sig ] [1334/2043] Failed OKE after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 2.9m [2025-09-26T23:08:19.153947] [INFO ] [sig ] [1335/2043] Forecasting OLN... [2025-09-26T23:08:19.153987] [INFO ] [sig ] Generating forecast for: OLN [2025-09-26T23:08:19.154022] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'. [2025-09-26T23:08:19.164004] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OLN'. [2025-09-26T23:08:19.164328] [INFO ] [FORECASTER] Starting predict_future for OLN [2025-09-26T23:08:19.191304] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:19.192168] [DEBUG] [LOCAL ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt [2025-09-26T23:08:19.192227] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:19.192264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:19.192293] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:19.192356] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:19.211319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:19.211994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:19.212085] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:19.212121] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:19.250195] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:19.250338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:19.250378] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:19.250407] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:19.253823] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: UP (p=95.92%) [2025-09-26T23:08:19.254107] [INFO ] [FORECASTER] Completed predict_future for OLN [2025-09-26T23:08:19.254247] [INFO ] [sig ] OLN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:19.406902] [INFO ] [LOCAL ] Saved forecast: OLN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OLN.txt [2025-09-26T23:08:19.407175] [WARN ] [sig ] [1335/2043] Failed OLN after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 2.9m [2025-09-26T23:08:19.407260] [INFO ] [sig ] [1336/2043] Forecasting OLP... [2025-09-26T23:08:19.407304] [INFO ] [sig ] Generating forecast for: OLP [2025-09-26T23:08:19.407340] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'. [2025-09-26T23:08:19.417751] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OLP'. [2025-09-26T23:08:19.418131] [INFO ] [FORECASTER] Starting predict_future for OLP [2025-09-26T23:08:19.446305] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:19.447299] [DEBUG] [LOCAL ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt [2025-09-26T23:08:19.447363] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:19.447402] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:19.447432] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:19.447493] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:19.466289] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:19.466982] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:19.467072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:19.467108] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:19.505891] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:19.506062] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:19.506106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:19.506135] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:19.509848] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=40.42%) [2025-09-26T23:08:19.510141] [INFO ] [FORECASTER] Completed predict_future for OLP [2025-09-26T23:08:19.510289] [INFO ] [sig ] OLP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:19.664913] [INFO ] [LOCAL ] Saved forecast: OLP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OLP.txt [2025-09-26T23:08:19.665173] [WARN ] [sig ] [1336/2043] Failed OLP after 0.3s | 4.01 sym/s | Total: 5.5m | ETA: 2.9m [2025-09-26T23:08:19.665254] [INFO ] [sig ] [1337/2043] Forecasting OMC... [2025-09-26T23:08:19.665295] [INFO ] [sig ] Generating forecast for: OMC [2025-09-26T23:08:19.665329] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'. [2025-09-26T23:08:19.675457] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OMC'. [2025-09-26T23:08:19.675843] [INFO ] [FORECASTER] Starting predict_future for OMC [2025-09-26T23:08:19.703189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:19.704081] [DEBUG] [LOCAL ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt [2025-09-26T23:08:19.704146] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:19.704184] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:19.704235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:19.704297] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:19.723565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:19.724275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:19.724366] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:19.724403] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:19.765963] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:19.766118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:19.766160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:19.766190] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:19.769943] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=92.66%) [2025-09-26T23:08:19.770229] [INFO ] [FORECASTER] Completed predict_future for OMC [2025-09-26T23:08:19.770377] [INFO ] [sig ] OMC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:19.933769] [INFO ] [LOCAL ] Saved forecast: OMC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OMC.txt [2025-09-26T23:08:19.934054] [WARN ] [sig ] [1337/2043] Failed OMC after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:19.934139] [INFO ] [sig ] [1338/2043] Forecasting OMF... [2025-09-26T23:08:19.934181] [INFO ] [sig ] Generating forecast for: OMF [2025-09-26T23:08:19.934218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'. [2025-09-26T23:08:19.946638] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OMF'. [2025-09-26T23:08:19.947101] [INFO ] [FORECASTER] Starting predict_future for OMF [2025-09-26T23:08:19.976325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:19.977261] [DEBUG] [LOCAL ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt [2025-09-26T23:08:19.977323] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:19.977361] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:19.977392] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:19.977455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:19.998838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:19.999822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:19.999920] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:19.999958] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:20.042556] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:20.042748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:20.042806] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:20.042840] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:20.047102] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=37.05%) [2025-09-26T23:08:20.047481] [INFO ] [FORECASTER] Completed predict_future for OMF [2025-09-26T23:08:20.047691] [INFO ] [sig ] OMF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:20.209256] [INFO ] [LOCAL ] Saved forecast: OMF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OMF.txt [2025-09-26T23:08:20.209561] [WARN ] [sig ] [1338/2043] Failed OMF after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:20.209669] [INFO ] [sig ] [1339/2043] Forecasting OMI... [2025-09-26T23:08:20.209729] [INFO ] [sig ] Generating forecast for: OMI [2025-09-26T23:08:20.209768] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'. [2025-09-26T23:08:20.221843] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OMI'. [2025-09-26T23:08:20.222335] [INFO ] [FORECASTER] Starting predict_future for OMI [2025-09-26T23:08:20.256065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:20.257015] [DEBUG] [LOCAL ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt [2025-09-26T23:08:20.257074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:20.257113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:20.257143] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:20.257202] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:20.275957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:20.276563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:20.276673] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:20.276770] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:20.316286] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:20.316457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:20.316509] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:20.316541] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:20.320152] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: UP (p=95.10%) [2025-09-26T23:08:20.320444] [INFO ] [FORECASTER] Completed predict_future for OMI [2025-09-26T23:08:20.320592] [INFO ] [sig ] OMI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:20.474547] [INFO ] [LOCAL ] Saved forecast: OMI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OMI.txt [2025-09-26T23:08:20.474823] [WARN ] [sig ] [1339/2043] Failed OMI after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:20.474904] [INFO ] [sig ] [1340/2043] Forecasting ONIT... [2025-09-26T23:08:20.474982] [INFO ] [sig ] Generating forecast for: ONIT [2025-09-26T23:08:20.475035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONIT' from 'https://tdm.silogroup.org/data/derivative_storage/ONIT.csv'. [2025-09-26T23:08:20.486112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONIT'. [2025-09-26T23:08:20.486611] [INFO ] [FORECASTER] Starting predict_future for ONIT [2025-09-26T23:08:20.516103] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:20.517016] [DEBUG] [LOCAL ] No optimal features file found for ONIT: ./output/feature-sets/ONIT.txt [2025-09-26T23:08:20.517077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:20.517114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:20.517143] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:20.517201] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:20.535596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:20.536326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:20.536450] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:20.536485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:20.575270] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:20.575428] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:20.575473] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:20.575503] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:20.579581] [DEBUG] [FORECASTER] ONIT: Forecast T+1@11:T+2@11: DOWN (p=40.44%) [2025-09-26T23:08:20.579928] [INFO ] [FORECASTER] Completed predict_future for ONIT [2025-09-26T23:08:20.580123] [INFO ] [sig ] ONIT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:20.748697] [INFO ] [LOCAL ] Saved forecast: ONIT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ONIT.txt [2025-09-26T23:08:20.749014] [WARN ] [sig ] [1340/2043] Failed ONIT after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:20.749097] [INFO ] [sig ] [1341/2043] Forecasting ONL... [2025-09-26T23:08:20.749138] [INFO ] [sig ] Generating forecast for: ONL [2025-09-26T23:08:20.749173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'. [2025-09-26T23:08:20.760343] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONL'. [2025-09-26T23:08:20.760858] [INFO ] [FORECASTER] Starting predict_future for ONL [2025-09-26T23:08:20.788886] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:20.789785] [DEBUG] [LOCAL ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt [2025-09-26T23:08:20.789849] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:20.789888] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:20.789918] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:20.789978] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:20.810892] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:20.811846] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:20.811943] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:20.811980] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:20.851417] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:20.851590] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:20.851636] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:20.851712] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:20.855567] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=87.05%) [2025-09-26T23:08:20.855909] [INFO ] [FORECASTER] Completed predict_future for ONL [2025-09-26T23:08:20.856065] [INFO ] [sig ] ONL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:21.007188] [INFO ] [LOCAL ] Saved forecast: ONL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ONL.txt [2025-09-26T23:08:21.007463] [WARN ] [sig ] [1341/2043] Failed ONL after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:21.007549] [INFO ] [sig ] [1342/2043] Forecasting ONON... [2025-09-26T23:08:21.007591] [INFO ] [sig ] Generating forecast for: ONON [2025-09-26T23:08:21.007627] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'. [2025-09-26T23:08:21.018795] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONON'. [2025-09-26T23:08:21.019181] [INFO ] [FORECASTER] Starting predict_future for ONON [2025-09-26T23:08:21.045893] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:21.046793] [DEBUG] [LOCAL ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt [2025-09-26T23:08:21.046856] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:21.046892] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:21.046921] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:21.046979] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:21.065333] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:21.066120] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:21.066213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:21.066250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:21.103145] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:21.103252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:21.103350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:21.103401] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:21.106961] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=69.36%) [2025-09-26T23:08:21.107258] [INFO ] [FORECASTER] Completed predict_future for ONON [2025-09-26T23:08:21.107405] [INFO ] [sig ] ONON: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:21.254356] [INFO ] [LOCAL ] Saved forecast: ONON 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ONON.txt [2025-09-26T23:08:21.254695] [WARN ] [sig ] [1342/2043] Failed ONON after 0.2s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:21.254763] [INFO ] [sig ] [1343/2043] Forecasting ONTF... [2025-09-26T23:08:21.254798] [INFO ] [sig ] Generating forecast for: ONTF [2025-09-26T23:08:21.254832] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'. [2025-09-26T23:08:21.264955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONTF'. [2025-09-26T23:08:21.265334] [INFO ] [FORECASTER] Starting predict_future for ONTF [2025-09-26T23:08:21.292070] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:21.292900] [DEBUG] [LOCAL ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt [2025-09-26T23:08:21.292957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:21.292993] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:21.293022] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:21.293081] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:21.311662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:21.312446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:21.312537] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:21.312571] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:21.352433] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:21.352615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:21.352692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:21.352742] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:21.356686] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=79.78%) [2025-09-26T23:08:21.357036] [INFO ] [FORECASTER] Completed predict_future for ONTF [2025-09-26T23:08:21.357204] [INFO ] [sig ] ONTF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:21.507856] [INFO ] [LOCAL ] Saved forecast: ONTF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ONTF.txt [2025-09-26T23:08:21.508109] [WARN ] [sig ] [1343/2043] Failed ONTF after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:21.508188] [INFO ] [sig ] [1344/2043] Forecasting ONTO... [2025-09-26T23:08:21.508228] [INFO ] [sig ] Generating forecast for: ONTO [2025-09-26T23:08:21.508263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'. [2025-09-26T23:08:21.519240] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ONTO'. [2025-09-26T23:08:21.519627] [INFO ] [FORECASTER] Starting predict_future for ONTO [2025-09-26T23:08:21.547266] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:21.548117] [DEBUG] [LOCAL ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt [2025-09-26T23:08:21.548174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:21.548209] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:21.548258] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:21.548321] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:21.568507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:21.569504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:21.569603] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:21.569701] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:21.610623] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:21.610817] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:21.610864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:21.610896] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:21.615025] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=13.60%) [2025-09-26T23:08:21.615339] [INFO ] [FORECASTER] Completed predict_future for ONTO [2025-09-26T23:08:21.615501] [INFO ] [sig ] ONTO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:21.771467] [INFO ] [LOCAL ] Saved forecast: ONTO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ONTO.txt [2025-09-26T23:08:21.771764] [WARN ] [sig ] [1344/2043] Failed ONTO after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:21.771856] [INFO ] [sig ] [1345/2043] Forecasting OOMA... [2025-09-26T23:08:21.771897] [INFO ] [sig ] Generating forecast for: OOMA [2025-09-26T23:08:21.771941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'. [2025-09-26T23:08:21.782737] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OOMA'. [2025-09-26T23:08:21.783126] [INFO ] [FORECASTER] Starting predict_future for OOMA [2025-09-26T23:08:21.810847] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:21.811904] [DEBUG] [LOCAL ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt [2025-09-26T23:08:21.811961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:21.811996] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:21.812035] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:21.812320] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:21.832954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:21.833638] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:21.833758] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:21.833797] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:21.871520] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:21.871748] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:21.871824] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:21.871863] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:21.875698] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=24.76%) [2025-09-26T23:08:21.876004] [INFO ] [FORECASTER] Completed predict_future for OOMA [2025-09-26T23:08:21.876152] [INFO ] [sig ] OOMA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:22.034488] [INFO ] [LOCAL ] Saved forecast: OOMA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OOMA.txt [2025-09-26T23:08:22.034813] [WARN ] [sig ] [1345/2043] Failed OOMA after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:22.034900] [INFO ] [sig ] [1346/2043] Forecasting OPAD... [2025-09-26T23:08:22.034941] [INFO ] [sig ] Generating forecast for: OPAD [2025-09-26T23:08:22.034977] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'. [2025-09-26T23:08:22.046460] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OPAD'. [2025-09-26T23:08:22.046875] [INFO ] [FORECASTER] Starting predict_future for OPAD [2025-09-26T23:08:22.075465] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:22.076361] [DEBUG] [LOCAL ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt [2025-09-26T23:08:22.076428] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:22.076520] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:22.076560] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:22.076623] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:22.095752] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:22.096678] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:22.096772] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:22.096807] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:22.139319] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:22.139489] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:22.139533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:22.139563] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:22.143297] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: DOWN (p=26.68%) [2025-09-26T23:08:22.143592] [INFO ] [FORECASTER] Completed predict_future for OPAD [2025-09-26T23:08:22.143775] [INFO ] [sig ] OPAD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:22.308491] [INFO ] [LOCAL ] Saved forecast: OPAD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OPAD.txt [2025-09-26T23:08:22.308956] [WARN ] [sig ] [1346/2043] Failed OPAD after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:22.309053] [INFO ] [sig ] [1347/2043] Forecasting OPFI... [2025-09-26T23:08:22.309093] [INFO ] [sig ] Generating forecast for: OPFI [2025-09-26T23:08:22.309130] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'. [2025-09-26T23:08:22.321213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OPFI'. [2025-09-26T23:08:22.321734] [INFO ] [FORECASTER] Starting predict_future for OPFI [2025-09-26T23:08:22.349240] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:22.350098] [DEBUG] [LOCAL ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt [2025-09-26T23:08:22.350161] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:22.350197] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:22.350227] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:22.350287] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:22.368810] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:22.369467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:22.369561] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:22.369595] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:22.414160] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:22.414336] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:22.414385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:22.414416] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:22.418275] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=98.84%) [2025-09-26T23:08:22.418591] [INFO ] [FORECASTER] Completed predict_future for OPFI [2025-09-26T23:08:22.418794] [INFO ] [sig ] OPFI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:22.564984] [INFO ] [LOCAL ] Saved forecast: OPFI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OPFI.txt [2025-09-26T23:08:22.565296] [WARN ] [sig ] [1347/2043] Failed OPFI after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:22.565374] [INFO ] [sig ] [1348/2043] Forecasting OPP... [2025-09-26T23:08:22.565415] [INFO ] [sig ] Generating forecast for: OPP [2025-09-26T23:08:22.565450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'. [2025-09-26T23:08:22.578480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OPP'. [2025-09-26T23:08:22.578990] [INFO ] [FORECASTER] Starting predict_future for OPP [2025-09-26T23:08:22.607281] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:22.608368] [DEBUG] [LOCAL ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt [2025-09-26T23:08:22.608432] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:22.608473] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:22.608504] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:22.608567] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:22.633386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:22.634321] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:22.634423] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:22.634460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:22.686548] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:22.686760] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:22.686815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:22.686849] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:22.690611] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=42.49%) [2025-09-26T23:08:22.690956] [INFO ] [FORECASTER] Completed predict_future for OPP [2025-09-26T23:08:22.691115] [INFO ] [sig ] OPP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:22.842416] [INFO ] [LOCAL ] Saved forecast: OPP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OPP.txt [2025-09-26T23:08:22.842801] [WARN ] [sig ] [1348/2043] Failed OPP after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:22.842890] [INFO ] [sig ] [1349/2043] Forecasting OR... [2025-09-26T23:08:22.842929] [INFO ] [sig ] Generating forecast for: OR [2025-09-26T23:08:22.842968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OR' from 'https://tdm.silogroup.org/data/derivative_storage/OR.csv'. [2025-09-26T23:08:22.855096] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OR'. [2025-09-26T23:08:22.855558] [INFO ] [FORECASTER] Starting predict_future for OR [2025-09-26T23:08:22.883877] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:22.884715] [DEBUG] [LOCAL ] No optimal features file found for OR: ./output/feature-sets/OR.txt [2025-09-26T23:08:22.884778] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:22.884818] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:22.884849] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:22.884909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:22.906325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:22.907083] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:22.907182] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:22.907218] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:22.957086] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:22.957236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:22.957299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:22.957342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:22.961805] [DEBUG] [FORECASTER] OR: Forecast T+1@11:T+2@11: DOWN (p=4.52%) [2025-09-26T23:08:22.962107] [INFO ] [FORECASTER] Completed predict_future for OR [2025-09-26T23:08:22.962273] [INFO ] [sig ] OR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:23.112941] [INFO ] [LOCAL ] Saved forecast: OR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OR.txt [2025-09-26T23:08:23.113618] [WARN ] [sig ] [1349/2043] Failed OR after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:23.113743] [INFO ] [sig ] [1350/2043] Forecasting ORA... [2025-09-26T23:08:23.113812] [INFO ] [sig ] Generating forecast for: ORA [2025-09-26T23:08:23.113861] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'. [2025-09-26T23:08:23.124812] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ORA'. [2025-09-26T23:08:23.125207] [INFO ] [FORECASTER] Starting predict_future for ORA [2025-09-26T23:08:23.153559] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:23.154484] [DEBUG] [LOCAL ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt [2025-09-26T23:08:23.154549] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:23.154588] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:23.154619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:23.154711] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:23.173597] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:23.174242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:23.174337] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:23.174377] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:23.214406] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:23.214512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:23.214550] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:23.214582] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:23.218069] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=48.78%) [2025-09-26T23:08:23.218359] [INFO ] [FORECASTER] Completed predict_future for ORA [2025-09-26T23:08:23.218511] [INFO ] [sig ] ORA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:23.368816] [INFO ] [LOCAL ] Saved forecast: ORA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ORA.txt [2025-09-26T23:08:23.369128] [WARN ] [sig ] [1350/2043] Failed ORA after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:23.369208] [INFO ] [sig ] [1351/2043] Forecasting ORC... [2025-09-26T23:08:23.369248] [INFO ] [sig ] Generating forecast for: ORC [2025-09-26T23:08:23.369287] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'. [2025-09-26T23:08:23.380728] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ORC'. [2025-09-26T23:08:23.381211] [INFO ] [FORECASTER] Starting predict_future for ORC [2025-09-26T23:08:23.411707] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:23.412949] [DEBUG] [LOCAL ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt [2025-09-26T23:08:23.413013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:23.413051] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:23.413103] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:23.413167] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:23.433709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:23.434795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:23.434936] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:23.435010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:23.476145] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:23.476396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:23.476481] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:23.476554] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:23.481008] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=18.45%) [2025-09-26T23:08:23.481334] [INFO ] [FORECASTER] Completed predict_future for ORC [2025-09-26T23:08:23.481528] [INFO ] [sig ] ORC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:23.648479] [INFO ] [LOCAL ] Saved forecast: ORC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ORC.txt [2025-09-26T23:08:23.648840] [WARN ] [sig ] [1351/2043] Failed ORC after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:23.648953] [INFO ] [sig ] [1352/2043] Forecasting ORN... [2025-09-26T23:08:23.648996] [INFO ] [sig ] Generating forecast for: ORN [2025-09-26T23:08:23.649031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'. [2025-09-26T23:08:23.659507] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ORN'. [2025-09-26T23:08:23.659889] [INFO ] [FORECASTER] Starting predict_future for ORN [2025-09-26T23:08:23.686702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:23.687517] [DEBUG] [LOCAL ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt [2025-09-26T23:08:23.687574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:23.687609] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:23.687637] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:23.687745] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:23.706638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:23.707522] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:23.707618] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:23.707687] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:23.747094] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:23.747288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:23.747336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:23.747368] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:23.751247] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=22.60%) [2025-09-26T23:08:23.751583] [INFO ] [FORECASTER] Completed predict_future for ORN [2025-09-26T23:08:23.751773] [INFO ] [sig ] ORN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:23.908439] [INFO ] [LOCAL ] Saved forecast: ORN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ORN.txt [2025-09-26T23:08:23.908777] [WARN ] [sig ] [1352/2043] Failed ORN after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:23.908868] [INFO ] [sig ] [1353/2043] Forecasting OSCR... [2025-09-26T23:08:23.908911] [INFO ] [sig ] Generating forecast for: OSCR [2025-09-26T23:08:23.908948] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OSCR' from 'https://tdm.silogroup.org/data/derivative_storage/OSCR.csv'. [2025-09-26T23:08:23.919694] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OSCR'. [2025-09-26T23:08:23.920155] [INFO ] [FORECASTER] Starting predict_future for OSCR [2025-09-26T23:08:23.949411] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:23.950357] [DEBUG] [LOCAL ] No optimal features file found for OSCR: ./output/feature-sets/OSCR.txt [2025-09-26T23:08:23.950425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:23.950468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:23.950503] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:23.950578] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:23.970215] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:23.971172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:23.971289] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:23.971346] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:24.012072] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:24.012254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:24.012301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:24.012338] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:24.016540] [DEBUG] [FORECASTER] OSCR: Forecast T+1@11:T+2@11: DOWN (p=4.85%) [2025-09-26T23:08:24.016912] [INFO ] [FORECASTER] Completed predict_future for OSCR [2025-09-26T23:08:24.017105] [INFO ] [sig ] OSCR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:24.173112] [INFO ] [LOCAL ] Saved forecast: OSCR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OSCR.txt [2025-09-26T23:08:24.173346] [WARN ] [sig ] [1353/2043] Failed OSCR after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:24.173437] [INFO ] [sig ] [1354/2043] Forecasting OTIS... [2025-09-26T23:08:24.173516] [INFO ] [sig ] Generating forecast for: OTIS [2025-09-26T23:08:24.173584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'. [2025-09-26T23:08:24.183876] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OTIS'. [2025-09-26T23:08:24.184204] [INFO ] [FORECASTER] Starting predict_future for OTIS [2025-09-26T23:08:24.210986] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:24.211781] [DEBUG] [LOCAL ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt [2025-09-26T23:08:24.211842] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:24.211879] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:24.211907] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:24.211964] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:24.230023] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:24.230581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:24.230708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:24.230764] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:24.275616] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:24.275741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:24.275789] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:24.275823] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:24.279630] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=90.55%) [2025-09-26T23:08:24.279967] [INFO ] [FORECASTER] Completed predict_future for OTIS [2025-09-26T23:08:24.280117] [INFO ] [sig ] OTIS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:24.429706] [INFO ] [LOCAL ] Saved forecast: OTIS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OTIS.txt [2025-09-26T23:08:24.429977] [WARN ] [sig ] [1354/2043] Failed OTIS after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:24.430068] [INFO ] [sig ] [1355/2043] Forecasting OUT... [2025-09-26T23:08:24.430142] [INFO ] [sig ] Generating forecast for: OUT [2025-09-26T23:08:24.430220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OUT' from 'https://tdm.silogroup.org/data/derivative_storage/OUT.csv'. [2025-09-26T23:08:24.440520] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OUT'. [2025-09-26T23:08:24.440873] [INFO ] [FORECASTER] Starting predict_future for OUT [2025-09-26T23:08:24.467488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:24.468253] [DEBUG] [LOCAL ] No optimal features file found for OUT: ./output/feature-sets/OUT.txt [2025-09-26T23:08:24.468310] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:24.468385] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:24.468432] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:24.468494] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:24.486375] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:24.487026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:24.487111] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:24.487146] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:24.542353] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:24.542471] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:24.542517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:24.542552] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:24.550278] [DEBUG] [FORECASTER] OUT: Forecast T+1@11:T+2@11: DOWN (p=25.60%) [2025-09-26T23:08:24.550908] [INFO ] [FORECASTER] Completed predict_future for OUT [2025-09-26T23:08:24.551166] [INFO ] [sig ] OUT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:24.702003] [INFO ] [LOCAL ] Saved forecast: OUT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OUT.txt [2025-09-26T23:08:24.702284] [WARN ] [sig ] [1355/2043] Failed OUT after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:24.702389] [INFO ] [sig ] [1356/2043] Forecasting OVV... [2025-09-26T23:08:24.702464] [INFO ] [sig ] Generating forecast for: OVV [2025-09-26T23:08:24.702539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OVV' from 'https://tdm.silogroup.org/data/derivative_storage/OVV.csv'. [2025-09-26T23:08:24.713504] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OVV'. [2025-09-26T23:08:24.714116] [INFO ] [FORECASTER] Starting predict_future for OVV [2025-09-26T23:08:24.741589] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:24.742411] [DEBUG] [LOCAL ] No optimal features file found for OVV: ./output/feature-sets/OVV.txt [2025-09-26T23:08:24.742469] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:24.742506] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:24.742536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:24.742596] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:24.760991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:24.761630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:24.761757] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:24.761812] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:24.808608] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:24.808744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:24.808815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:24.808851] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:24.812684] [DEBUG] [FORECASTER] OVV: Forecast T+1@11:T+2@11: UP (p=53.35%) [2025-09-26T23:08:24.812994] [INFO ] [FORECASTER] Completed predict_future for OVV [2025-09-26T23:08:24.813137] [INFO ] [sig ] OVV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:24.960994] [INFO ] [LOCAL ] Saved forecast: OVV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OVV.txt [2025-09-26T23:08:24.961205] [WARN ] [sig ] [1356/2043] Failed OVV after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:24.961281] [INFO ] [sig ] [1357/2043] Forecasting OWL... [2025-09-26T23:08:24.961320] [INFO ] [sig ] Generating forecast for: OWL [2025-09-26T23:08:24.961353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'. [2025-09-26T23:08:24.972201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OWL'. [2025-09-26T23:08:24.972527] [INFO ] [FORECASTER] Starting predict_future for OWL [2025-09-26T23:08:24.999815] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:25.000543] [DEBUG] [LOCAL ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt [2025-09-26T23:08:25.000599] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:25.000634] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:25.000706] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:25.000789] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:25.019697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:25.020274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:25.020359] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:25.020393] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:25.063437] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:25.063551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:25.063591] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:25.063624] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:25.067459] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: UP (p=97.93%) [2025-09-26T23:08:25.067812] [INFO ] [FORECASTER] Completed predict_future for OWL [2025-09-26T23:08:25.067967] [INFO ] [sig ] OWL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:25.217054] [INFO ] [LOCAL ] Saved forecast: OWL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/OWL.txt [2025-09-26T23:08:25.217280] [WARN ] [sig ] [1357/2043] Failed OWL after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.9m [2025-09-26T23:08:25.217356] [INFO ] [sig ] [1358/2043] Forecasting OWLT... [2025-09-26T23:08:25.217396] [INFO ] [sig ] Generating forecast for: OWLT [2025-09-26T23:08:25.217430] [DEBUG] [REMOTE ] Fetching historical data for symbol 'OWLT' from 'https://tdm.silogroup.org/data/derivative_storage/OWLT.csv'. [2025-09-26T23:08:25.227343] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'OWLT'. [2025-09-26T23:08:25.227694] [INFO ] [FORECASTER] Starting predict_future for OWLT [2025-09-26T23:08:25.254120] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:25.254895] [DEBUG] [LOCAL ] No optimal features file found for OWLT: ./output/feature-sets/OWLT.txt [2025-09-26T23:08:25.254953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:25.254987] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:25.255033] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:25.255095] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:25.273975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:25.274549] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:25.274639] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:25.274719] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:25.317460] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:25.317566] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:25.317607] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:25.317638] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:25.321436] [DEBUG] [FORECASTER] OWLT: Forecast T+1@11:T+2@11: DOWN (p=12.69%) [2025-09-26T23:08:25.321789] [INFO ] [FORECASTER] Completed predict_future for OWLT [2025-09-26T23:08:25.321949] [INFO ] [sig ] OWLT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:25.475932] [INFO ] [LOCAL ] Saved forecast: OWLT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/OWLT.txt [2025-09-26T23:08:25.476151] [WARN ] [sig ] [1358/2043] Failed OWLT after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.8m [2025-09-26T23:08:25.476228] [INFO ] [sig ] [1359/2043] Forecasting PAAS... [2025-09-26T23:08:25.476268] [INFO ] [sig ] Generating forecast for: PAAS [2025-09-26T23:08:25.476301] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'. [2025-09-26T23:08:25.486862] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAAS'. [2025-09-26T23:08:25.487175] [INFO ] [FORECASTER] Starting predict_future for PAAS [2025-09-26T23:08:25.513993] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:25.514738] [DEBUG] [LOCAL ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt [2025-09-26T23:08:25.514801] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:25.514835] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:25.514880] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:25.514959] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:25.533757] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:25.534329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:25.534422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:25.534457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:25.578728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:25.578834] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:25.578897] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:25.578944] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:25.582790] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=67.64%) [2025-09-26T23:08:25.583092] [INFO ] [FORECASTER] Completed predict_future for PAAS [2025-09-26T23:08:25.583242] [INFO ] [sig ] PAAS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:25.736010] [INFO ] [LOCAL ] Saved forecast: PAAS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PAAS.txt [2025-09-26T23:08:25.736236] [WARN ] [sig ] [1359/2043] Failed PAAS after 0.3s | 4.01 sym/s | Total: 5.6m | ETA: 2.8m [2025-09-26T23:08:25.736314] [INFO ] [sig ] [1360/2043] Forecasting PAC... [2025-09-26T23:08:25.736414] [INFO ] [sig ] Generating forecast for: PAC [2025-09-26T23:08:25.736457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'. [2025-09-26T23:08:25.747210] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAC'. [2025-09-26T23:08:25.747686] [INFO ] [FORECASTER] Starting predict_future for PAC [2025-09-26T23:08:25.774381] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:25.775315] [DEBUG] [LOCAL ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt [2025-09-26T23:08:25.775374] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:25.775410] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:25.775439] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:25.775499] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:25.794270] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:25.795110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:25.795213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:25.795249] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:25.840340] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:25.840440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:25.840480] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:25.840512] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:25.844241] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=73.66%) [2025-09-26T23:08:25.844539] [INFO ] [FORECASTER] Completed predict_future for PAC [2025-09-26T23:08:25.844724] [INFO ] [sig ] PAC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:25.995670] [INFO ] [LOCAL ] Saved forecast: PAC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PAC.txt [2025-09-26T23:08:25.995898] [WARN ] [sig ] [1360/2043] Failed PAC after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:25.995973] [INFO ] [sig ] [1361/2043] Forecasting PACK... [2025-09-26T23:08:25.996012] [INFO ] [sig ] Generating forecast for: PACK [2025-09-26T23:08:25.996049] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'. [2025-09-26T23:08:26.005903] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PACK'. [2025-09-26T23:08:26.006208] [INFO ] [FORECASTER] Starting predict_future for PACK [2025-09-26T23:08:26.033464] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:26.034288] [DEBUG] [LOCAL ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt [2025-09-26T23:08:26.034348] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:26.034384] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:26.034412] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:26.034471] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:26.053401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:26.054095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:26.054191] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:26.054232] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:26.100344] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:26.100446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:26.100487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:26.100518] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:26.104407] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=78.43%) [2025-09-26T23:08:26.104743] [INFO ] [FORECASTER] Completed predict_future for PACK [2025-09-26T23:08:26.104899] [INFO ] [sig ] PACK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:26.252627] [INFO ] [LOCAL ] Saved forecast: PACK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PACK.txt [2025-09-26T23:08:26.252872] [WARN ] [sig ] [1361/2043] Failed PACK after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:26.252949] [INFO ] [sig ] [1362/2043] Forecasting PACS... [2025-09-26T23:08:26.252989] [INFO ] [sig ] Generating forecast for: PACS [2025-09-26T23:08:26.253025] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PACS' from 'https://tdm.silogroup.org/data/derivative_storage/PACS.csv'. [2025-09-26T23:08:26.263975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PACS'. [2025-09-26T23:08:26.264487] [INFO ] [FORECASTER] Starting predict_future for PACS [2025-09-26T23:08:26.293904] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:26.294768] [DEBUG] [LOCAL ] No optimal features file found for PACS: ./output/feature-sets/PACS.txt [2025-09-26T23:08:26.294826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:26.294863] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:26.294893] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:26.294951] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:26.315315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:26.316097] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:26.316189] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:26.316223] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:26.359815] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:26.359966] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:26.360008] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:26.360036] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:26.363633] [DEBUG] [FORECASTER] PACS: Forecast T+1@11:T+2@11: DOWN (p=21.24%) [2025-09-26T23:08:26.363970] [INFO ] [FORECASTER] Completed predict_future for PACS [2025-09-26T23:08:26.364120] [INFO ] [sig ] PACS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:26.515156] [INFO ] [LOCAL ] Saved forecast: PACS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PACS.txt [2025-09-26T23:08:26.515456] [WARN ] [sig ] [1362/2043] Failed PACS after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:26.515546] [INFO ] [sig ] [1363/2043] Forecasting PAG... [2025-09-26T23:08:26.515592] [INFO ] [sig ] Generating forecast for: PAG [2025-09-26T23:08:26.515628] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAG' from 'https://tdm.silogroup.org/data/derivative_storage/PAG.csv'. [2025-09-26T23:08:26.529802] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAG'. [2025-09-26T23:08:26.530435] [INFO ] [FORECASTER] Starting predict_future for PAG [2025-09-26T23:08:26.567337] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:26.568590] [DEBUG] [LOCAL ] No optimal features file found for PAG: ./output/feature-sets/PAG.txt [2025-09-26T23:08:26.568701] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:26.568777] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:26.568885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:26.568999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:26.603273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:26.604085] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:26.604199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:26.604270] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:26.648418] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:26.648560] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:26.648684] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:26.648750] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:26.654381] [DEBUG] [FORECASTER] PAG: Forecast T+1@11:T+2@11: UP (p=64.17%) [2025-09-26T23:08:26.654806] [INFO ] [FORECASTER] Completed predict_future for PAG [2025-09-26T23:08:26.655012] [INFO ] [sig ] PAG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:26.823834] [INFO ] [LOCAL ] Saved forecast: PAG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PAG.txt [2025-09-26T23:08:26.824115] [WARN ] [sig ] [1363/2043] Failed PAG after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:26.824198] [INFO ] [sig ] [1364/2043] Forecasting PAGS... [2025-09-26T23:08:26.824239] [INFO ] [sig ] Generating forecast for: PAGS [2025-09-26T23:08:26.824274] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'. [2025-09-26T23:08:26.829795] [WARN ] [REMOTE ] Historical data not found for symbol 'PAGS' (404). [2025-09-26T23:08:26.830049] [FATAL] [sig ] PAGS: No historical data fetched. [2025-09-26T23:08:26.830158] [WARN ] [sig ] [1364/2043] Failed PAGS after 0.0s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:26.830249] [INFO ] [sig ] [1365/2043] Forecasting PAI... [2025-09-26T23:08:26.830301] [INFO ] [sig ] Generating forecast for: PAI [2025-09-26T23:08:26.830335] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAI' from 'https://tdm.silogroup.org/data/derivative_storage/PAI.csv'. [2025-09-26T23:08:26.839293] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAI'. [2025-09-26T23:08:26.839587] [INFO ] [FORECASTER] Starting predict_future for PAI [2025-09-26T23:08:26.868143] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:26.869361] [DEBUG] [LOCAL ] No optimal features file found for PAI: ./output/feature-sets/PAI.txt [2025-09-26T23:08:26.869439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:26.869517] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:26.869602] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:26.869730] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:26.889565] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:26.890515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:26.890628] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:26.890715] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:26.928201] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:26.928329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:26.928369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:26.928399] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:26.932145] [DEBUG] [FORECASTER] PAI: Forecast T+1@11:T+2@11: DOWN (p=19.17%) [2025-09-26T23:08:26.932431] [INFO ] [FORECASTER] Completed predict_future for PAI [2025-09-26T23:08:26.932574] [INFO ] [sig ] PAI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:27.085059] [INFO ] [LOCAL ] Saved forecast: PAI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PAI.txt [2025-09-26T23:08:27.085310] [WARN ] [sig ] [1365/2043] Failed PAI after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:27.085392] [INFO ] [sig ] [1366/2043] Forecasting PAM... [2025-09-26T23:08:27.085433] [INFO ] [sig ] Generating forecast for: PAM [2025-09-26T23:08:27.085469] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'. [2025-09-26T23:08:27.095810] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAM'. [2025-09-26T23:08:27.096240] [INFO ] [FORECASTER] Starting predict_future for PAM [2025-09-26T23:08:27.124542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:27.125447] [DEBUG] [LOCAL ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt [2025-09-26T23:08:27.125510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:27.125549] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:27.125578] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:27.125636] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:27.145031] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:27.145859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:27.145955] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:27.145994] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:27.188830] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:27.189036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:27.189084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:27.189118] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:27.193630] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: UP (p=59.92%) [2025-09-26T23:08:27.193987] [INFO ] [FORECASTER] Completed predict_future for PAM [2025-09-26T23:08:27.194145] [INFO ] [sig ] PAM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:27.343257] [INFO ] [LOCAL ] Saved forecast: PAM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PAM.txt [2025-09-26T23:08:27.343492] [WARN ] [sig ] [1366/2043] Failed PAM after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:27.343567] [INFO ] [sig ] [1367/2043] Forecasting PAR... [2025-09-26T23:08:27.343608] [INFO ] [sig ] Generating forecast for: PAR [2025-09-26T23:08:27.343668] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAR' from 'https://tdm.silogroup.org/data/derivative_storage/PAR.csv'. [2025-09-26T23:08:27.353263] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAR'. [2025-09-26T23:08:27.353572] [INFO ] [FORECASTER] Starting predict_future for PAR [2025-09-26T23:08:27.379457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:27.380251] [DEBUG] [LOCAL ] No optimal features file found for PAR: ./output/feature-sets/PAR.txt [2025-09-26T23:08:27.380312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:27.380348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:27.380377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:27.380449] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:27.398323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:27.398942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:27.399028] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:27.399062] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:27.430787] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:27.430948] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:27.431026] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:27.431058] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:27.436069] [DEBUG] [FORECASTER] PAR: Forecast T+1@11:T+2@11: DOWN (p=1.97%) [2025-09-26T23:08:27.436393] [INFO ] [FORECASTER] Completed predict_future for PAR [2025-09-26T23:08:27.436552] [INFO ] [sig ] PAR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:27.583616] [INFO ] [LOCAL ] Saved forecast: PAR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PAR.txt [2025-09-26T23:08:27.583925] [WARN ] [sig ] [1367/2043] Failed PAR after 0.2s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:27.584009] [INFO ] [sig ] [1368/2043] Forecasting PARR... [2025-09-26T23:08:27.584049] [INFO ] [sig ] Generating forecast for: PARR [2025-09-26T23:08:27.584084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PARR' from 'https://tdm.silogroup.org/data/derivative_storage/PARR.csv'. [2025-09-26T23:08:27.595265] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PARR'. [2025-09-26T23:08:27.595639] [INFO ] [FORECASTER] Starting predict_future for PARR [2025-09-26T23:08:27.622741] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:27.623491] [DEBUG] [LOCAL ] No optimal features file found for PARR: ./output/feature-sets/PARR.txt [2025-09-26T23:08:27.623552] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:27.623587] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:27.623616] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:27.623701] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:27.642907] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:27.643518] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:27.643616] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:27.643691] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:27.680162] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:27.680259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:27.680297] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:27.680326] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:27.683574] [DEBUG] [FORECASTER] PARR: Forecast T+1@11:T+2@11: UP (p=62.35%) [2025-09-26T23:08:27.683883] [INFO ] [FORECASTER] Completed predict_future for PARR [2025-09-26T23:08:27.684047] [INFO ] [sig ] PARR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:27.835077] [INFO ] [LOCAL ] Saved forecast: PARR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PARR.txt [2025-09-26T23:08:27.835334] [WARN ] [sig ] [1368/2043] Failed PARR after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:27.835410] [INFO ] [sig ] [1369/2043] Forecasting PATH... [2025-09-26T23:08:27.835450] [INFO ] [sig ] Generating forecast for: PATH [2025-09-26T23:08:27.835484] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'. [2025-09-26T23:08:27.847433] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PATH'. [2025-09-26T23:08:27.847868] [INFO ] [FORECASTER] Starting predict_future for PATH [2025-09-26T23:08:27.874540] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:27.875486] [DEBUG] [LOCAL ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt [2025-09-26T23:08:27.875545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:27.875581] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:27.875611] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:27.875692] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:27.894172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:27.894954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:27.895042] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:27.895077] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:27.931227] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:27.931395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:27.931461] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:27.931495] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:27.935366] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=42.73%) [2025-09-26T23:08:27.935698] [INFO ] [FORECASTER] Completed predict_future for PATH [2025-09-26T23:08:27.935854] [INFO ] [sig ] PATH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:28.091744] [INFO ] [LOCAL ] Saved forecast: PATH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PATH.txt [2025-09-26T23:08:28.092016] [WARN ] [sig ] [1369/2043] Failed PATH after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:28.092096] [INFO ] [sig ] [1370/2043] Forecasting PAXS... [2025-09-26T23:08:28.092135] [INFO ] [sig ] Generating forecast for: PAXS [2025-09-26T23:08:28.092170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'. [2025-09-26T23:08:28.102502] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAXS'. [2025-09-26T23:08:28.102894] [INFO ] [FORECASTER] Starting predict_future for PAXS [2025-09-26T23:08:28.129294] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:28.130157] [DEBUG] [LOCAL ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt [2025-09-26T23:08:28.130219] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:28.130255] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:28.130285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:28.130343] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:28.148517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:28.149365] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:28.149456] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:28.149491] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:28.181795] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:28.181931] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:28.181971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:28.182003] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:28.185444] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: UP (p=98.73%) [2025-09-26T23:08:28.185794] [INFO ] [FORECASTER] Completed predict_future for PAXS [2025-09-26T23:08:28.185938] [INFO ] [sig ] PAXS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:28.338112] [INFO ] [LOCAL ] Saved forecast: PAXS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PAXS.txt [2025-09-26T23:08:28.338390] [WARN ] [sig ] [1370/2043] Failed PAXS after 0.2s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:28.338472] [INFO ] [sig ] [1371/2043] Forecasting PAY... [2025-09-26T23:08:28.338512] [INFO ] [sig ] Generating forecast for: PAY [2025-09-26T23:08:28.338546] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'. [2025-09-26T23:08:28.349109] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAY'. [2025-09-26T23:08:28.349463] [INFO ] [FORECASTER] Starting predict_future for PAY [2025-09-26T23:08:28.377904] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:28.378629] [DEBUG] [LOCAL ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt [2025-09-26T23:08:28.378710] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:28.378751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:28.378796] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:28.378856] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:28.397177] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:28.397785] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:28.397876] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:28.397912] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:28.435816] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:28.435977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:28.436021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:28.436051] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:28.439839] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=77.76%) [2025-09-26T23:08:28.440124] [INFO ] [FORECASTER] Completed predict_future for PAY [2025-09-26T23:08:28.440272] [INFO ] [sig ] PAY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:28.589491] [INFO ] [LOCAL ] Saved forecast: PAY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PAY.txt [2025-09-26T23:08:28.589809] [WARN ] [sig ] [1371/2043] Failed PAY after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:28.589908] [INFO ] [sig ] [1372/2043] Forecasting PAYC... [2025-09-26T23:08:28.589961] [INFO ] [sig ] Generating forecast for: PAYC [2025-09-26T23:08:28.590009] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'. [2025-09-26T23:08:28.601252] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PAYC'. [2025-09-26T23:08:28.601670] [INFO ] [FORECASTER] Starting predict_future for PAYC [2025-09-26T23:08:28.628636] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:28.629477] [DEBUG] [LOCAL ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt [2025-09-26T23:08:28.629539] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:28.629577] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:28.629608] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:28.629687] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:28.649320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:28.650318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:28.650416] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:28.650451] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:28.690454] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:28.690638] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:28.690728] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:28.690764] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:28.694528] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=4.58%) [2025-09-26T23:08:28.694893] [INFO ] [FORECASTER] Completed predict_future for PAYC [2025-09-26T23:08:28.695063] [INFO ] [sig ] PAYC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:28.848449] [INFO ] [LOCAL ] Saved forecast: PAYC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PAYC.txt [2025-09-26T23:08:28.848748] [WARN ] [sig ] [1372/2043] Failed PAYC after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:28.848834] [INFO ] [sig ] [1373/2043] Forecasting PB... [2025-09-26T23:08:28.848876] [INFO ] [sig ] Generating forecast for: PB [2025-09-26T23:08:28.848911] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'. [2025-09-26T23:08:28.853786] [WARN ] [REMOTE ] Historical data not found for symbol 'PB' (404). [2025-09-26T23:08:28.854014] [FATAL] [sig ] PB: No historical data fetched. [2025-09-26T23:08:28.854113] [WARN ] [sig ] [1373/2043] Failed PB after 0.0s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:28.854186] [INFO ] [sig ] [1374/2043] Forecasting PBA... [2025-09-26T23:08:28.854226] [INFO ] [sig ] Generating forecast for: PBA [2025-09-26T23:08:28.854258] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'. [2025-09-26T23:08:28.864094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBA'. [2025-09-26T23:08:28.864440] [INFO ] [FORECASTER] Starting predict_future for PBA [2025-09-26T23:08:28.891732] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:28.892623] [DEBUG] [LOCAL ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt [2025-09-26T23:08:28.892709] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:28.892755] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:28.892787] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:28.892847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:28.911765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:28.912616] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:28.912751] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:28.912794] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:28.949113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:28.949284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:28.949327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:28.949357] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:28.952968] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=13.68%) [2025-09-26T23:08:28.953254] [INFO ] [FORECASTER] Completed predict_future for PBA [2025-09-26T23:08:28.953397] [INFO ] [sig ] PBA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:29.104209] [INFO ] [LOCAL ] Saved forecast: PBA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PBA.txt [2025-09-26T23:08:29.104438] [WARN ] [sig ] [1374/2043] Failed PBA after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:29.104513] [INFO ] [sig ] [1375/2043] Forecasting PBF... [2025-09-26T23:08:29.104554] [INFO ] [sig ] Generating forecast for: PBF [2025-09-26T23:08:29.104587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'. [2025-09-26T23:08:29.114547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBF'. [2025-09-26T23:08:29.114882] [INFO ] [FORECASTER] Starting predict_future for PBF [2025-09-26T23:08:29.141436] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:29.142195] [DEBUG] [LOCAL ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt [2025-09-26T23:08:29.142252] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:29.142335] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:29.142374] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:29.142433] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:29.160959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:29.161499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:29.161583] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:29.161616] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:29.199870] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:29.199965] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:29.200022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:29.200055] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:29.203573] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=85.94%) [2025-09-26T23:08:29.203903] [INFO ] [FORECASTER] Completed predict_future for PBF [2025-09-26T23:08:29.204068] [INFO ] [sig ] PBF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:29.355786] [INFO ] [LOCAL ] Saved forecast: PBF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PBF.txt [2025-09-26T23:08:29.356016] [WARN ] [sig ] [1375/2043] Failed PBF after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:29.356102] [INFO ] [sig ] [1376/2043] Forecasting PBH... [2025-09-26T23:08:29.356160] [INFO ] [sig ] Generating forecast for: PBH [2025-09-26T23:08:29.356197] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'. [2025-09-26T23:08:29.366930] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBH'. [2025-09-26T23:08:29.367321] [INFO ] [FORECASTER] Starting predict_future for PBH [2025-09-26T23:08:29.396794] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:29.398103] [DEBUG] [LOCAL ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt [2025-09-26T23:08:29.398198] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:29.398276] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:29.398349] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:29.398464] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:29.419955] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:29.420807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:29.420900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:29.420937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:29.456830] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:29.456998] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:29.457045] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:29.457075] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:29.461037] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=19.82%) [2025-09-26T23:08:29.461359] [INFO ] [FORECASTER] Completed predict_future for PBH [2025-09-26T23:08:29.461516] [INFO ] [sig ] PBH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:29.634104] [INFO ] [LOCAL ] Saved forecast: PBH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PBH.txt [2025-09-26T23:08:29.634389] [WARN ] [sig ] [1376/2043] Failed PBH after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:29.634470] [INFO ] [sig ] [1377/2043] Forecasting PBI... [2025-09-26T23:08:29.634512] [INFO ] [sig ] Generating forecast for: PBI [2025-09-26T23:08:29.634548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'. [2025-09-26T23:08:29.644963] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBI'. [2025-09-26T23:08:29.645390] [INFO ] [FORECASTER] Starting predict_future for PBI [2025-09-26T23:08:29.672459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:29.673387] [DEBUG] [LOCAL ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt [2025-09-26T23:08:29.673447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:29.673486] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:29.673537] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:29.673607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:29.693029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:29.693925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:29.694020] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:29.694056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:29.730052] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:29.730255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:29.730324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:29.730377] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:29.734430] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=93.46%) [2025-09-26T23:08:29.734807] [INFO ] [FORECASTER] Completed predict_future for PBI [2025-09-26T23:08:29.734965] [INFO ] [sig ] PBI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:29.891695] [INFO ] [LOCAL ] Saved forecast: PBI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PBI.txt [2025-09-26T23:08:29.891981] [WARN ] [sig ] [1377/2043] Failed PBI after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:29.892064] [INFO ] [sig ] [1378/2043] Forecasting PBR... [2025-09-26T23:08:29.892105] [INFO ] [sig ] Generating forecast for: PBR [2025-09-26T23:08:29.892143] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBR' from 'https://tdm.silogroup.org/data/derivative_storage/PBR.csv'. [2025-09-26T23:08:29.902916] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBR'. [2025-09-26T23:08:29.903323] [INFO ] [FORECASTER] Starting predict_future for PBR [2025-09-26T23:08:29.931156] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:29.932078] [DEBUG] [LOCAL ] No optimal features file found for PBR: ./output/feature-sets/PBR.txt [2025-09-26T23:08:29.932140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:29.932178] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:29.932209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:29.932274] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:29.950900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:29.951596] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:29.951716] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:29.951767] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:29.989274] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:29.989454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:29.989499] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:29.989530] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:29.994352] [DEBUG] [FORECASTER] PBR: Forecast T+1@11:T+2@11: DOWN (p=2.08%) [2025-09-26T23:08:29.994681] [INFO ] [FORECASTER] Completed predict_future for PBR [2025-09-26T23:08:29.994848] [INFO ] [sig ] PBR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:30.153099] [INFO ] [LOCAL ] Saved forecast: PBR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PBR.txt [2025-09-26T23:08:30.153359] [WARN ] [sig ] [1378/2043] Failed PBR after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:30.153441] [INFO ] [sig ] [1379/2043] Forecasting PBT... [2025-09-26T23:08:30.153481] [INFO ] [sig ] Generating forecast for: PBT [2025-09-26T23:08:30.153515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PBT' from 'https://tdm.silogroup.org/data/derivative_storage/PBT.csv'. [2025-09-26T23:08:30.164138] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PBT'. [2025-09-26T23:08:30.164614] [INFO ] [FORECASTER] Starting predict_future for PBT [2025-09-26T23:08:30.193283] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:30.194147] [DEBUG] [LOCAL ] No optimal features file found for PBT: ./output/feature-sets/PBT.txt [2025-09-26T23:08:30.194204] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:30.194240] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:30.194271] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:30.194331] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:30.214091] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:30.214704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:30.214794] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:30.214829] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:30.256502] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:30.256615] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:30.256682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:30.256731] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:30.260071] [DEBUG] [FORECASTER] PBT: Forecast T+1@11:T+2@11: DOWN (p=25.17%) [2025-09-26T23:08:30.260345] [INFO ] [FORECASTER] Completed predict_future for PBT [2025-09-26T23:08:30.260481] [INFO ] [sig ] PBT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:30.423012] [INFO ] [LOCAL ] Saved forecast: PBT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PBT.txt [2025-09-26T23:08:30.423309] [WARN ] [sig ] [1379/2043] Failed PBT after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:30.423401] [INFO ] [sig ] [1380/2043] Forecasting PCF... [2025-09-26T23:08:30.423445] [INFO ] [sig ] Generating forecast for: PCF [2025-09-26T23:08:30.423489] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'. [2025-09-26T23:08:30.434446] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCF'. [2025-09-26T23:08:30.434872] [INFO ] [FORECASTER] Starting predict_future for PCF [2025-09-26T23:08:30.464421] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:30.465522] [DEBUG] [LOCAL ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt [2025-09-26T23:08:30.465586] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:30.465622] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:30.465685] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:30.465764] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:30.487042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:30.487972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:30.488068] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:30.488106] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:30.530060] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:30.530246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:30.530293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:30.530325] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:30.534446] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=13.75%) [2025-09-26T23:08:30.534874] [INFO ] [FORECASTER] Completed predict_future for PCF [2025-09-26T23:08:30.535042] [INFO ] [sig ] PCF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:30.686490] [INFO ] [LOCAL ] Saved forecast: PCF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PCF.txt [2025-09-26T23:08:30.686784] [WARN ] [sig ] [1380/2043] Failed PCF after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.8m [2025-09-26T23:08:30.686869] [INFO ] [sig ] [1381/2043] Forecasting PCM... [2025-09-26T23:08:30.686909] [INFO ] [sig ] Generating forecast for: PCM [2025-09-26T23:08:30.686943] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'. [2025-09-26T23:08:30.697710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCM'. [2025-09-26T23:08:30.698123] [INFO ] [FORECASTER] Starting predict_future for PCM [2025-09-26T23:08:30.725075] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:30.725930] [DEBUG] [LOCAL ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt [2025-09-26T23:08:30.726010] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:30.726056] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:30.726087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:30.726146] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:30.744262] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:30.744948] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:30.745059] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:30.745094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:30.782624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:30.782796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:30.782842] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:30.782873] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:30.786470] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=61.07%) [2025-09-26T23:08:30.786813] [INFO ] [FORECASTER] Completed predict_future for PCM [2025-09-26T23:08:30.787011] [INFO ] [sig ] PCM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:30.934462] [INFO ] [LOCAL ] Saved forecast: PCM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PCM.txt [2025-09-26T23:08:30.934761] [WARN ] [sig ] [1381/2043] Failed PCM after 0.2s | 4.01 sym/s | Total: 5.7m | ETA: 2.7m [2025-09-26T23:08:30.934846] [INFO ] [sig ] [1382/2043] Forecasting PCN... [2025-09-26T23:08:30.934886] [INFO ] [sig ] Generating forecast for: PCN [2025-09-26T23:08:30.934921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'. [2025-09-26T23:08:30.945125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCN'. [2025-09-26T23:08:30.945426] [INFO ] [FORECASTER] Starting predict_future for PCN [2025-09-26T23:08:30.971415] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:30.972265] [DEBUG] [LOCAL ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt [2025-09-26T23:08:30.972326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:30.972365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:30.972403] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:30.972465] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:30.990626] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:30.991353] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:30.991450] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:30.991484] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:31.028831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:31.029003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:31.029086] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:31.029119] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:31.032810] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=98.72%) [2025-09-26T23:08:31.033111] [INFO ] [FORECASTER] Completed predict_future for PCN [2025-09-26T23:08:31.033257] [INFO ] [sig ] PCN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:31.183555] [INFO ] [LOCAL ] Saved forecast: PCN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PCN.txt [2025-09-26T23:08:31.183979] [WARN ] [sig ] [1382/2043] Failed PCN after 0.2s | 4.01 sym/s | Total: 5.7m | ETA: 2.7m [2025-09-26T23:08:31.184066] [INFO ] [sig ] [1383/2043] Forecasting PCOR... [2025-09-26T23:08:31.184106] [INFO ] [sig ] Generating forecast for: PCOR [2025-09-26T23:08:31.184142] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCOR' from 'https://tdm.silogroup.org/data/derivative_storage/PCOR.csv'. [2025-09-26T23:08:31.198552] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCOR'. [2025-09-26T23:08:31.199113] [INFO ] [FORECASTER] Starting predict_future for PCOR [2025-09-26T23:08:31.235472] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:31.236564] [DEBUG] [LOCAL ] No optimal features file found for PCOR: ./output/feature-sets/PCOR.txt [2025-09-26T23:08:31.236635] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:31.236725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:31.236768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:31.236851] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:31.261763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:31.262477] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:31.262590] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:31.262631] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:31.303351] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:31.303461] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:31.303497] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:31.303525] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:31.306892] [DEBUG] [FORECASTER] PCOR: Forecast T+1@11:T+2@11: UP (p=90.65%) [2025-09-26T23:08:31.307177] [INFO ] [FORECASTER] Completed predict_future for PCOR [2025-09-26T23:08:31.307333] [INFO ] [sig ] PCOR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:31.455068] [INFO ] [LOCAL ] Saved forecast: PCOR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PCOR.txt [2025-09-26T23:08:31.455424] [WARN ] [sig ] [1383/2043] Failed PCOR after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.7m [2025-09-26T23:08:31.455514] [INFO ] [sig ] [1384/2043] Forecasting PCQ... [2025-09-26T23:08:31.455555] [INFO ] [sig ] Generating forecast for: PCQ [2025-09-26T23:08:31.455590] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'. [2025-09-26T23:08:31.466078] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PCQ'. [2025-09-26T23:08:31.466412] [INFO ] [FORECASTER] Starting predict_future for PCQ [2025-09-26T23:08:31.492874] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:31.493587] [DEBUG] [LOCAL ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt [2025-09-26T23:08:31.493664] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:31.493724] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:31.493756] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:31.493830] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:31.511918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:31.512472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:31.512555] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:31.512589] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:31.557906] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:31.558016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:31.558059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:31.558134] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:31.562017] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=30.22%) [2025-09-26T23:08:31.562326] [INFO ] [FORECASTER] Completed predict_future for PCQ [2025-09-26T23:08:31.562491] [INFO ] [sig ] PCQ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:31.709861] [INFO ] [LOCAL ] Saved forecast: PCQ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PCQ.txt [2025-09-26T23:08:31.710136] [WARN ] [sig ] [1384/2043] Failed PCQ after 0.3s | 4.01 sym/s | Total: 5.7m | ETA: 2.7m [2025-09-26T23:08:31.710212] [INFO ] [sig ] [1385/2043] Forecasting PD... [2025-09-26T23:08:31.710251] [INFO ] [sig ] Generating forecast for: PD [2025-09-26T23:08:31.710290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'. [2025-09-26T23:08:31.720999] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PD'. [2025-09-26T23:08:31.721354] [INFO ] [FORECASTER] Starting predict_future for PD [2025-09-26T23:08:31.748825] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:31.749607] [DEBUG] [LOCAL ] No optimal features file found for PD: ./output/feature-sets/PD.txt [2025-09-26T23:08:31.749689] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:31.749736] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:31.749766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:31.749829] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:31.767437] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:31.768032] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:31.768118] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:31.768153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:31.823423] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:31.823529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:31.823570] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:31.823603] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:31.827870] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=82.35%) [2025-09-26T23:08:31.828174] [INFO ] [FORECASTER] Completed predict_future for PD [2025-09-26T23:08:31.828327] [INFO ] [sig ] PD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:31.976189] [INFO ] [LOCAL ] Saved forecast: PD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PD.txt [2025-09-26T23:08:31.976486] [WARN ] [sig ] [1385/2043] Failed PD after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:31.976569] [INFO ] [sig ] [1386/2043] Forecasting PDI... [2025-09-26T23:08:31.976609] [INFO ] [sig ] Generating forecast for: PDI [2025-09-26T23:08:31.976666] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'. [2025-09-26T23:08:31.988973] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDI'. [2025-09-26T23:08:31.989553] [INFO ] [FORECASTER] Starting predict_future for PDI [2025-09-26T23:08:32.018568] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:32.019666] [DEBUG] [LOCAL ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt [2025-09-26T23:08:32.019731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:32.019773] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:32.019803] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:32.019865] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:32.040422] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:32.041287] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:32.041391] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:32.041427] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:32.078065] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:32.078263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:32.078319] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:32.078352] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:32.082327] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=92.80%) [2025-09-26T23:08:32.082634] [INFO ] [FORECASTER] Completed predict_future for PDI [2025-09-26T23:08:32.082831] [INFO ] [sig ] PDI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:32.240741] [INFO ] [LOCAL ] Saved forecast: PDI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PDI.txt [2025-09-26T23:08:32.241151] [WARN ] [sig ] [1386/2043] Failed PDI after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:32.241239] [INFO ] [sig ] [1387/2043] Forecasting PDM... [2025-09-26T23:08:32.241281] [INFO ] [sig ] Generating forecast for: PDM [2025-09-26T23:08:32.241319] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'. [2025-09-26T23:08:32.253986] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDM'. [2025-09-26T23:08:32.254436] [INFO ] [FORECASTER] Starting predict_future for PDM [2025-09-26T23:08:32.281404] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:32.282170] [DEBUG] [LOCAL ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt [2025-09-26T23:08:32.282231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:32.282267] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:32.282294] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:32.282354] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:32.300525] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:32.301121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:32.301206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:32.301241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:32.343488] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:32.343582] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:32.343620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:32.343679] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:32.347015] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=87.02%) [2025-09-26T23:08:32.347290] [INFO ] [FORECASTER] Completed predict_future for PDM [2025-09-26T23:08:32.347439] [INFO ] [sig ] PDM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:32.497185] [INFO ] [LOCAL ] Saved forecast: PDM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PDM.txt [2025-09-26T23:08:32.497478] [WARN ] [sig ] [1387/2043] Failed PDM after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:32.497557] [INFO ] [sig ] [1388/2043] Forecasting PDO... [2025-09-26T23:08:32.497598] [INFO ] [sig ] Generating forecast for: PDO [2025-09-26T23:08:32.497632] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'. [2025-09-26T23:08:32.508593] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDO'. [2025-09-26T23:08:32.508923] [INFO ] [FORECASTER] Starting predict_future for PDO [2025-09-26T23:08:32.536408] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:32.537160] [DEBUG] [LOCAL ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt [2025-09-26T23:08:32.537217] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:32.537251] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:32.537279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:32.537337] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:32.556414] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:32.557046] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:32.557134] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:32.557169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:32.600113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:32.600205] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:32.600241] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:32.600269] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:32.603607] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: UP (p=93.05%) [2025-09-26T23:08:32.603928] [INFO ] [FORECASTER] Completed predict_future for PDO [2025-09-26T23:08:32.604080] [INFO ] [sig ] PDO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:32.750741] [INFO ] [LOCAL ] Saved forecast: PDO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PDO.txt [2025-09-26T23:08:32.751009] [WARN ] [sig ] [1388/2043] Failed PDO after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:32.751093] [INFO ] [sig ] [1389/2043] Forecasting PDS... [2025-09-26T23:08:32.751132] [INFO ] [sig ] Generating forecast for: PDS [2025-09-26T23:08:32.751182] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'. [2025-09-26T23:08:32.764563] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDS'. [2025-09-26T23:08:32.765114] [INFO ] [FORECASTER] Starting predict_future for PDS [2025-09-26T23:08:32.794999] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:32.795907] [DEBUG] [LOCAL ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt [2025-09-26T23:08:32.795968] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:32.796005] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:32.796035] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:32.796102] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:32.816686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:32.817900] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:32.818007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:32.818046] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:32.857777] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:32.857984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:32.858032] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:32.858081] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:32.862174] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=2.47%) [2025-09-26T23:08:32.862511] [INFO ] [FORECASTER] Completed predict_future for PDS [2025-09-26T23:08:32.862731] [INFO ] [sig ] PDS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:33.020200] [INFO ] [LOCAL ] Saved forecast: PDS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PDS.txt [2025-09-26T23:08:33.020618] [WARN ] [sig ] [1389/2043] Failed PDS after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:33.020727] [INFO ] [sig ] [1390/2043] Forecasting PDT... [2025-09-26T23:08:33.020768] [INFO ] [sig ] Generating forecast for: PDT [2025-09-26T23:08:33.020803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDT' from 'https://tdm.silogroup.org/data/derivative_storage/PDT.csv'. [2025-09-26T23:08:33.033431] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDT'. [2025-09-26T23:08:33.033968] [INFO ] [FORECASTER] Starting predict_future for PDT [2025-09-26T23:08:33.065013] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:33.065946] [DEBUG] [LOCAL ] No optimal features file found for PDT: ./output/feature-sets/PDT.txt [2025-09-26T23:08:33.066018] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:33.066057] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:33.066087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:33.066149] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:33.084517] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:33.085283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:33.085381] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:33.085417] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:33.124529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:33.124724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:33.124784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:33.124818] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:33.128921] [DEBUG] [FORECASTER] PDT: Forecast T+1@11:T+2@11: DOWN (p=3.16%) [2025-09-26T23:08:33.129236] [INFO ] [FORECASTER] Completed predict_future for PDT [2025-09-26T23:08:33.129395] [INFO ] [sig ] PDT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:33.288822] [INFO ] [LOCAL ] Saved forecast: PDT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PDT.txt [2025-09-26T23:08:33.289147] [WARN ] [sig ] [1390/2043] Failed PDT after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:33.289234] [INFO ] [sig ] [1391/2043] Forecasting PDX... [2025-09-26T23:08:33.289276] [INFO ] [sig ] Generating forecast for: PDX [2025-09-26T23:08:33.289312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'. [2025-09-26T23:08:33.300681] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PDX'. [2025-09-26T23:08:33.301122] [INFO ] [FORECASTER] Starting predict_future for PDX [2025-09-26T23:08:33.328232] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:33.329209] [DEBUG] [LOCAL ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt [2025-09-26T23:08:33.329276] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:33.329314] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:33.329344] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:33.329406] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:33.348299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:33.348952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:33.349040] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:33.349075] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:33.387608] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:33.387743] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:33.387790] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:33.387822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:33.391218] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: UP (p=90.95%) [2025-09-26T23:08:33.391499] [INFO ] [FORECASTER] Completed predict_future for PDX [2025-09-26T23:08:33.391671] [INFO ] [sig ] PDX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:33.557552] [INFO ] [LOCAL ] Saved forecast: PDX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PDX.txt [2025-09-26T23:08:33.557841] [WARN ] [sig ] [1391/2043] Failed PDX after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:33.557928] [INFO ] [sig ] [1392/2043] Forecasting PEB... [2025-09-26T23:08:33.557969] [INFO ] [sig ] Generating forecast for: PEB [2025-09-26T23:08:33.558003] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'. [2025-09-26T23:08:33.568775] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PEB'. [2025-09-26T23:08:33.569073] [INFO ] [FORECASTER] Starting predict_future for PEB [2025-09-26T23:08:33.595097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:33.595931] [DEBUG] [LOCAL ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt [2025-09-26T23:08:33.595993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:33.596030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:33.596058] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:33.596181] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:33.614622] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:33.615213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:33.615297] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:33.615331] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:33.654615] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:33.654747] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:33.654793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:33.654824] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:33.658271] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=36.71%) [2025-09-26T23:08:33.658544] [INFO ] [FORECASTER] Completed predict_future for PEB [2025-09-26T23:08:33.658718] [INFO ] [sig ] PEB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:33.810279] [INFO ] [LOCAL ] Saved forecast: PEB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PEB.txt [2025-09-26T23:08:33.810499] [WARN ] [sig ] [1392/2043] Failed PEB after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:33.810580] [INFO ] [sig ] [1393/2043] Forecasting PEN... [2025-09-26T23:08:33.810620] [INFO ] [sig ] Generating forecast for: PEN [2025-09-26T23:08:33.810686] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'. [2025-09-26T23:08:33.821388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PEN'. [2025-09-26T23:08:33.821741] [INFO ] [FORECASTER] Starting predict_future for PEN [2025-09-26T23:08:33.849980] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:33.851025] [DEBUG] [LOCAL ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt [2025-09-26T23:08:33.851103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:33.851154] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:33.851196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:33.851281] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:33.873128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:33.874012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:33.874112] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:33.874150] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:33.915577] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:33.915790] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:33.915853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:33.915887] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:33.919981] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=2.61%) [2025-09-26T23:08:33.920364] [INFO ] [FORECASTER] Completed predict_future for PEN [2025-09-26T23:08:33.920528] [INFO ] [sig ] PEN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:34.077027] [INFO ] [LOCAL ] Saved forecast: PEN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PEN.txt [2025-09-26T23:08:34.077260] [WARN ] [sig ] [1393/2043] Failed PEN after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:34.077337] [INFO ] [sig ] [1394/2043] Forecasting PEO... [2025-09-26T23:08:34.077377] [INFO ] [sig ] Generating forecast for: PEO [2025-09-26T23:08:34.077412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'. [2025-09-26T23:08:34.089019] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PEO'. [2025-09-26T23:08:34.089509] [INFO ] [FORECASTER] Starting predict_future for PEO [2025-09-26T23:08:34.118087] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:34.118998] [DEBUG] [LOCAL ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt [2025-09-26T23:08:34.119060] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:34.119098] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:34.119128] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:34.119188] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:34.140415] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:34.141264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:34.141369] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:34.141410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:34.184303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:34.184504] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:34.184562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:34.184596] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:34.188920] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=55.15%) [2025-09-26T23:08:34.189271] [INFO ] [FORECASTER] Completed predict_future for PEO [2025-09-26T23:08:34.189432] [INFO ] [sig ] PEO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:34.352489] [INFO ] [LOCAL ] Saved forecast: PEO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PEO.txt [2025-09-26T23:08:34.352797] [WARN ] [sig ] [1394/2043] Failed PEO after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:34.352892] [INFO ] [sig ] [1395/2043] Forecasting PERF... [2025-09-26T23:08:34.352935] [INFO ] [sig ] Generating forecast for: PERF [2025-09-26T23:08:34.352971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'. [2025-09-26T23:08:34.365333] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PERF'. [2025-09-26T23:08:34.365757] [INFO ] [FORECASTER] Starting predict_future for PERF [2025-09-26T23:08:34.393975] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:34.394823] [DEBUG] [LOCAL ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt [2025-09-26T23:08:34.394918] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:34.394963] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:34.394995] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:34.395055] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:34.414166] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:34.414772] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:34.414859] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:34.414894] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:34.453721] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:34.453918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:34.453969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:34.454001] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:34.457875] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=84.05%) [2025-09-26T23:08:34.458165] [INFO ] [FORECASTER] Completed predict_future for PERF [2025-09-26T23:08:34.458353] [INFO ] [sig ] PERF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:34.618397] [INFO ] [LOCAL ] Saved forecast: PERF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PERF.txt [2025-09-26T23:08:34.618722] [WARN ] [sig ] [1395/2043] Failed PERF after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:34.618815] [INFO ] [sig ] [1396/2043] Forecasting PFD... [2025-09-26T23:08:34.618862] [INFO ] [sig ] Generating forecast for: PFD [2025-09-26T23:08:34.618899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'. [2025-09-26T23:08:34.630047] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFD'. [2025-09-26T23:08:34.630434] [INFO ] [FORECASTER] Starting predict_future for PFD [2025-09-26T23:08:34.658826] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:34.659803] [DEBUG] [LOCAL ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt [2025-09-26T23:08:34.659863] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:34.659898] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:34.659928] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:34.659988] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:34.681395] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:34.682398] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:34.682507] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:34.682560] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:34.722201] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:34.722403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:34.722453] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:34.722501] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:34.726936] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: UP (p=86.28%) [2025-09-26T23:08:34.727443] [INFO ] [FORECASTER] Completed predict_future for PFD [2025-09-26T23:08:34.727626] [INFO ] [sig ] PFD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:34.887542] [INFO ] [LOCAL ] Saved forecast: PFD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PFD.txt [2025-09-26T23:08:34.887819] [WARN ] [sig ] [1396/2043] Failed PFD after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:34.887902] [INFO ] [sig ] [1397/2043] Forecasting PFGC... [2025-09-26T23:08:34.887943] [INFO ] [sig ] Generating forecast for: PFGC [2025-09-26T23:08:34.887978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'. [2025-09-26T23:08:34.900783] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFGC'. [2025-09-26T23:08:34.901201] [INFO ] [FORECASTER] Starting predict_future for PFGC [2025-09-26T23:08:34.937403] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:34.938529] [DEBUG] [LOCAL ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt [2025-09-26T23:08:34.938601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:34.938669] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:34.938733] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:34.938819] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:34.964476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:34.965198] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:34.965301] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:34.965342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:35.019575] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:35.019756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:35.019816] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:35.019854] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:35.024708] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=74.40%) [2025-09-26T23:08:35.025122] [INFO ] [FORECASTER] Completed predict_future for PFGC [2025-09-26T23:08:35.025305] [INFO ] [sig ] PFGC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:35.234422] [INFO ] [LOCAL ] Saved forecast: PFGC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PFGC.txt [2025-09-26T23:08:35.234755] [WARN ] [sig ] [1397/2043] Failed PFGC after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:35.234843] [INFO ] [sig ] [1398/2043] Forecasting PFH... [2025-09-26T23:08:35.234884] [INFO ] [sig ] Generating forecast for: PFH [2025-09-26T23:08:35.234931] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'. [2025-09-26T23:08:35.246432] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFH'. [2025-09-26T23:08:35.246932] [INFO ] [FORECASTER] Starting predict_future for PFH [2025-09-26T23:08:35.275700] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:35.276693] [DEBUG] [LOCAL ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt [2025-09-26T23:08:35.276770] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:35.276843] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:35.276899] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:35.276986] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:35.308266] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:35.309517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:35.309629] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:35.309713] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:35.362924] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:35.363103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:35.363149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:35.363181] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:35.367208] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=29.25%) [2025-09-26T23:08:35.367542] [INFO ] [FORECASTER] Completed predict_future for PFH [2025-09-26T23:08:35.367734] [INFO ] [sig ] PFH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:35.523381] [INFO ] [LOCAL ] Saved forecast: PFH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PFH.txt [2025-09-26T23:08:35.523737] [WARN ] [sig ] [1398/2043] Failed PFH after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:35.523846] [INFO ] [sig ] [1399/2043] Forecasting PFL... [2025-09-26T23:08:35.523909] [INFO ] [sig ] Generating forecast for: PFL [2025-09-26T23:08:35.523978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'. [2025-09-26T23:08:35.535433] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFL'. [2025-09-26T23:08:35.535849] [INFO ] [FORECASTER] Starting predict_future for PFL [2025-09-26T23:08:35.563140] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:35.564085] [DEBUG] [LOCAL ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt [2025-09-26T23:08:35.564151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:35.564188] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:35.564217] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:35.564276] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:35.588216] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:35.589264] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:35.589396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:35.589450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:35.637779] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:35.637937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:35.637979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:35.638009] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:35.641754] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: UP (p=81.29%) [2025-09-26T23:08:35.642042] [INFO ] [FORECASTER] Completed predict_future for PFL [2025-09-26T23:08:35.642192] [INFO ] [sig ] PFL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:35.794582] [INFO ] [LOCAL ] Saved forecast: PFL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PFL.txt [2025-09-26T23:08:35.794928] [WARN ] [sig ] [1399/2043] Failed PFL after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:35.795011] [INFO ] [sig ] [1400/2043] Forecasting PFLT... [2025-09-26T23:08:35.795052] [INFO ] [sig ] Generating forecast for: PFLT [2025-09-26T23:08:35.795087] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFLT' from 'https://tdm.silogroup.org/data/derivative_storage/PFLT.csv'. [2025-09-26T23:08:35.805626] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFLT'. [2025-09-26T23:08:35.805959] [INFO ] [FORECASTER] Starting predict_future for PFLT [2025-09-26T23:08:35.833448] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:35.834489] [DEBUG] [LOCAL ] No optimal features file found for PFLT: ./output/feature-sets/PFLT.txt [2025-09-26T23:08:35.834553] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:35.834590] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:35.834619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:35.834705] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:35.854186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:35.854810] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:35.854899] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:35.854938] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:35.893633] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:35.893746] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:35.893788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:35.893817] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:35.897121] [DEBUG] [FORECASTER] PFLT: Forecast T+1@11:T+2@11: DOWN (p=5.52%) [2025-09-26T23:08:35.897392] [INFO ] [FORECASTER] Completed predict_future for PFLT [2025-09-26T23:08:35.897536] [INFO ] [sig ] PFLT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:36.061410] [INFO ] [LOCAL ] Saved forecast: PFLT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PFLT.txt [2025-09-26T23:08:36.061787] [WARN ] [sig ] [1400/2043] Failed PFLT after 0.3s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:36.061896] [INFO ] [sig ] [1401/2043] Forecasting PFN... [2025-09-26T23:08:36.061958] [INFO ] [sig ] Generating forecast for: PFN [2025-09-26T23:08:36.062016] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'. [2025-09-26T23:08:36.074426] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFN'. [2025-09-26T23:08:36.074875] [INFO ] [FORECASTER] Starting predict_future for PFN [2025-09-26T23:08:36.113378] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:36.114350] [DEBUG] [LOCAL ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt [2025-09-26T23:08:36.114413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:36.114454] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:36.114487] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:36.114561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:36.142158] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:36.143216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:36.143337] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:36.143400] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:36.197679] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:36.197865] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:36.197914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:36.197946] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:36.202011] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=54.30%) [2025-09-26T23:08:36.202383] [INFO ] [FORECASTER] Completed predict_future for PFN [2025-09-26T23:08:36.202566] [INFO ] [sig ] PFN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:36.419961] [INFO ] [LOCAL ] Saved forecast: PFN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PFN.txt [2025-09-26T23:08:36.420359] [WARN ] [sig ] [1401/2043] Failed PFN after 0.4s | 4.01 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:36.420466] [INFO ] [sig ] [1402/2043] Forecasting PFO... [2025-09-26T23:08:36.420514] [INFO ] [sig ] Generating forecast for: PFO [2025-09-26T23:08:36.420558] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'. [2025-09-26T23:08:36.433961] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFO'. [2025-09-26T23:08:36.434537] [INFO ] [FORECASTER] Starting predict_future for PFO [2025-09-26T23:08:36.479432] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:36.480768] [DEBUG] [LOCAL ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt [2025-09-26T23:08:36.480852] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:36.480904] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:36.480948] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:36.481035] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:36.509295] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:36.510892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:36.511031] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:36.511085] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:36.557189] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:36.557457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:36.557534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:36.557593] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:36.565089] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=5.99%) [2025-09-26T23:08:36.565759] [INFO ] [FORECASTER] Completed predict_future for PFO [2025-09-26T23:08:36.566019] [INFO ] [sig ] PFO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:36.822731] [INFO ] [LOCAL ] Saved forecast: PFO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PFO.txt [2025-09-26T23:08:36.823143] [WARN ] [sig ] [1402/2043] Failed PFO after 0.4s | 4.00 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:36.823253] [INFO ] [sig ] [1403/2043] Forecasting PFS... [2025-09-26T23:08:36.823310] [INFO ] [sig ] Generating forecast for: PFS [2025-09-26T23:08:36.823358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'. [2025-09-26T23:08:36.836260] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFS'. [2025-09-26T23:08:36.836829] [INFO ] [FORECASTER] Starting predict_future for PFS [2025-09-26T23:08:36.872376] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:36.873505] [DEBUG] [LOCAL ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt [2025-09-26T23:08:36.873579] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:36.873621] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:36.873694] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:36.873788] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:36.895352] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:36.896467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:36.896569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:36.896606] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:36.944807] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:36.945017] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:36.945070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:36.945127] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:36.949472] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=33.19%) [2025-09-26T23:08:36.949975] [INFO ] [FORECASTER] Completed predict_future for PFS [2025-09-26T23:08:36.950178] [INFO ] [sig ] PFS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:37.151017] [INFO ] [LOCAL ] Saved forecast: PFS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PFS.txt [2025-09-26T23:08:37.151432] [WARN ] [sig ] [1403/2043] Failed PFS after 0.3s | 4.00 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:37.151530] [INFO ] [sig ] [1404/2043] Forecasting PFSI... [2025-09-26T23:08:37.151576] [INFO ] [sig ] Generating forecast for: PFSI [2025-09-26T23:08:37.151617] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'. [2025-09-26T23:08:37.164314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PFSI'. [2025-09-26T23:08:37.164884] [INFO ] [FORECASTER] Starting predict_future for PFSI [2025-09-26T23:08:37.200755] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:37.201969] [DEBUG] [LOCAL ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt [2025-09-26T23:08:37.202041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:37.202086] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:37.202121] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:37.202196] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:37.225870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:37.227043] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:37.227164] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:37.227210] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:37.280027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:37.280220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:37.280267] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:37.280299] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:37.285139] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-09-26T23:08:37.285672] [INFO ] [FORECASTER] Completed predict_future for PFSI [2025-09-26T23:08:37.285854] [INFO ] [sig ] PFSI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:37.472132] [INFO ] [LOCAL ] Saved forecast: PFSI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PFSI.txt [2025-09-26T23:08:37.472498] [WARN ] [sig ] [1404/2043] Failed PFSI after 0.3s | 4.00 sym/s | Total: 5.8m | ETA: 2.7m [2025-09-26T23:08:37.472606] [INFO ] [sig ] [1405/2043] Forecasting PGP... [2025-09-26T23:08:37.472702] [INFO ] [sig ] Generating forecast for: PGP [2025-09-26T23:08:37.472769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'. [2025-09-26T23:08:37.486177] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGP'. [2025-09-26T23:08:37.486831] [INFO ] [FORECASTER] Starting predict_future for PGP [2025-09-26T23:08:37.529842] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:37.531086] [DEBUG] [LOCAL ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt [2025-09-26T23:08:37.531173] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:37.531216] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:37.531251] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:37.531326] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:37.557600] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:37.558778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:37.558901] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:37.558950] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:37.606803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:37.606989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:37.607038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:37.607071] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:37.611510] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=90.01%) [2025-09-26T23:08:37.611940] [INFO ] [FORECASTER] Completed predict_future for PGP [2025-09-26T23:08:37.612117] [INFO ] [sig ] PGP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:37.782208] [INFO ] [LOCAL ] Saved forecast: PGP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PGP.txt [2025-09-26T23:08:37.782540] [WARN ] [sig ] [1405/2043] Failed PGP after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.7m [2025-09-26T23:08:37.782675] [INFO ] [sig ] [1406/2043] Forecasting PGRE... [2025-09-26T23:08:37.782737] [INFO ] [sig ] Generating forecast for: PGRE [2025-09-26T23:08:37.782795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'. [2025-09-26T23:08:37.794220] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGRE'. [2025-09-26T23:08:37.794669] [INFO ] [FORECASTER] Starting predict_future for PGRE [2025-09-26T23:08:37.823987] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:37.824988] [DEBUG] [LOCAL ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt [2025-09-26T23:08:37.825079] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:37.825121] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:37.825152] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:37.825213] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:37.844723] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:37.845609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:37.845734] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:37.845780] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:37.885501] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:37.885702] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:37.885765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:37.885799] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:37.889856] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=23.61%) [2025-09-26T23:08:37.890170] [INFO ] [FORECASTER] Completed predict_future for PGRE [2025-09-26T23:08:37.890324] [INFO ] [sig ] PGRE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:38.044259] [INFO ] [LOCAL ] Saved forecast: PGRE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PGRE.txt [2025-09-26T23:08:38.044536] [WARN ] [sig ] [1406/2043] Failed PGRE after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.7m [2025-09-26T23:08:38.044619] [INFO ] [sig ] [1407/2043] Forecasting PGZ... [2025-09-26T23:08:38.044693] [INFO ] [sig ] Generating forecast for: PGZ [2025-09-26T23:08:38.044741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'. [2025-09-26T23:08:38.054315] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PGZ'. [2025-09-26T23:08:38.054608] [INFO ] [FORECASTER] Starting predict_future for PGZ [2025-09-26T23:08:38.082664] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:38.083545] [DEBUG] [LOCAL ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt [2025-09-26T23:08:38.083606] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:38.083661] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:38.083717] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:38.083779] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:38.102510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:38.103158] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:38.103242] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:38.103277] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:38.142799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:38.142935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:38.142977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:38.143009] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:38.146782] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: DOWN (p=16.59%) [2025-09-26T23:08:38.147085] [INFO ] [FORECASTER] Completed predict_future for PGZ [2025-09-26T23:08:38.147230] [INFO ] [sig ] PGZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:38.299191] [INFO ] [LOCAL ] Saved forecast: PGZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PGZ.txt [2025-09-26T23:08:38.299431] [WARN ] [sig ] [1407/2043] Failed PGZ after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:38.299509] [INFO ] [sig ] [1408/2043] Forecasting PH... [2025-09-26T23:08:38.299549] [INFO ] [sig ] Generating forecast for: PH [2025-09-26T23:08:38.299584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'. [2025-09-26T23:08:38.311247] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PH'. [2025-09-26T23:08:38.311552] [INFO ] [FORECASTER] Starting predict_future for PH [2025-09-26T23:08:38.337989] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:38.338897] [DEBUG] [LOCAL ] No optimal features file found for PH: ./output/feature-sets/PH.txt [2025-09-26T23:08:38.338955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:38.338990] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:38.339019] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:38.339078] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:38.357691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:38.358517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:38.358608] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:38.358667] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:38.395914] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:38.396100] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:38.396156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:38.396193] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:38.400529] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=24.65%) [2025-09-26T23:08:38.400878] [INFO ] [FORECASTER] Completed predict_future for PH [2025-09-26T23:08:38.401033] [INFO ] [sig ] PH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:38.555445] [INFO ] [LOCAL ] Saved forecast: PH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PH.txt [2025-09-26T23:08:38.555750] [WARN ] [sig ] [1408/2043] Failed PH after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:38.555877] [INFO ] [sig ] [1409/2043] Forecasting PHD... [2025-09-26T23:08:38.555930] [INFO ] [sig ] Generating forecast for: PHD [2025-09-26T23:08:38.555968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHD' from 'https://tdm.silogroup.org/data/derivative_storage/PHD.csv'. [2025-09-26T23:08:38.561159] [WARN ] [REMOTE ] Historical data not found for symbol 'PHD' (404). [2025-09-26T23:08:38.561364] [FATAL] [sig ] PHD: No historical data fetched. [2025-09-26T23:08:38.561457] [WARN ] [sig ] [1409/2043] Failed PHD after 0.0s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:38.561545] [INFO ] [sig ] [1410/2043] Forecasting PHG... [2025-09-26T23:08:38.561596] [INFO ] [sig ] Generating forecast for: PHG [2025-09-26T23:08:38.561639] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'. [2025-09-26T23:08:38.571271] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHG'. [2025-09-26T23:08:38.571687] [INFO ] [FORECASTER] Starting predict_future for PHG [2025-09-26T23:08:38.600551] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:38.601409] [DEBUG] [LOCAL ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt [2025-09-26T23:08:38.601510] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:38.601554] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:38.601585] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:38.601666] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:38.621846] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:38.622805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:38.622900] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:38.622935] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:38.660330] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:38.660547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:38.660606] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:38.660638] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:38.664831] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: UP (p=92.59%) [2025-09-26T23:08:38.665192] [INFO ] [FORECASTER] Completed predict_future for PHG [2025-09-26T23:08:38.665345] [INFO ] [sig ] PHG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:38.825313] [INFO ] [LOCAL ] Saved forecast: PHG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PHG.txt [2025-09-26T23:08:38.825609] [WARN ] [sig ] [1410/2043] Failed PHG after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:38.825719] [INFO ] [sig ] [1411/2043] Forecasting PHI... [2025-09-26T23:08:38.825760] [INFO ] [sig ] Generating forecast for: PHI [2025-09-26T23:08:38.825798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'. [2025-09-26T23:08:38.836034] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHI'. [2025-09-26T23:08:38.836529] [INFO ] [FORECASTER] Starting predict_future for PHI [2025-09-26T23:08:38.865884] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:38.866863] [DEBUG] [LOCAL ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt [2025-09-26T23:08:38.866930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:38.866969] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:38.867000] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:38.867060] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:38.885938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:38.886828] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:38.886924] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:38.886960] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:38.926160] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:38.926374] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:38.926442] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:38.926476] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:38.930518] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=90.82%) [2025-09-26T23:08:38.930904] [INFO ] [FORECASTER] Completed predict_future for PHI [2025-09-26T23:08:38.931062] [INFO ] [sig ] PHI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:39.089742] [INFO ] [LOCAL ] Saved forecast: PHI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PHI.txt [2025-09-26T23:08:39.090012] [WARN ] [sig ] [1411/2043] Failed PHI after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:39.090092] [INFO ] [sig ] [1412/2043] Forecasting PHIN... [2025-09-26T23:08:39.090131] [INFO ] [sig ] Generating forecast for: PHIN [2025-09-26T23:08:39.090165] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'. [2025-09-26T23:08:39.100485] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHIN'. [2025-09-26T23:08:39.100876] [INFO ] [FORECASTER] Starting predict_future for PHIN [2025-09-26T23:08:39.128089] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:39.129062] [DEBUG] [LOCAL ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt [2025-09-26T23:08:39.129135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:39.129181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:39.129216] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:39.129285] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:39.148280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:39.149117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:39.149208] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:39.149243] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:39.188531] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:39.188730] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:39.188788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:39.188820] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:39.192508] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=62.87%) [2025-09-26T23:08:39.192848] [INFO ] [FORECASTER] Completed predict_future for PHIN [2025-09-26T23:08:39.193002] [INFO ] [sig ] PHIN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:39.343140] [INFO ] [LOCAL ] Saved forecast: PHIN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PHIN.txt [2025-09-26T23:08:39.343405] [WARN ] [sig ] [1412/2043] Failed PHIN after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:39.343486] [INFO ] [sig ] [1413/2043] Forecasting PHK... [2025-09-26T23:08:39.343526] [INFO ] [sig ] Generating forecast for: PHK [2025-09-26T23:08:39.343561] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'. [2025-09-26T23:08:39.353898] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHK'. [2025-09-26T23:08:39.354263] [INFO ] [FORECASTER] Starting predict_future for PHK [2025-09-26T23:08:39.381037] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:39.382006] [DEBUG] [LOCAL ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt [2025-09-26T23:08:39.382068] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:39.382107] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:39.382138] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:39.382203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:39.400877] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:39.401475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:39.401563] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:39.401633] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:39.437318] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:39.437426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:39.437464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:39.437529] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:39.442021] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=82.87%) [2025-09-26T23:08:39.442302] [INFO ] [FORECASTER] Completed predict_future for PHK [2025-09-26T23:08:39.442443] [INFO ] [sig ] PHK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:39.596476] [INFO ] [LOCAL ] Saved forecast: PHK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PHK.txt [2025-09-26T23:08:39.596796] [WARN ] [sig ] [1413/2043] Failed PHK after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:39.596888] [INFO ] [sig ] [1414/2043] Forecasting PHR... [2025-09-26T23:08:39.596929] [INFO ] [sig ] Generating forecast for: PHR [2025-09-26T23:08:39.596963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHR' from 'https://tdm.silogroup.org/data/derivative_storage/PHR.csv'. [2025-09-26T23:08:39.607860] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PHR'. [2025-09-26T23:08:39.608263] [INFO ] [FORECASTER] Starting predict_future for PHR [2025-09-26T23:08:39.634505] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:39.635314] [DEBUG] [LOCAL ] No optimal features file found for PHR: ./output/feature-sets/PHR.txt [2025-09-26T23:08:39.635371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:39.635405] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:39.635434] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:39.635492] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:39.653991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:39.655006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:39.655101] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:39.655137] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:39.694162] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:39.694339] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:39.694386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:39.694417] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:39.698529] [DEBUG] [FORECASTER] PHR: Forecast T+1@11:T+2@11: UP (p=96.28%) [2025-09-26T23:08:39.698899] [INFO ] [FORECASTER] Completed predict_future for PHR [2025-09-26T23:08:39.699078] [INFO ] [sig ] PHR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:39.851045] [INFO ] [LOCAL ] Saved forecast: PHR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PHR.txt [2025-09-26T23:08:39.851296] [WARN ] [sig ] [1414/2043] Failed PHR after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:39.851382] [INFO ] [sig ] [1415/2043] Forecasting PHT... [2025-09-26T23:08:39.851423] [INFO ] [sig ] Generating forecast for: PHT [2025-09-26T23:08:39.851457] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PHT' from 'https://tdm.silogroup.org/data/derivative_storage/PHT.csv'. [2025-09-26T23:08:39.856313] [WARN ] [REMOTE ] Historical data not found for symbol 'PHT' (404). [2025-09-26T23:08:39.856563] [FATAL] [sig ] PHT: No historical data fetched. [2025-09-26T23:08:39.856673] [WARN ] [sig ] [1415/2043] Failed PHT after 0.0s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:39.856743] [INFO ] [sig ] [1416/2043] Forecasting PII... [2025-09-26T23:08:39.856784] [INFO ] [sig ] Generating forecast for: PII [2025-09-26T23:08:39.856817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'. [2025-09-26T23:08:39.865750] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PII'. [2025-09-26T23:08:39.866124] [INFO ] [FORECASTER] Starting predict_future for PII [2025-09-26T23:08:39.892714] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:39.893525] [DEBUG] [LOCAL ] No optimal features file found for PII: ./output/feature-sets/PII.txt [2025-09-26T23:08:39.893589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:39.893625] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:39.893692] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:39.893767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:39.913220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:39.914012] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:39.914105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:39.914141] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:39.954117] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:39.954276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:39.954321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:39.954356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:39.958248] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=22.71%) [2025-09-26T23:08:39.958686] [INFO ] [FORECASTER] Completed predict_future for PII [2025-09-26T23:08:39.958899] [INFO ] [sig ] PII: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:40.114440] [INFO ] [LOCAL ] Saved forecast: PII 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PII.txt [2025-09-26T23:08:40.114716] [WARN ] [sig ] [1416/2043] Failed PII after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:40.114798] [INFO ] [sig ] [1417/2043] Forecasting PIM... [2025-09-26T23:08:40.114838] [INFO ] [sig ] Generating forecast for: PIM [2025-09-26T23:08:40.114872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'. [2025-09-26T23:08:40.124484] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PIM'. [2025-09-26T23:08:40.124810] [INFO ] [FORECASTER] Starting predict_future for PIM [2025-09-26T23:08:40.151200] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:40.152074] [DEBUG] [LOCAL ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt [2025-09-26T23:08:40.152140] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:40.152181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:40.152211] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:40.152271] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:40.171439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:40.172256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:40.172354] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:40.172399] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:40.210771] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:40.210927] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:40.210970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:40.210999] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:40.214809] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=2.39%) [2025-09-26T23:08:40.215116] [INFO ] [FORECASTER] Completed predict_future for PIM [2025-09-26T23:08:40.215264] [INFO ] [sig ] PIM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:40.365899] [INFO ] [LOCAL ] Saved forecast: PIM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PIM.txt [2025-09-26T23:08:40.366186] [WARN ] [sig ] [1417/2043] Failed PIM after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:40.366268] [INFO ] [sig ] [1418/2043] Forecasting PINE... [2025-09-26T23:08:40.366327] [INFO ] [sig ] Generating forecast for: PINE [2025-09-26T23:08:40.366417] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'. [2025-09-26T23:08:40.382438] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PINE'. [2025-09-26T23:08:40.383006] [INFO ] [FORECASTER] Starting predict_future for PINE [2025-09-26T23:08:40.412403] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:40.413392] [DEBUG] [LOCAL ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt [2025-09-26T23:08:40.413458] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:40.413497] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:40.413528] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:40.413589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:40.432954] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:40.434035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:40.434179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:40.434236] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:40.480315] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:40.480586] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:40.480683] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:40.480741] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:40.485425] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=60.66%) [2025-09-26T23:08:40.485980] [INFO ] [FORECASTER] Completed predict_future for PINE [2025-09-26T23:08:40.486226] [INFO ] [sig ] PINE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:40.681319] [INFO ] [LOCAL ] Saved forecast: PINE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PINE.txt [2025-09-26T23:08:40.681597] [WARN ] [sig ] [1418/2043] Failed PINE after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:40.681718] [INFO ] [sig ] [1419/2043] Forecasting PINS... [2025-09-26T23:08:40.681777] [INFO ] [sig ] Generating forecast for: PINS [2025-09-26T23:08:40.681816] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'. [2025-09-26T23:08:40.692390] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PINS'. [2025-09-26T23:08:40.692807] [INFO ] [FORECASTER] Starting predict_future for PINS [2025-09-26T23:08:40.720219] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:40.721101] [DEBUG] [LOCAL ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt [2025-09-26T23:08:40.721162] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:40.721201] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:40.721234] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:40.721294] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:40.740116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:40.740780] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:40.740866] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:40.740899] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:40.776737] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:40.776845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:40.776889] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:40.776922] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:40.780358] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=36.04%) [2025-09-26T23:08:40.780662] [INFO ] [FORECASTER] Completed predict_future for PINS [2025-09-26T23:08:40.780818] [INFO ] [sig ] PINS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:40.933780] [INFO ] [LOCAL ] Saved forecast: PINS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PINS.txt [2025-09-26T23:08:40.934050] [WARN ] [sig ] [1419/2043] Failed PINS after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:40.934132] [INFO ] [sig ] [1420/2043] Forecasting PIPR... [2025-09-26T23:08:40.934173] [INFO ] [sig ] Generating forecast for: PIPR [2025-09-26T23:08:40.934208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PIPR' from 'https://tdm.silogroup.org/data/derivative_storage/PIPR.csv'. [2025-09-26T23:08:40.945057] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PIPR'. [2025-09-26T23:08:40.945486] [INFO ] [FORECASTER] Starting predict_future for PIPR [2025-09-26T23:08:40.971934] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:40.972753] [DEBUG] [LOCAL ] No optimal features file found for PIPR: ./output/feature-sets/PIPR.txt [2025-09-26T23:08:40.972817] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:40.972854] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:40.972884] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:40.972944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:40.991920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:40.992685] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:40.992780] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:40.992817] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:41.031157] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:41.031333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:41.031381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:41.031414] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:41.035236] [DEBUG] [FORECASTER] PIPR: Forecast T+1@11:T+2@11: UP (p=92.07%) [2025-09-26T23:08:41.035544] [INFO ] [FORECASTER] Completed predict_future for PIPR [2025-09-26T23:08:41.035736] [INFO ] [sig ] PIPR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:41.183821] [INFO ] [LOCAL ] Saved forecast: PIPR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PIPR.txt [2025-09-26T23:08:41.184080] [WARN ] [sig ] [1420/2043] Failed PIPR after 0.2s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:41.184168] [INFO ] [sig ] [1421/2043] Forecasting PJT... [2025-09-26T23:08:41.184210] [INFO ] [sig ] Generating forecast for: PJT [2025-09-26T23:08:41.184245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PJT' from 'https://tdm.silogroup.org/data/derivative_storage/PJT.csv'. [2025-09-26T23:08:41.194455] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PJT'. [2025-09-26T23:08:41.194822] [INFO ] [FORECASTER] Starting predict_future for PJT [2025-09-26T23:08:41.220823] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:41.221602] [DEBUG] [LOCAL ] No optimal features file found for PJT: ./output/feature-sets/PJT.txt [2025-09-26T23:08:41.221682] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:41.221734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:41.221820] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:41.221889] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:41.240206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:41.241105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:41.241235] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:41.241275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:41.279151] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:41.279322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:41.279367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:41.279399] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:41.283094] [DEBUG] [FORECASTER] PJT: Forecast T+1@11:T+2@11: UP (p=98.37%) [2025-09-26T23:08:41.283398] [INFO ] [FORECASTER] Completed predict_future for PJT [2025-09-26T23:08:41.283555] [INFO ] [sig ] PJT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:41.435796] [INFO ] [LOCAL ] Saved forecast: PJT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PJT.txt [2025-09-26T23:08:41.436086] [WARN ] [sig ] [1421/2043] Failed PJT after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:41.436168] [INFO ] [sig ] [1422/2043] Forecasting PK... [2025-09-26T23:08:41.436210] [INFO ] [sig ] Generating forecast for: PK [2025-09-26T23:08:41.436246] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'. [2025-09-26T23:08:41.447112] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PK'. [2025-09-26T23:08:41.447516] [INFO ] [FORECASTER] Starting predict_future for PK [2025-09-26T23:08:41.474818] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:41.475619] [DEBUG] [LOCAL ] No optimal features file found for PK: ./output/feature-sets/PK.txt [2025-09-26T23:08:41.475703] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:41.475747] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:41.475778] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:41.475838] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:41.494272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:41.494927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:41.495013] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:41.495048] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:41.533579] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:41.533742] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:41.533793] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:41.533839] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:41.538422] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: DOWN (p=0.89%) [2025-09-26T23:08:41.538953] [INFO ] [FORECASTER] Completed predict_future for PK [2025-09-26T23:08:41.539156] [INFO ] [sig ] PK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:41.688163] [INFO ] [LOCAL ] Saved forecast: PK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PK.txt [2025-09-26T23:08:41.688415] [WARN ] [sig ] [1422/2043] Failed PK after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:41.688492] [INFO ] [sig ] [1423/2043] Forecasting PKE... [2025-09-26T23:08:41.688534] [INFO ] [sig ] Generating forecast for: PKE [2025-09-26T23:08:41.688568] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'. [2025-09-26T23:08:41.699739] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKE'. [2025-09-26T23:08:41.700202] [INFO ] [FORECASTER] Starting predict_future for PKE [2025-09-26T23:08:41.727674] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:41.728515] [DEBUG] [LOCAL ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt [2025-09-26T23:08:41.728607] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:41.728683] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:41.728733] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:41.728803] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:41.747959] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:41.748859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:41.748959] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:41.748998] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:41.787011] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:41.787176] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:41.787220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:41.787250] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:41.790967] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=80.27%) [2025-09-26T23:08:41.791302] [INFO ] [FORECASTER] Completed predict_future for PKE [2025-09-26T23:08:41.791491] [INFO ] [sig ] PKE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:41.940794] [INFO ] [LOCAL ] Saved forecast: PKE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PKE.txt [2025-09-26T23:08:41.941070] [WARN ] [sig ] [1423/2043] Failed PKE after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:41.941154] [INFO ] [sig ] [1424/2043] Forecasting PKG... [2025-09-26T23:08:41.941195] [INFO ] [sig ] Generating forecast for: PKG [2025-09-26T23:08:41.941232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'. [2025-09-26T23:08:41.951704] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKG'. [2025-09-26T23:08:41.952038] [INFO ] [FORECASTER] Starting predict_future for PKG [2025-09-26T23:08:41.980747] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:41.981586] [DEBUG] [LOCAL ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt [2025-09-26T23:08:41.981667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:41.981725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:41.981758] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:41.981820] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:42.005833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:42.007162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:42.007260] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:42.007299] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:42.048845] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:42.049021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:42.049068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:42.049100] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:42.052891] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=22.34%) [2025-09-26T23:08:42.054271] [INFO ] [FORECASTER] Completed predict_future for PKG [2025-09-26T23:08:42.054453] [INFO ] [sig ] PKG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:42.207929] [INFO ] [LOCAL ] Saved forecast: PKG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PKG.txt [2025-09-26T23:08:42.208218] [WARN ] [sig ] [1424/2043] Failed PKG after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:42.208305] [INFO ] [sig ] [1425/2043] Forecasting PKST... [2025-09-26T23:08:42.208346] [INFO ] [sig ] Generating forecast for: PKST [2025-09-26T23:08:42.208391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKST' from 'https://tdm.silogroup.org/data/derivative_storage/PKST.csv'. [2025-09-26T23:08:42.222444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKST'. [2025-09-26T23:08:42.222825] [INFO ] [FORECASTER] Starting predict_future for PKST [2025-09-26T23:08:42.250987] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:42.251845] [DEBUG] [LOCAL ] No optimal features file found for PKST: ./output/feature-sets/PKST.txt [2025-09-26T23:08:42.251905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:42.251941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:42.251973] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:42.252032] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:42.270681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:42.271532] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:42.271629] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:42.271704] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:42.310801] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:42.310982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:42.311030] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:42.311062] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:42.315056] [DEBUG] [FORECASTER] PKST: Forecast T+1@11:T+2@11: UP (p=71.49%) [2025-09-26T23:08:42.315385] [INFO ] [FORECASTER] Completed predict_future for PKST [2025-09-26T23:08:42.315551] [INFO ] [sig ] PKST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:42.529442] [INFO ] [LOCAL ] Saved forecast: PKST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PKST.txt [2025-09-26T23:08:42.529737] [WARN ] [sig ] [1425/2043] Failed PKST after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:42.529832] [INFO ] [sig ] [1426/2043] Forecasting PKX... [2025-09-26T23:08:42.529882] [INFO ] [sig ] Generating forecast for: PKX [2025-09-26T23:08:42.529921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'. [2025-09-26T23:08:42.541354] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PKX'. [2025-09-26T23:08:42.541794] [INFO ] [FORECASTER] Starting predict_future for PKX [2025-09-26T23:08:42.569444] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:42.570340] [DEBUG] [LOCAL ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt [2025-09-26T23:08:42.570407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:42.570445] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:42.570474] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:42.570536] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:42.589847] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:42.590516] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:42.590606] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:42.590667] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:42.629551] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:42.629744] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:42.629801] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:42.629834] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:42.633496] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=24.09%) [2025-09-26T23:08:42.633845] [INFO ] [FORECASTER] Completed predict_future for PKX [2025-09-26T23:08:42.633997] [INFO ] [sig ] PKX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:42.788377] [INFO ] [LOCAL ] Saved forecast: PKX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PKX.txt [2025-09-26T23:08:42.788680] [WARN ] [sig ] [1426/2043] Failed PKX after 0.3s | 4.01 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:42.788769] [INFO ] [sig ] [1427/2043] Forecasting PL... [2025-09-26T23:08:42.788810] [INFO ] [sig ] Generating forecast for: PL [2025-09-26T23:08:42.788844] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'. [2025-09-26T23:08:42.800023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PL'. [2025-09-26T23:08:42.800441] [INFO ] [FORECASTER] Starting predict_future for PL [2025-09-26T23:08:42.832174] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:42.833094] [DEBUG] [LOCAL ] No optimal features file found for PL: ./output/feature-sets/PL.txt [2025-09-26T23:08:42.833154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:42.833190] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:42.833220] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:42.833289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:42.855857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:42.856727] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:42.856820] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:42.856855] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:42.901066] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:42.901192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:42.901232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:42.901262] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:42.906050] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: UP (p=91.92%) [2025-09-26T23:08:42.906375] [INFO ] [FORECASTER] Completed predict_future for PL [2025-09-26T23:08:42.906560] [INFO ] [sig ] PL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:43.109917] [INFO ] [LOCAL ] Saved forecast: PL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PL.txt [2025-09-26T23:08:43.111058] [WARN ] [sig ] [1427/2043] Failed PL after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:43.111187] [INFO ] [sig ] [1428/2043] Forecasting PLD... [2025-09-26T23:08:43.111283] [INFO ] [sig ] Generating forecast for: PLD [2025-09-26T23:08:43.111372] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'. [2025-09-26T23:08:43.131456] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLD'. [2025-09-26T23:08:43.132047] [INFO ] [FORECASTER] Starting predict_future for PLD [2025-09-26T23:08:43.164696] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:43.165769] [DEBUG] [LOCAL ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt [2025-09-26T23:08:43.165845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:43.165943] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:43.166000] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:43.166141] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:43.185738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:43.186816] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:43.187173] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:43.187231] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:43.234529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:43.234757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:43.234825] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:43.234861] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:43.239379] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: UP (p=81.21%) [2025-09-26T23:08:43.239831] [INFO ] [FORECASTER] Completed predict_future for PLD [2025-09-26T23:08:43.240001] [INFO ] [sig ] PLD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:43.401359] [INFO ] [LOCAL ] Saved forecast: PLD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PLD.txt [2025-09-26T23:08:43.401761] [WARN ] [sig ] [1428/2043] Failed PLD after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:43.401875] [INFO ] [sig ] [1429/2043] Forecasting PLNT... [2025-09-26T23:08:43.401925] [INFO ] [sig ] Generating forecast for: PLNT [2025-09-26T23:08:43.401961] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLNT' from 'https://tdm.silogroup.org/data/derivative_storage/PLNT.csv'. [2025-09-26T23:08:43.415971] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLNT'. [2025-09-26T23:08:43.416390] [INFO ] [FORECASTER] Starting predict_future for PLNT [2025-09-26T23:08:43.443708] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:43.444501] [DEBUG] [LOCAL ] No optimal features file found for PLNT: ./output/feature-sets/PLNT.txt [2025-09-26T23:08:43.444558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:43.444596] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:43.444625] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:43.444720] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:43.464084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:43.464724] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:43.464815] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:43.464851] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:43.503511] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:43.503679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:43.503740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:43.503773] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:43.507492] [DEBUG] [FORECASTER] PLNT: Forecast T+1@11:T+2@11: UP (p=52.54%) [2025-09-26T23:08:43.507833] [INFO ] [FORECASTER] Completed predict_future for PLNT [2025-09-26T23:08:43.507981] [INFO ] [sig ] PLNT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:43.659357] [INFO ] [LOCAL ] Saved forecast: PLNT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PLNT.txt [2025-09-26T23:08:43.659681] [WARN ] [sig ] [1429/2043] Failed PLNT after 0.3s | 4.00 sym/s | Total: 5.9m | ETA: 2.6m [2025-09-26T23:08:43.659766] [INFO ] [sig ] [1430/2043] Forecasting PLOW... [2025-09-26T23:08:43.659807] [INFO ] [sig ] Generating forecast for: PLOW [2025-09-26T23:08:43.659842] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLOW' from 'https://tdm.silogroup.org/data/derivative_storage/PLOW.csv'. [2025-09-26T23:08:43.673741] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLOW'. [2025-09-26T23:08:43.674194] [INFO ] [FORECASTER] Starting predict_future for PLOW [2025-09-26T23:08:43.715423] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:43.716605] [DEBUG] [LOCAL ] No optimal features file found for PLOW: ./output/feature-sets/PLOW.txt [2025-09-26T23:08:43.716706] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:43.716763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:43.716802] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:43.716917] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:43.746983] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:43.747814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:43.747925] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:43.747998] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:43.804871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:43.805020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:43.805068] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:43.805104] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:43.809923] [DEBUG] [FORECASTER] PLOW: Forecast T+1@11:T+2@11: DOWN (p=21.46%) [2025-09-26T23:08:43.810282] [INFO ] [FORECASTER] Completed predict_future for PLOW [2025-09-26T23:08:43.810467] [INFO ] [sig ] PLOW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:44.075810] [INFO ] [LOCAL ] Saved forecast: PLOW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PLOW.txt [2025-09-26T23:08:44.076152] [WARN ] [sig ] [1430/2043] Failed PLOW after 0.4s | 4.00 sym/s | Total: 6.0m | ETA: 2.6m [2025-09-26T23:08:44.076273] [INFO ] [sig ] [1431/2043] Forecasting PLYM... [2025-09-26T23:08:44.076377] [INFO ] [sig ] Generating forecast for: PLYM [2025-09-26T23:08:44.076466] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'. [2025-09-26T23:08:44.090333] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PLYM'. [2025-09-26T23:08:44.090755] [INFO ] [FORECASTER] Starting predict_future for PLYM [2025-09-26T23:08:44.132107] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:44.133397] [DEBUG] [LOCAL ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt [2025-09-26T23:08:44.133467] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:44.133515] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:44.133551] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:44.133634] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:44.164801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:44.165830] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:44.165935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:44.165978] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:44.231285] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:44.232252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:44.232325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:44.232370] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:44.240746] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=38.45%) [2025-09-26T23:08:44.241219] [INFO ] [FORECASTER] Completed predict_future for PLYM [2025-09-26T23:08:44.241429] [INFO ] [sig ] PLYM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:44.619304] [INFO ] [LOCAL ] Saved forecast: PLYM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PLYM.txt [2025-09-26T23:08:44.619661] [WARN ] [sig ] [1431/2043] Failed PLYM after 0.5s | 4.00 sym/s | Total: 6.0m | ETA: 2.6m [2025-09-26T23:08:44.619773] [INFO ] [sig ] [1432/2043] Forecasting PML... [2025-09-26T23:08:44.619827] [INFO ] [sig ] Generating forecast for: PML [2025-09-26T23:08:44.619864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'. [2025-09-26T23:08:44.631975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PML'. [2025-09-26T23:08:44.632371] [INFO ] [FORECASTER] Starting predict_future for PML [2025-09-26T23:08:44.660755] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:44.661749] [DEBUG] [LOCAL ] No optimal features file found for PML: ./output/feature-sets/PML.txt [2025-09-26T23:08:44.661812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:44.661852] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:44.661882] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:44.661942] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:44.683918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:44.684873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:44.684990] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:44.685061] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:44.728665] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:44.728821] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:44.728866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:44.728897] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:44.732556] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: UP (p=98.60%) [2025-09-26T23:08:44.732888] [INFO ] [FORECASTER] Completed predict_future for PML [2025-09-26T23:08:44.733040] [INFO ] [sig ] PML: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:44.885679] [INFO ] [LOCAL ] Saved forecast: PML 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PML.txt [2025-09-26T23:08:44.885907] [WARN ] [sig ] [1432/2043] Failed PML after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:44.885983] [INFO ] [sig ] [1433/2043] Forecasting PMM... [2025-09-26T23:08:44.886024] [INFO ] [sig ] Generating forecast for: PMM [2025-09-26T23:08:44.886059] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'. [2025-09-26T23:08:44.895580] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PMM'. [2025-09-26T23:08:44.895909] [INFO ] [FORECASTER] Starting predict_future for PMM [2025-09-26T23:08:44.922140] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:44.923056] [DEBUG] [LOCAL ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt [2025-09-26T23:08:44.923113] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:44.923149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:44.923179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:44.923238] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:44.942408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:44.943095] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:44.943182] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:44.943217] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:44.979305] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:44.980290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:44.980357] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:44.980406] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:44.984676] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: UP (p=95.25%) [2025-09-26T23:08:44.985005] [INFO ] [FORECASTER] Completed predict_future for PMM [2025-09-26T23:08:44.985201] [INFO ] [sig ] PMM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:45.140997] [INFO ] [LOCAL ] Saved forecast: PMM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PMM.txt [2025-09-26T23:08:45.141264] [WARN ] [sig ] [1433/2043] Failed PMM after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:45.141375] [INFO ] [sig ] [1434/2043] Forecasting PMO... [2025-09-26T23:08:45.141417] [INFO ] [sig ] Generating forecast for: PMO [2025-09-26T23:08:45.141462] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'. [2025-09-26T23:08:45.158766] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PMO'. [2025-09-26T23:08:45.159284] [INFO ] [FORECASTER] Starting predict_future for PMO [2025-09-26T23:08:45.192351] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:45.193197] [DEBUG] [LOCAL ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt [2025-09-26T23:08:45.193254] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:45.193290] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:45.193319] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:45.193378] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:45.212056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:45.212763] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:45.212852] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:45.212887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:45.253541] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:45.253728] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:45.253788] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:45.253824] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:45.257884] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=17.28%) [2025-09-26T23:08:45.258204] [INFO ] [FORECASTER] Completed predict_future for PMO [2025-09-26T23:08:45.258355] [INFO ] [sig ] PMO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:45.409777] [INFO ] [LOCAL ] Saved forecast: PMO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PMO.txt [2025-09-26T23:08:45.410035] [WARN ] [sig ] [1434/2043] Failed PMO after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:45.410112] [INFO ] [sig ] [1435/2043] Forecasting PMT... [2025-09-26T23:08:45.410177] [INFO ] [sig ] Generating forecast for: PMT [2025-09-26T23:08:45.410266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PMT' from 'https://tdm.silogroup.org/data/derivative_storage/PMT.csv'. [2025-09-26T23:08:45.420991] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PMT'. [2025-09-26T23:08:45.421361] [INFO ] [FORECASTER] Starting predict_future for PMT [2025-09-26T23:08:45.448272] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:45.449067] [DEBUG] [LOCAL ] No optimal features file found for PMT: ./output/feature-sets/PMT.txt [2025-09-26T23:08:45.449125] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:45.449160] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:45.449188] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:45.449247] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:45.468304] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:45.469015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:45.469107] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:45.469142] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:45.507758] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:45.507881] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:45.507920] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:45.507952] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:45.511379] [DEBUG] [FORECASTER] PMT: Forecast T+1@11:T+2@11: DOWN (p=16.71%) [2025-09-26T23:08:45.511687] [INFO ] [FORECASTER] Completed predict_future for PMT [2025-09-26T23:08:45.511851] [INFO ] [sig ] PMT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:45.666297] [INFO ] [LOCAL ] Saved forecast: PMT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PMT.txt [2025-09-26T23:08:45.666578] [WARN ] [sig ] [1435/2043] Failed PMT after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:45.666684] [INFO ] [sig ] [1436/2043] Forecasting PNI... [2025-09-26T23:08:45.666735] [INFO ] [sig ] Generating forecast for: PNI [2025-09-26T23:08:45.666771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'. [2025-09-26T23:08:45.676836] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNI'. [2025-09-26T23:08:45.677141] [INFO ] [FORECASTER] Starting predict_future for PNI [2025-09-26T23:08:45.704600] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:45.705439] [DEBUG] [LOCAL ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt [2025-09-26T23:08:45.705497] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:45.705532] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:45.705561] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:45.705619] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:45.728074] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:45.729157] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:45.729257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:45.729312] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:45.768766] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:45.768941] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:45.769011] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:45.769058] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:45.773505] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=65.71%) [2025-09-26T23:08:45.773888] [INFO ] [FORECASTER] Completed predict_future for PNI [2025-09-26T23:08:45.774088] [INFO ] [sig ] PNI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:45.932985] [INFO ] [LOCAL ] Saved forecast: PNI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PNI.txt [2025-09-26T23:08:45.933258] [WARN ] [sig ] [1436/2043] Failed PNI after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:45.933346] [INFO ] [sig ] [1437/2043] Forecasting PNNT... [2025-09-26T23:08:45.933387] [INFO ] [sig ] Generating forecast for: PNNT [2025-09-26T23:08:45.933425] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNNT' from 'https://tdm.silogroup.org/data/derivative_storage/PNNT.csv'. [2025-09-26T23:08:45.946800] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNNT'. [2025-09-26T23:08:45.947278] [INFO ] [FORECASTER] Starting predict_future for PNNT [2025-09-26T23:08:45.976488] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:45.977354] [DEBUG] [LOCAL ] No optimal features file found for PNNT: ./output/feature-sets/PNNT.txt [2025-09-26T23:08:45.977413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:45.977448] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:45.977479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:45.977538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:45.996396] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:45.997314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:45.997407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:45.997441] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:46.032605] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:46.032796] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:46.032846] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:46.032876] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:46.036486] [DEBUG] [FORECASTER] PNNT: Forecast T+1@11:T+2@11: DOWN (p=28.26%) [2025-09-26T23:08:46.036824] [INFO ] [FORECASTER] Completed predict_future for PNNT [2025-09-26T23:08:46.036973] [INFO ] [sig ] PNNT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:46.186427] [INFO ] [LOCAL ] Saved forecast: PNNT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PNNT.txt [2025-09-26T23:08:46.186690] [WARN ] [sig ] [1437/2043] Failed PNNT after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:46.186772] [INFO ] [sig ] [1438/2043] Forecasting PNW... [2025-09-26T23:08:46.186811] [INFO ] [sig ] Generating forecast for: PNW [2025-09-26T23:08:46.186845] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PNW' from 'https://tdm.silogroup.org/data/derivative_storage/PNW.csv'. [2025-09-26T23:08:46.197308] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PNW'. [2025-09-26T23:08:46.197717] [INFO ] [FORECASTER] Starting predict_future for PNW [2025-09-26T23:08:46.225483] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:46.226459] [DEBUG] [LOCAL ] No optimal features file found for PNW: ./output/feature-sets/PNW.txt [2025-09-26T23:08:46.226521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:46.226585] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:46.226638] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:46.226784] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:46.246857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:46.247483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:46.247592] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:46.247630] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:46.286268] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:46.286535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:46.286595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:46.286629] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:46.290561] [DEBUG] [FORECASTER] PNW: Forecast T+1@11:T+2@11: UP (p=52.62%) [2025-09-26T23:08:46.290928] [INFO ] [FORECASTER] Completed predict_future for PNW [2025-09-26T23:08:46.291077] [INFO ] [sig ] PNW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:46.447626] [INFO ] [LOCAL ] Saved forecast: PNW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PNW.txt [2025-09-26T23:08:46.447917] [WARN ] [sig ] [1438/2043] Failed PNW after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:46.448007] [INFO ] [sig ] [1439/2043] Forecasting POR... [2025-09-26T23:08:46.448050] [INFO ] [sig ] Generating forecast for: POR [2025-09-26T23:08:46.448086] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POR' from 'https://tdm.silogroup.org/data/derivative_storage/POR.csv'. [2025-09-26T23:08:46.458739] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'POR'. [2025-09-26T23:08:46.459208] [INFO ] [FORECASTER] Starting predict_future for POR [2025-09-26T23:08:46.488465] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:46.489357] [DEBUG] [LOCAL ] No optimal features file found for POR: ./output/feature-sets/POR.txt [2025-09-26T23:08:46.489417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:46.489455] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:46.489486] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:46.489551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:46.509841] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:46.510827] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:46.510924] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:46.510962] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:46.551343] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:46.551510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:46.551555] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:46.551584] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:46.555328] [DEBUG] [FORECASTER] POR: Forecast T+1@11:T+2@11: UP (p=87.62%) [2025-09-26T23:08:46.555636] [INFO ] [FORECASTER] Completed predict_future for POR [2025-09-26T23:08:46.555825] [INFO ] [sig ] POR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:46.707854] [INFO ] [LOCAL ] Saved forecast: POR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/POR.txt [2025-09-26T23:08:46.708084] [WARN ] [sig ] [1439/2043] Failed POR after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:46.708166] [INFO ] [sig ] [1440/2043] Forecasting POST... [2025-09-26T23:08:46.708205] [INFO ] [sig ] Generating forecast for: POST [2025-09-26T23:08:46.708239] [DEBUG] [REMOTE ] Fetching historical data for symbol 'POST' from 'https://tdm.silogroup.org/data/derivative_storage/POST.csv'. [2025-09-26T23:08:46.718732] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'POST'. [2025-09-26T23:08:46.719063] [INFO ] [FORECASTER] Starting predict_future for POST [2025-09-26T23:08:46.747430] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:46.748250] [DEBUG] [LOCAL ] No optimal features file found for POST: ./output/feature-sets/POST.txt [2025-09-26T23:08:46.748327] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:46.748365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:46.748394] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:46.748453] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:46.767273] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:46.767917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:46.768003] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:46.768038] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:46.805775] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:46.805915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:46.805991] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:46.806047] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:46.810351] [DEBUG] [FORECASTER] POST: Forecast T+1@11:T+2@11: UP (p=78.54%) [2025-09-26T23:08:46.810872] [INFO ] [FORECASTER] Completed predict_future for POST [2025-09-26T23:08:46.811019] [INFO ] [sig ] POST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:46.963793] [INFO ] [LOCAL ] Saved forecast: POST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/POST.txt [2025-09-26T23:08:46.964127] [WARN ] [sig ] [1440/2043] Failed POST after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:46.964214] [INFO ] [sig ] [1441/2043] Forecasting PPG... [2025-09-26T23:08:46.964253] [INFO ] [sig ] Generating forecast for: PPG [2025-09-26T23:08:46.964288] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'. [2025-09-26T23:08:46.975840] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PPG'. [2025-09-26T23:08:46.976202] [INFO ] [FORECASTER] Starting predict_future for PPG [2025-09-26T23:08:47.002976] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:47.003723] [DEBUG] [LOCAL ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt [2025-09-26T23:08:47.003780] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:47.003815] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:47.003842] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:47.003900] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:47.021796] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:47.022474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:47.022562] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:47.022597] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:47.062177] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:47.062278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:47.062317] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:47.062345] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:47.065783] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: UP (p=76.85%) [2025-09-26T23:08:47.066068] [INFO ] [FORECASTER] Completed predict_future for PPG [2025-09-26T23:08:47.066703] [INFO ] [sig ] PPG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:47.213178] [INFO ] [LOCAL ] Saved forecast: PPG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PPG.txt [2025-09-26T23:08:47.213439] [WARN ] [sig ] [1441/2043] Failed PPG after 0.2s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:47.213517] [INFO ] [sig ] [1442/2043] Forecasting PPT... [2025-09-26T23:08:47.213556] [INFO ] [sig ] Generating forecast for: PPT [2025-09-26T23:08:47.213599] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PPT' from 'https://tdm.silogroup.org/data/derivative_storage/PPT.csv'. [2025-09-26T23:08:47.223507] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PPT'. [2025-09-26T23:08:47.223858] [INFO ] [FORECASTER] Starting predict_future for PPT [2025-09-26T23:08:47.250046] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:47.250859] [DEBUG] [LOCAL ] No optimal features file found for PPT: ./output/feature-sets/PPT.txt [2025-09-26T23:08:47.250915] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:47.250949] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:47.250978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:47.251037] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:47.268987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:47.269542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:47.269632] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:47.269704] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:47.306133] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:47.306248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:47.306284] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:47.306313] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:47.309752] [DEBUG] [FORECASTER] PPT: Forecast T+1@11:T+2@11: UP (p=96.98%) [2025-09-26T23:08:47.310029] [INFO ] [FORECASTER] Completed predict_future for PPT [2025-09-26T23:08:47.310173] [INFO ] [sig ] PPT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:47.460500] [INFO ] [LOCAL ] Saved forecast: PPT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PPT.txt [2025-09-26T23:08:47.460816] [WARN ] [sig ] [1442/2043] Failed PPT after 0.2s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:47.460902] [INFO ] [sig ] [1443/2043] Forecasting PR... [2025-09-26T23:08:47.460944] [INFO ] [sig ] Generating forecast for: PR [2025-09-26T23:08:47.460978] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PR' from 'https://tdm.silogroup.org/data/derivative_storage/PR.csv'. [2025-09-26T23:08:47.471814] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PR'. [2025-09-26T23:08:47.472159] [INFO ] [FORECASTER] Starting predict_future for PR [2025-09-26T23:08:47.500209] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:47.501065] [DEBUG] [LOCAL ] No optimal features file found for PR: ./output/feature-sets/PR.txt [2025-09-26T23:08:47.501124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:47.501160] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:47.501191] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:47.501251] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:47.520887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:47.521585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:47.521710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:47.521786] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:47.561138] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:47.561277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:47.561318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:47.561347] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:47.564843] [DEBUG] [FORECASTER] PR: Forecast T+1@11:T+2@11: UP (p=77.21%) [2025-09-26T23:08:47.565149] [INFO ] [FORECASTER] Completed predict_future for PR [2025-09-26T23:08:47.565289] [INFO ] [sig ] PR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:47.726788] [INFO ] [LOCAL ] Saved forecast: PR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PR.txt [2025-09-26T23:08:47.727260] [WARN ] [sig ] [1443/2043] Failed PR after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:47.727364] [INFO ] [sig ] [1444/2043] Forecasting PRA... [2025-09-26T23:08:47.727405] [INFO ] [sig ] Generating forecast for: PRA [2025-09-26T23:08:47.727442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'. [2025-09-26T23:08:47.741565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRA'. [2025-09-26T23:08:47.742060] [INFO ] [FORECASTER] Starting predict_future for PRA [2025-09-26T23:08:47.770665] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:47.771529] [DEBUG] [LOCAL ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt [2025-09-26T23:08:47.771623] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:47.771703] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:47.771745] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:47.771809] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:47.790268] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:47.791045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:47.791147] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:47.791186] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:47.840026] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:47.840190] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:47.840232] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:47.840261] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:47.844290] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=38.62%) [2025-09-26T23:08:47.844618] [INFO ] [FORECASTER] Completed predict_future for PRA [2025-09-26T23:08:47.844828] [INFO ] [sig ] PRA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:47.989247] [INFO ] [LOCAL ] Saved forecast: PRA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRA.txt [2025-09-26T23:08:47.989554] [WARN ] [sig ] [1444/2043] Failed PRA after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:47.989635] [INFO ] [sig ] [1445/2043] Forecasting PRG... [2025-09-26T23:08:47.989716] [INFO ] [sig ] Generating forecast for: PRG [2025-09-26T23:08:47.989755] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'. [2025-09-26T23:08:48.002414] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRG'. [2025-09-26T23:08:48.002910] [INFO ] [FORECASTER] Starting predict_future for PRG [2025-09-26T23:08:48.031948] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:48.032960] [DEBUG] [LOCAL ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt [2025-09-26T23:08:48.033069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:48.033113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:48.033144] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:48.033206] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:48.052778] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:48.053875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:48.053973] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:48.054031] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:48.101493] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:48.101724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:48.101787] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:48.101820] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:48.105754] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=51.84%) [2025-09-26T23:08:48.106066] [INFO ] [FORECASTER] Completed predict_future for PRG [2025-09-26T23:08:48.106226] [INFO ] [sig ] PRG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:48.264182] [INFO ] [LOCAL ] Saved forecast: PRG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PRG.txt [2025-09-26T23:08:48.264457] [WARN ] [sig ] [1445/2043] Failed PRG after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:48.264542] [INFO ] [sig ] [1446/2043] Forecasting PRGO... [2025-09-26T23:08:48.264582] [INFO ] [sig ] Generating forecast for: PRGO [2025-09-26T23:08:48.264616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'. [2025-09-26T23:08:48.275540] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRGO'. [2025-09-26T23:08:48.276015] [INFO ] [FORECASTER] Starting predict_future for PRGO [2025-09-26T23:08:48.303854] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:48.304723] [DEBUG] [LOCAL ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt [2025-09-26T23:08:48.304787] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:48.304824] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:48.304856] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:48.304929] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:48.324138] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:48.325105] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:48.325203] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:48.325240] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:48.371755] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:48.371950] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:48.371997] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:48.372028] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:48.376037] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=24.45%) [2025-09-26T23:08:48.376418] [INFO ] [FORECASTER] Completed predict_future for PRGO [2025-09-26T23:08:48.376600] [INFO ] [sig ] PRGO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:48.532803] [INFO ] [LOCAL ] Saved forecast: PRGO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRGO.txt [2025-09-26T23:08:48.533062] [WARN ] [sig ] [1446/2043] Failed PRGO after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:48.533138] [INFO ] [sig ] [1447/2043] Forecasting PRH... [2025-09-26T23:08:48.533178] [INFO ] [sig ] Generating forecast for: PRH [2025-09-26T23:08:48.533213] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'. [2025-09-26T23:08:48.545021] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRH'. [2025-09-26T23:08:48.545554] [INFO ] [FORECASTER] Starting predict_future for PRH [2025-09-26T23:08:48.572563] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:48.573335] [DEBUG] [LOCAL ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt [2025-09-26T23:08:48.573419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:48.573457] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:48.573486] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:48.573547] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:48.591758] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:48.592332] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:48.592424] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:48.592458] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:48.635667] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:48.635816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:48.635866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:48.635903] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:48.639436] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=1.36%) [2025-09-26T23:08:48.639781] [INFO ] [FORECASTER] Completed predict_future for PRH [2025-09-26T23:08:48.639946] [INFO ] [sig ] PRH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:48.796873] [INFO ] [LOCAL ] Saved forecast: PRH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRH.txt [2025-09-26T23:08:48.797208] [WARN ] [sig ] [1447/2043] Failed PRH after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:48.797293] [INFO ] [sig ] [1448/2043] Forecasting PRI... [2025-09-26T23:08:48.797334] [INFO ] [sig ] Generating forecast for: PRI [2025-09-26T23:08:48.797374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'. [2025-09-26T23:08:48.810465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRI'. [2025-09-26T23:08:48.811073] [INFO ] [FORECASTER] Starting predict_future for PRI [2025-09-26T23:08:48.838813] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:48.839722] [DEBUG] [LOCAL ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt [2025-09-26T23:08:48.839784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:48.839821] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:48.839849] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:48.839909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:48.857882] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:48.858521] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:48.858614] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:48.858677] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:48.902702] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:48.902945] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:48.903424] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:48.903466] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:48.907973] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: DOWN (p=1.00%) [2025-09-26T23:08:48.908330] [INFO ] [FORECASTER] Completed predict_future for PRI [2025-09-26T23:08:48.908515] [INFO ] [sig ] PRI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:49.064432] [INFO ] [LOCAL ] Saved forecast: PRI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRI.txt [2025-09-26T23:08:49.064768] [WARN ] [sig ] [1448/2043] Failed PRI after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:49.064856] [INFO ] [sig ] [1449/2043] Forecasting PRIM... [2025-09-26T23:08:49.064903] [INFO ] [sig ] Generating forecast for: PRIM [2025-09-26T23:08:49.064970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'. [2025-09-26T23:08:49.077094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRIM'. [2025-09-26T23:08:49.077556] [INFO ] [FORECASTER] Starting predict_future for PRIM [2025-09-26T23:08:49.105252] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:49.106122] [DEBUG] [LOCAL ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt [2025-09-26T23:08:49.106185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:49.106224] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:49.106253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:49.106314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:49.125056] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:49.125690] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:49.125793] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:49.125830] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:49.170938] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:49.171035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:49.171073] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:49.171103] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:49.174448] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=92.24%) [2025-09-26T23:08:49.174773] [INFO ] [FORECASTER] Completed predict_future for PRIM [2025-09-26T23:08:49.174932] [INFO ] [sig ] PRIM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:49.328444] [INFO ] [LOCAL ] Saved forecast: PRIM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PRIM.txt [2025-09-26T23:08:49.328808] [WARN ] [sig ] [1449/2043] Failed PRIM after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:49.328895] [INFO ] [sig ] [1450/2043] Forecasting PRKS... [2025-09-26T23:08:49.328934] [INFO ] [sig ] Generating forecast for: PRKS [2025-09-26T23:08:49.328969] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRKS' from 'https://tdm.silogroup.org/data/derivative_storage/PRKS.csv'. [2025-09-26T23:08:49.340289] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRKS'. [2025-09-26T23:08:49.340620] [INFO ] [FORECASTER] Starting predict_future for PRKS [2025-09-26T23:08:49.367429] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:49.368250] [DEBUG] [LOCAL ] No optimal features file found for PRKS: ./output/feature-sets/PRKS.txt [2025-09-26T23:08:49.368306] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:49.368340] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:49.368369] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:49.368430] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:49.386731] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:49.387310] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:49.387398] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:49.387433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:49.434092] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:49.434224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:49.434263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:49.434293] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:49.437886] [DEBUG] [FORECASTER] PRKS: Forecast T+1@11:T+2@11: DOWN (p=1.74%) [2025-09-26T23:08:49.438206] [INFO ] [FORECASTER] Completed predict_future for PRKS [2025-09-26T23:08:49.438360] [INFO ] [sig ] PRKS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:49.586260] [INFO ] [LOCAL ] Saved forecast: PRKS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRKS.txt [2025-09-26T23:08:49.586608] [WARN ] [sig ] [1450/2043] Failed PRKS after 0.3s | 4.00 sym/s | Total: 6.0m | ETA: 2.5m [2025-09-26T23:08:49.586710] [INFO ] [sig ] [1451/2043] Forecasting PRLB... [2025-09-26T23:08:49.586750] [INFO ] [sig ] Generating forecast for: PRLB [2025-09-26T23:08:49.586793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'. [2025-09-26T23:08:49.598682] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRLB'. [2025-09-26T23:08:49.599136] [INFO ] [FORECASTER] Starting predict_future for PRLB [2025-09-26T23:08:49.626251] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:49.627159] [DEBUG] [LOCAL ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt [2025-09-26T23:08:49.627222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:49.627259] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:49.627288] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:49.627347] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:49.646071] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:49.646859] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:49.646954] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:49.646989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:49.693818] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:49.693975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:49.694017] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:49.694048] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:49.701183] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=6.97%) [2025-09-26T23:08:49.701559] [INFO ] [FORECASTER] Completed predict_future for PRLB [2025-09-26T23:08:49.701772] [INFO ] [sig ] PRLB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:49.852954] [INFO ] [LOCAL ] Saved forecast: PRLB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRLB.txt [2025-09-26T23:08:49.853319] [WARN ] [sig ] [1451/2043] Failed PRLB after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.5m [2025-09-26T23:08:49.853442] [INFO ] [sig ] [1452/2043] Forecasting PRM... [2025-09-26T23:08:49.853500] [INFO ] [sig ] Generating forecast for: PRM [2025-09-26T23:08:49.853538] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'. [2025-09-26T23:08:49.864444] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRM'. [2025-09-26T23:08:49.864805] [INFO ] [FORECASTER] Starting predict_future for PRM [2025-09-26T23:08:49.891424] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:49.892331] [DEBUG] [LOCAL ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt [2025-09-26T23:08:49.892388] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:49.892425] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:49.892455] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:49.892519] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:49.910989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:49.911719] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:49.911812] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:49.911867] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:49.956728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:49.956866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:49.956907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:49.956937] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:49.960409] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=38.45%) [2025-09-26T23:08:49.960731] [INFO ] [FORECASTER] Completed predict_future for PRM [2025-09-26T23:08:49.960888] [INFO ] [sig ] PRM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:50.113930] [INFO ] [LOCAL ] Saved forecast: PRM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRM.txt [2025-09-26T23:08:50.114684] [WARN ] [sig ] [1452/2043] Failed PRM after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.5m [2025-09-26T23:08:50.114776] [INFO ] [sig ] [1453/2043] Forecasting PRMB... [2025-09-26T23:08:50.114819] [INFO ] [sig ] Generating forecast for: PRMB [2025-09-26T23:08:50.114896] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRMB' from 'https://tdm.silogroup.org/data/derivative_storage/PRMB.csv'. [2025-09-26T23:08:50.127561] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRMB'. [2025-09-26T23:08:50.128030] [INFO ] [FORECASTER] Starting predict_future for PRMB [2025-09-26T23:08:50.154768] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:50.155478] [DEBUG] [LOCAL ] No optimal features file found for PRMB: ./output/feature-sets/PRMB.txt [2025-09-26T23:08:50.155534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:50.155568] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:50.155596] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:50.155677] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:50.173784] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:50.174351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:50.174441] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:50.174475] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:50.222342] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:50.222443] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:50.222482] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:50.222512] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:50.225903] [DEBUG] [FORECASTER] PRMB: Forecast T+1@11:T+2@11: UP (p=72.16%) [2025-09-26T23:08:50.226183] [INFO ] [FORECASTER] Completed predict_future for PRMB [2025-09-26T23:08:50.226326] [INFO ] [sig ] PRMB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:50.374040] [INFO ] [LOCAL ] Saved forecast: PRMB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PRMB.txt [2025-09-26T23:08:50.374323] [WARN ] [sig ] [1453/2043] Failed PRMB after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.5m [2025-09-26T23:08:50.374404] [INFO ] [sig ] [1454/2043] Forecasting PRO... [2025-09-26T23:08:50.374444] [INFO ] [sig ] Generating forecast for: PRO [2025-09-26T23:08:50.374479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'. [2025-09-26T23:08:50.385312] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRO'. [2025-09-26T23:08:50.385637] [INFO ] [FORECASTER] Starting predict_future for PRO [2025-09-26T23:08:50.412282] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:50.413077] [DEBUG] [LOCAL ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt [2025-09-26T23:08:50.413156] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:50.413193] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:50.413222] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:50.413283] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:50.431364] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:50.431990] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:50.432081] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:50.432115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:50.475582] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:50.475720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:50.475768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:50.475800] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:50.479175] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=14.59%) [2025-09-26T23:08:50.479455] [INFO ] [FORECASTER] Completed predict_future for PRO [2025-09-26T23:08:50.479604] [INFO ] [sig ] PRO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:50.625352] [INFO ] [LOCAL ] Saved forecast: PRO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRO.txt [2025-09-26T23:08:50.625673] [WARN ] [sig ] [1454/2043] Failed PRO after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.5m [2025-09-26T23:08:50.625762] [INFO ] [sig ] [1455/2043] Forecasting PRT... [2025-09-26T23:08:50.625801] [INFO ] [sig ] Generating forecast for: PRT [2025-09-26T23:08:50.625837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRT' from 'https://tdm.silogroup.org/data/derivative_storage/PRT.csv'. [2025-09-26T23:08:50.641614] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRT'. [2025-09-26T23:08:50.642092] [INFO ] [FORECASTER] Starting predict_future for PRT [2025-09-26T23:08:50.670209] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:50.671073] [DEBUG] [LOCAL ] No optimal features file found for PRT: ./output/feature-sets/PRT.txt [2025-09-26T23:08:50.671132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:50.671170] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:50.671199] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:50.671259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:50.690614] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:50.691563] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:50.691695] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:50.691754] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:50.731146] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:50.731379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:50.731430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:50.731467] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:50.735599] [DEBUG] [FORECASTER] PRT: Forecast T+1@11:T+2@11: DOWN (p=3.36%) [2025-09-26T23:08:50.735959] [INFO ] [FORECASTER] Completed predict_future for PRT [2025-09-26T23:08:50.736130] [INFO ] [sig ] PRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:50.892420] [INFO ] [LOCAL ] Saved forecast: PRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRT.txt [2025-09-26T23:08:50.892817] [WARN ] [sig ] [1455/2043] Failed PRT after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.5m [2025-09-26T23:08:50.892912] [INFO ] [sig ] [1456/2043] Forecasting PRU... [2025-09-26T23:08:50.892954] [INFO ] [sig ] Generating forecast for: PRU [2025-09-26T23:08:50.892998] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PRU' from 'https://tdm.silogroup.org/data/derivative_storage/PRU.csv'. [2025-09-26T23:08:50.905083] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PRU'. [2025-09-26T23:08:50.905538] [INFO ] [FORECASTER] Starting predict_future for PRU [2025-09-26T23:08:50.932404] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:50.933271] [DEBUG] [LOCAL ] No optimal features file found for PRU: ./output/feature-sets/PRU.txt [2025-09-26T23:08:50.933328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:50.933365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:50.933395] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:50.933456] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:50.951419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:50.952038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:50.952131] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:50.952165] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:50.996739] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:50.996828] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:50.996864] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:50.996894] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:51.000237] [DEBUG] [FORECASTER] PRU: Forecast T+1@11:T+2@11: DOWN (p=2.65%) [2025-09-26T23:08:51.000512] [INFO ] [FORECASTER] Completed predict_future for PRU [2025-09-26T23:08:51.000688] [INFO ] [sig ] PRU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:51.149102] [INFO ] [LOCAL ] Saved forecast: PRU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PRU.txt [2025-09-26T23:08:51.149387] [WARN ] [sig ] [1456/2043] Failed PRU after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:51.149469] [INFO ] [sig ] [1457/2043] Forecasting PSA... [2025-09-26T23:08:51.149509] [INFO ] [sig ] Generating forecast for: PSA [2025-09-26T23:08:51.149545] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSA' from 'https://tdm.silogroup.org/data/derivative_storage/PSA.csv'. [2025-09-26T23:08:51.160553] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSA'. [2025-09-26T23:08:51.160891] [INFO ] [FORECASTER] Starting predict_future for PSA [2025-09-26T23:08:51.186958] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:51.187729] [DEBUG] [LOCAL ] No optimal features file found for PSA: ./output/feature-sets/PSA.txt [2025-09-26T23:08:51.187795] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:51.187830] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:51.187859] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:51.187919] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:51.205908] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:51.206505] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:51.206593] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:51.206628] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:51.252256] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:51.252370] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:51.252407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:51.252437] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:51.255848] [DEBUG] [FORECASTER] PSA: Forecast T+1@11:T+2@11: UP (p=51.07%) [2025-09-26T23:08:51.256135] [INFO ] [FORECASTER] Completed predict_future for PSA [2025-09-26T23:08:51.256309] [INFO ] [sig ] PSA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:51.403338] [INFO ] [LOCAL ] Saved forecast: PSA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PSA.txt [2025-09-26T23:08:51.403625] [WARN ] [sig ] [1457/2043] Failed PSA after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:51.403745] [INFO ] [sig ] [1458/2043] Forecasting PSBD... [2025-09-26T23:08:51.403790] [INFO ] [sig ] Generating forecast for: PSBD [2025-09-26T23:08:51.403825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSBD' from 'https://tdm.silogroup.org/data/derivative_storage/PSBD.csv'. [2025-09-26T23:08:51.415735] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'PSBD'. [2025-09-26T23:08:51.416173] [INFO ] [FORECASTER] Starting predict_future for PSBD [2025-09-26T23:08:51.444376] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:51.445241] [DEBUG] [LOCAL ] No optimal features file found for PSBD: ./output/feature-sets/PSBD.txt [2025-09-26T23:08:51.445300] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:51.445337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:51.445367] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:51.445428] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:51.463965] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:51.464585] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:51.464701] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:51.464755] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:51.504304] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:51.504512] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:51.504589] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:51.504684] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:51.508909] [DEBUG] [FORECASTER] PSBD: Forecast T+1@11:T+2@11: DOWN (p=3.92%) [2025-09-26T23:08:51.509244] [INFO ] [FORECASTER] Completed predict_future for PSBD [2025-09-26T23:08:51.509417] [INFO ] [sig ] PSBD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:51.668113] [INFO ] [LOCAL ] Saved forecast: PSBD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PSBD.txt [2025-09-26T23:08:51.668561] [WARN ] [sig ] [1458/2043] Failed PSBD after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:51.668684] [INFO ] [sig ] [1459/2043] Forecasting PSF... [2025-09-26T23:08:51.668738] [INFO ] [sig ] Generating forecast for: PSF [2025-09-26T23:08:51.668779] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'. [2025-09-26T23:08:51.680740] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSF'. [2025-09-26T23:08:51.681111] [INFO ] [FORECASTER] Starting predict_future for PSF [2025-09-26T23:08:51.711300] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:51.712222] [DEBUG] [LOCAL ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt [2025-09-26T23:08:51.712288] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:51.712329] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:51.712358] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:51.712419] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:51.731005] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:51.731578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:51.731686] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:51.731774] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:51.773044] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:51.773149] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:51.773188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:51.773217] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:51.776750] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=32.01%) [2025-09-26T23:08:51.777039] [INFO ] [FORECASTER] Completed predict_future for PSF [2025-09-26T23:08:51.777452] [INFO ] [sig ] PSF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:51.928340] [INFO ] [LOCAL ] Saved forecast: PSF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PSF.txt [2025-09-26T23:08:51.928669] [WARN ] [sig ] [1459/2043] Failed PSF after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:51.928752] [INFO ] [sig ] [1460/2043] Forecasting PSFE... [2025-09-26T23:08:51.928793] [INFO ] [sig ] Generating forecast for: PSFE [2025-09-26T23:08:51.928828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'. [2025-09-26T23:08:51.942000] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSFE'. [2025-09-26T23:08:51.942319] [INFO ] [FORECASTER] Starting predict_future for PSFE [2025-09-26T23:08:51.969966] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:51.970861] [DEBUG] [LOCAL ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt [2025-09-26T23:08:51.970922] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:51.970958] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:51.970986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:51.971047] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:51.997371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:51.998557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:51.998713] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:51.998785] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:52.041792] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:52.041900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:52.041941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:52.041971] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:52.045379] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=90.73%) [2025-09-26T23:08:52.045688] [INFO ] [FORECASTER] Completed predict_future for PSFE [2025-09-26T23:08:52.045858] [INFO ] [sig ] PSFE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:52.197522] [INFO ] [LOCAL ] Saved forecast: PSFE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PSFE.txt [2025-09-26T23:08:52.197813] [WARN ] [sig ] [1460/2043] Failed PSFE after 0.3s | 4.00 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:52.197897] [INFO ] [sig ] [1461/2043] Forecasting PSN... [2025-09-26T23:08:52.197937] [INFO ] [sig ] Generating forecast for: PSN [2025-09-26T23:08:52.197970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'. [2025-09-26T23:08:52.210306] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSN'. [2025-09-26T23:08:52.210831] [INFO ] [FORECASTER] Starting predict_future for PSN [2025-09-26T23:08:52.237894] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:52.238736] [DEBUG] [LOCAL ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt [2025-09-26T23:08:52.238821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:52.238858] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:52.238886] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:52.238946] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:52.256979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:52.257629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:52.257753] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:52.257792] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:52.304260] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:52.304424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:52.304467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:52.304498] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:52.308164] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=0.26%) [2025-09-26T23:08:52.308469] [INFO ] [FORECASTER] Completed predict_future for PSN [2025-09-26T23:08:52.308669] [INFO ] [sig ] PSN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:52.456602] [INFO ] [LOCAL ] Saved forecast: PSN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PSN.txt [2025-09-26T23:08:52.457003] [WARN ] [sig ] [1461/2043] Failed PSN after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:52.457095] [INFO ] [sig ] [1462/2043] Forecasting PSO... [2025-09-26T23:08:52.457135] [INFO ] [sig ] Generating forecast for: PSO [2025-09-26T23:08:52.457171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'. [2025-09-26T23:08:52.468949] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSO'. [2025-09-26T23:08:52.469442] [INFO ] [FORECASTER] Starting predict_future for PSO [2025-09-26T23:08:52.496803] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:52.497782] [DEBUG] [LOCAL ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt [2025-09-26T23:08:52.497898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:52.497944] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:52.497975] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:52.498039] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:52.518484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:52.519355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:52.519458] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:52.519501] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:52.564489] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:52.564706] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:52.564767] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:52.564801] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:52.568663] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: DOWN (p=2.25%) [2025-09-26T23:08:52.569051] [INFO ] [FORECASTER] Completed predict_future for PSO [2025-09-26T23:08:52.569224] [INFO ] [sig ] PSO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:52.733568] [INFO ] [LOCAL ] Saved forecast: PSO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PSO.txt [2025-09-26T23:08:52.733945] [WARN ] [sig ] [1462/2043] Failed PSO after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:52.734033] [INFO ] [sig ] [1463/2043] Forecasting PSQH... [2025-09-26T23:08:52.734073] [INFO ] [sig ] Generating forecast for: PSQH [2025-09-26T23:08:52.734109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'. [2025-09-26T23:08:52.745987] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSQH'. [2025-09-26T23:08:52.746323] [INFO ] [FORECASTER] Starting predict_future for PSQH [2025-09-26T23:08:52.775309] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:52.776195] [DEBUG] [LOCAL ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt [2025-09-26T23:08:52.776255] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:52.776293] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:52.776324] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:52.776426] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:52.795331] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:52.796015] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:52.796105] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:52.796139] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:52.836044] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:52.836206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:52.836253] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:52.836284] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:52.840362] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: DOWN (p=37.25%) [2025-09-26T23:08:52.840708] [INFO ] [FORECASTER] Completed predict_future for PSQH [2025-09-26T23:08:52.840884] [INFO ] [sig ] PSQH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:52.995360] [INFO ] [LOCAL ] Saved forecast: PSQH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PSQH.txt [2025-09-26T23:08:52.995795] [WARN ] [sig ] [1463/2043] Failed PSQH after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:52.995889] [INFO ] [sig ] [1464/2043] Forecasting PSTG... [2025-09-26T23:08:52.995930] [INFO ] [sig ] Generating forecast for: PSTG [2025-09-26T23:08:52.995966] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'. [2025-09-26T23:08:53.009005] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSTG'. [2025-09-26T23:08:53.009438] [INFO ] [FORECASTER] Starting predict_future for PSTG [2025-09-26T23:08:53.036485] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:53.037261] [DEBUG] [LOCAL ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt [2025-09-26T23:08:53.037319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:53.037353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:53.037381] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:53.037442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:53.055323] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:53.055966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:53.056062] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:53.056099] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:53.104618] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:53.104844] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:53.104901] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:53.104933] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:53.108955] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: UP (p=53.54%) [2025-09-26T23:08:53.109295] [INFO ] [FORECASTER] Completed predict_future for PSTG [2025-09-26T23:08:53.109498] [INFO ] [sig ] PSTG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:53.258777] [INFO ] [LOCAL ] Saved forecast: PSTG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PSTG.txt [2025-09-26T23:08:53.260118] [WARN ] [sig ] [1464/2043] Failed PSTG after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:53.260218] [INFO ] [sig ] [1465/2043] Forecasting PSTL... [2025-09-26T23:08:53.260266] [INFO ] [sig ] Generating forecast for: PSTL [2025-09-26T23:08:53.260304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'. [2025-09-26T23:08:53.275832] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSTL'. [2025-09-26T23:08:53.276295] [INFO ] [FORECASTER] Starting predict_future for PSTL [2025-09-26T23:08:53.303983] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:53.304819] [DEBUG] [LOCAL ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt [2025-09-26T23:08:53.304878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:53.304914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:53.304942] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:53.305003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:53.323537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:53.324256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:53.324364] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:53.324433] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:53.368923] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:53.369095] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:53.369181] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:53.369211] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:53.377079] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=93.54%) [2025-09-26T23:08:53.377392] [INFO ] [FORECASTER] Completed predict_future for PSTL [2025-09-26T23:08:53.377548] [INFO ] [sig ] PSTL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:53.525907] [INFO ] [LOCAL ] Saved forecast: PSTL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PSTL.txt [2025-09-26T23:08:53.526260] [WARN ] [sig ] [1465/2043] Failed PSTL after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:53.526370] [INFO ] [sig ] [1466/2043] Forecasting PSX... [2025-09-26T23:08:53.526426] [INFO ] [sig ] Generating forecast for: PSX [2025-09-26T23:08:53.526464] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'. [2025-09-26T23:08:53.538632] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PSX'. [2025-09-26T23:08:53.539069] [INFO ] [FORECASTER] Starting predict_future for PSX [2025-09-26T23:08:53.565761] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:53.566535] [DEBUG] [LOCAL ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt [2025-09-26T23:08:53.566598] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:53.566634] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:53.566707] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:53.566778] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:53.584603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:53.585216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:53.585306] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:53.585365] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:53.635829] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:53.635940] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:53.635977] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:53.636006] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:53.639467] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=90.63%) [2025-09-26T23:08:53.639804] [INFO ] [FORECASTER] Completed predict_future for PSX [2025-09-26T23:08:53.639959] [INFO ] [sig ] PSX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:53.790118] [INFO ] [LOCAL ] Saved forecast: PSX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PSX.txt [2025-09-26T23:08:53.790468] [WARN ] [sig ] [1466/2043] Failed PSX after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:53.790555] [INFO ] [sig ] [1467/2043] Forecasting PTA... [2025-09-26T23:08:53.790595] [INFO ] [sig ] Generating forecast for: PTA [2025-09-26T23:08:53.790629] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'. [2025-09-26T23:08:53.804174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PTA'. [2025-09-26T23:08:53.804808] [INFO ] [FORECASTER] Starting predict_future for PTA [2025-09-26T23:08:53.833030] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:53.833955] [DEBUG] [LOCAL ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt [2025-09-26T23:08:53.834013] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:53.834050] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:53.834080] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:53.834141] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:53.851982] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:53.852610] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:53.852732] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:53.852777] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:53.900686] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:53.900906] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:53.900957] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:53.900990] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:53.905250] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=24.31%) [2025-09-26T23:08:53.905573] [INFO ] [FORECASTER] Completed predict_future for PTA [2025-09-26T23:08:53.905766] [INFO ] [sig ] PTA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:54.061207] [INFO ] [LOCAL ] Saved forecast: PTA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PTA.txt [2025-09-26T23:08:54.061631] [WARN ] [sig ] [1467/2043] Failed PTA after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:54.061749] [INFO ] [sig ] [1468/2043] Forecasting PTY... [2025-09-26T23:08:54.061789] [INFO ] [sig ] Generating forecast for: PTY [2025-09-26T23:08:54.061827] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'. [2025-09-26T23:08:54.073765] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PTY'. [2025-09-26T23:08:54.074127] [INFO ] [FORECASTER] Starting predict_future for PTY [2025-09-26T23:08:54.100607] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:54.101397] [DEBUG] [LOCAL ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt [2025-09-26T23:08:54.101455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:54.101513] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:54.101545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:54.101606] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:54.119771] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:54.120954] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:54.121063] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:54.121099] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:54.166274] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:54.166439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:54.166490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:54.166522] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:54.170099] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=34.15%) [2025-09-26T23:08:54.170409] [INFO ] [FORECASTER] Completed predict_future for PTY [2025-09-26T23:08:54.170569] [INFO ] [sig ] PTY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:54.320748] [INFO ] [LOCAL ] Saved forecast: PTY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PTY.txt [2025-09-26T23:08:54.321142] [WARN ] [sig ] [1468/2043] Failed PTY after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:54.321243] [INFO ] [sig ] [1469/2043] Forecasting PUK... [2025-09-26T23:08:54.321285] [INFO ] [sig ] Generating forecast for: PUK [2025-09-26T23:08:54.321325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'. [2025-09-26T23:08:54.334453] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PUK'. [2025-09-26T23:08:54.334956] [INFO ] [FORECASTER] Starting predict_future for PUK [2025-09-26T23:08:54.363569] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:54.364442] [DEBUG] [LOCAL ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt [2025-09-26T23:08:54.364504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:54.364541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:54.364569] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:54.364628] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:54.383438] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:54.384216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:54.384314] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:54.384349] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:54.431351] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:54.431619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:54.431710] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:54.431757] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:54.436056] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: DOWN (p=46.48%) [2025-09-26T23:08:54.436471] [INFO ] [FORECASTER] Completed predict_future for PUK [2025-09-26T23:08:54.436679] [INFO ] [sig ] PUK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:54.599127] [INFO ] [LOCAL ] Saved forecast: PUK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PUK.txt [2025-09-26T23:08:54.599440] [WARN ] [sig ] [1469/2043] Failed PUK after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:54.599527] [INFO ] [sig ] [1470/2043] Forecasting PUMP... [2025-09-26T23:08:54.599568] [INFO ] [sig ] Generating forecast for: PUMP [2025-09-26T23:08:54.599603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'. [2025-09-26T23:08:54.610707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PUMP'. [2025-09-26T23:08:54.611056] [INFO ] [FORECASTER] Starting predict_future for PUMP [2025-09-26T23:08:54.638024] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:54.639091] [DEBUG] [LOCAL ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt [2025-09-26T23:08:54.639170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:54.639232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:54.639267] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:54.639329] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:54.658556] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:54.659361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:54.659457] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:54.659491] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:54.705354] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:54.705551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:54.705598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:54.705630] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:54.709451] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: UP (p=85.07%) [2025-09-26T23:08:54.709883] [INFO ] [FORECASTER] Completed predict_future for PUMP [2025-09-26T23:08:54.710053] [INFO ] [sig ] PUMP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:54.858465] [INFO ] [LOCAL ] Saved forecast: PUMP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PUMP.txt [2025-09-26T23:08:54.858753] [WARN ] [sig ] [1470/2043] Failed PUMP after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:54.858838] [INFO ] [sig ] [1471/2043] Forecasting PVH... [2025-09-26T23:08:54.858878] [INFO ] [sig ] Generating forecast for: PVH [2025-09-26T23:08:54.858912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'. [2025-09-26T23:08:54.871252] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PVH'. [2025-09-26T23:08:54.871959] [INFO ] [FORECASTER] Starting predict_future for PVH [2025-09-26T23:08:54.899042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:54.899850] [DEBUG] [LOCAL ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt [2025-09-26T23:08:54.899910] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:54.899946] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:54.899974] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:54.900034] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:54.918048] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:54.918628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:54.918744] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:54.918782] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:54.963468] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:54.963572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:54.963610] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:54.963660] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:54.967052] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=30.53%) [2025-09-26T23:08:54.967331] [INFO ] [FORECASTER] Completed predict_future for PVH [2025-09-26T23:08:54.967496] [INFO ] [sig ] PVH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:55.117703] [INFO ] [LOCAL ] Saved forecast: PVH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PVH.txt [2025-09-26T23:08:55.118016] [WARN ] [sig ] [1471/2043] Failed PVH after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:55.118099] [INFO ] [sig ] [1472/2043] Forecasting PVL... [2025-09-26T23:08:55.118140] [INFO ] [sig ] Generating forecast for: PVL [2025-09-26T23:08:55.118177] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'. [2025-09-26T23:08:55.129036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PVL'. [2025-09-26T23:08:55.129354] [INFO ] [FORECASTER] Starting predict_future for PVL [2025-09-26T23:08:55.156103] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:55.156940] [DEBUG] [LOCAL ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt [2025-09-26T23:08:55.156999] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:55.157035] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:55.157066] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:55.157129] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:55.175459] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:55.176113] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:55.176205] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:55.176239] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:55.219045] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:55.219154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:55.219193] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:55.219222] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:55.222555] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=80.87%) [2025-09-26T23:08:55.222864] [INFO ] [FORECASTER] Completed predict_future for PVL [2025-09-26T23:08:55.223008] [INFO ] [sig ] PVL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:55.371594] [INFO ] [LOCAL ] Saved forecast: PVL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/PVL.txt [2025-09-26T23:08:55.371915] [WARN ] [sig ] [1472/2043] Failed PVL after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:55.372006] [INFO ] [sig ] [1473/2043] Forecasting PWR... [2025-09-26T23:08:55.372050] [INFO ] [sig ] Generating forecast for: PWR [2025-09-26T23:08:55.372088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PWR' from 'https://tdm.silogroup.org/data/derivative_storage/PWR.csv'. [2025-09-26T23:08:55.383913] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'PWR'. [2025-09-26T23:08:55.384238] [INFO ] [FORECASTER] Starting predict_future for PWR [2025-09-26T23:08:55.412106] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:55.412971] [DEBUG] [LOCAL ] No optimal features file found for PWR: ./output/feature-sets/PWR.txt [2025-09-26T23:08:55.413034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:55.413074] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:55.413104] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:55.413168] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:55.431901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:55.432493] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:55.432588] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:55.432624] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:55.476824] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:55.476939] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:55.476979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:55.477012] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:55.480495] [DEBUG] [FORECASTER] PWR: Forecast T+1@11:T+2@11: DOWN (p=29.04%) [2025-09-26T23:08:55.480838] [INFO ] [FORECASTER] Completed predict_future for PWR [2025-09-26T23:08:55.480988] [INFO ] [sig ] PWR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:55.626468] [INFO ] [LOCAL ] Saved forecast: PWR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/PWR.txt [2025-09-26T23:08:55.626748] [WARN ] [sig ] [1473/2043] Failed PWR after 0.3s | 3.99 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:55.626836] [INFO ] [sig ] [1474/2043] Forecasting PX... [2025-09-26T23:08:55.626877] [INFO ] [sig ] Generating forecast for: PX [2025-09-26T23:08:55.626912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'. [2025-09-26T23:08:55.634070] [WARN ] [REMOTE ] Historical data not found for symbol 'PX' (404). [2025-09-26T23:08:55.634444] [FATAL] [sig ] PX: No historical data fetched. [2025-09-26T23:08:55.634551] [WARN ] [sig ] [1474/2043] Failed PX after 0.0s | 4.00 sym/s | Total: 6.1m | ETA: 2.4m [2025-09-26T23:08:55.634625] [INFO ] [sig ] [1475/2043] Forecasting QD... [2025-09-26T23:08:55.634707] [INFO ] [sig ] Generating forecast for: QD [2025-09-26T23:08:55.634756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'. [2025-09-26T23:08:55.645600] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QD'. [2025-09-26T23:08:55.645996] [INFO ] [FORECASTER] Starting predict_future for QD [2025-09-26T23:08:55.675178] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:55.676243] [DEBUG] [LOCAL ] No optimal features file found for QD: ./output/feature-sets/QD.txt [2025-09-26T23:08:55.676304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:55.676369] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:55.676425] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:55.676494] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:55.695169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:55.695838] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:55.695931] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:55.695968] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:55.747840] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:55.748096] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:55.748163] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:55.748196] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:55.752584] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=72.12%) [2025-09-26T23:08:55.752993] [INFO ] [FORECASTER] Completed predict_future for QD [2025-09-26T23:08:55.753175] [INFO ] [sig ] QD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:55.903330] [INFO ] [LOCAL ] Saved forecast: QD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/QD.txt [2025-09-26T23:08:55.903960] [WARN ] [sig ] [1475/2043] Failed QD after 0.3s | 4.00 sym/s | Total: 6.2m | ETA: 2.4m [2025-09-26T23:08:55.904053] [INFO ] [sig ] [1476/2043] Forecasting QGEN... [2025-09-26T23:08:55.904094] [INFO ] [sig ] Generating forecast for: QGEN [2025-09-26T23:08:55.904129] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'. [2025-09-26T23:08:55.917126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QGEN'. [2025-09-26T23:08:55.917767] [INFO ] [FORECASTER] Starting predict_future for QGEN [2025-09-26T23:08:55.944941] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:55.945877] [DEBUG] [LOCAL ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt [2025-09-26T23:08:55.945935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:55.945972] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:55.946001] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:55.946063] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:55.964408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:55.965442] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:55.965550] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:55.965586] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:56.009071] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:56.009342] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:56.009397] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:56.009467] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:56.015282] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=65.12%) [2025-09-26T23:08:56.015694] [INFO ] [FORECASTER] Completed predict_future for QGEN [2025-09-26T23:08:56.015885] [INFO ] [sig ] QGEN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:56.166936] [INFO ] [LOCAL ] Saved forecast: QGEN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/QGEN.txt [2025-09-26T23:08:56.167297] [WARN ] [sig ] [1476/2043] Failed QGEN after 0.3s | 4.00 sym/s | Total: 6.2m | ETA: 2.4m [2025-09-26T23:08:56.167387] [INFO ] [sig ] [1477/2043] Forecasting QS... [2025-09-26T23:08:56.167428] [INFO ] [sig ] Generating forecast for: QS [2025-09-26T23:08:56.167465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'. [2025-09-26T23:08:56.179855] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QS'. [2025-09-26T23:08:56.180320] [INFO ] [FORECASTER] Starting predict_future for QS [2025-09-26T23:08:56.208185] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:56.209232] [DEBUG] [LOCAL ] No optimal features file found for QS: ./output/feature-sets/QS.txt [2025-09-26T23:08:56.209296] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:56.209337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:56.209369] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:56.209429] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:56.229934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:56.231155] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:56.231260] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:56.231298] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:56.278283] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:56.278490] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:56.278544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:56.278577] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:56.282773] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=4.34%) [2025-09-26T23:08:56.283083] [INFO ] [FORECASTER] Completed predict_future for QS [2025-09-26T23:08:56.283281] [INFO ] [sig ] QS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:56.430988] [INFO ] [LOCAL ] Saved forecast: QS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/QS.txt [2025-09-26T23:08:56.431228] [WARN ] [sig ] [1477/2043] Failed QS after 0.3s | 4.00 sym/s | Total: 6.2m | ETA: 2.4m [2025-09-26T23:08:56.431308] [INFO ] [sig ] [1478/2043] Forecasting QSR... [2025-09-26T23:08:56.431353] [INFO ] [sig ] Generating forecast for: QSR [2025-09-26T23:08:56.431388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QSR' from 'https://tdm.silogroup.org/data/derivative_storage/QSR.csv'. [2025-09-26T23:08:56.443091] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QSR'. [2025-09-26T23:08:56.443550] [INFO ] [FORECASTER] Starting predict_future for QSR [2025-09-26T23:08:56.472009] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:56.472967] [DEBUG] [LOCAL ] No optimal features file found for QSR: ./output/feature-sets/QSR.txt [2025-09-26T23:08:56.473027] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:56.473065] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:56.473095] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:56.473156] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:56.494122] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:56.495000] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:56.495097] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:56.495134] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:56.542048] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:56.542238] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:56.542283] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:56.542313] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:56.550731] [DEBUG] [FORECASTER] QSR: Forecast T+1@11:T+2@11: UP (p=51.91%) [2025-09-26T23:08:56.551761] [INFO ] [FORECASTER] Completed predict_future for QSR [2025-09-26T23:08:56.552054] [INFO ] [sig ] QSR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:56.719044] [INFO ] [LOCAL ] Saved forecast: QSR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/QSR.txt [2025-09-26T23:08:56.719354] [WARN ] [sig ] [1478/2043] Failed QSR after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.4m [2025-09-26T23:08:56.719488] [INFO ] [sig ] [1479/2043] Forecasting QTWO... [2025-09-26T23:08:56.719554] [INFO ] [sig ] Generating forecast for: QTWO [2025-09-26T23:08:56.719604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'. [2025-09-26T23:08:56.731391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QTWO'. [2025-09-26T23:08:56.731791] [INFO ] [FORECASTER] Starting predict_future for QTWO [2025-09-26T23:08:56.761345] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:56.762283] [DEBUG] [LOCAL ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt [2025-09-26T23:08:56.762342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:56.762414] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:56.762466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:56.762531] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:56.782098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:56.782875] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:56.782968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:56.783005] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:56.826509] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:56.826719] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:56.826780] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:56.826812] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:56.830873] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=67.46%) [2025-09-26T23:08:56.831198] [INFO ] [FORECASTER] Completed predict_future for QTWO [2025-09-26T23:08:56.831364] [INFO ] [sig ] QTWO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:56.989885] [INFO ] [LOCAL ] Saved forecast: QTWO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/QTWO.txt [2025-09-26T23:08:56.990164] [WARN ] [sig ] [1479/2043] Failed QTWO after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.4m [2025-09-26T23:08:56.990248] [INFO ] [sig ] [1480/2043] Forecasting QUAD... [2025-09-26T23:08:56.990289] [INFO ] [sig ] Generating forecast for: QUAD [2025-09-26T23:08:56.990323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'. [2025-09-26T23:08:57.002364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QUAD'. [2025-09-26T23:08:57.003080] [INFO ] [FORECASTER] Starting predict_future for QUAD [2025-09-26T23:08:57.031362] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:57.032360] [DEBUG] [LOCAL ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt [2025-09-26T23:08:57.032429] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:57.032468] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:57.032498] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:57.032560] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:57.050788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:57.051786] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:57.051903] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:57.051938] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:57.096921] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:57.097179] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:57.097227] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:57.097258] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:57.101635] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=24.00%) [2025-09-26T23:08:57.102077] [INFO ] [FORECASTER] Completed predict_future for QUAD [2025-09-26T23:08:57.102245] [INFO ] [sig ] QUAD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:57.288175] [INFO ] [LOCAL ] Saved forecast: QUAD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/QUAD.txt [2025-09-26T23:08:57.288594] [WARN ] [sig ] [1480/2043] Failed QUAD after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:57.288714] [INFO ] [sig ] [1481/2043] Forecasting QVCC... [2025-09-26T23:08:57.288756] [INFO ] [sig ] Generating forecast for: QVCC [2025-09-26T23:08:57.288794] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'. [2025-09-26T23:08:57.301283] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'QVCC'. [2025-09-26T23:08:57.301764] [INFO ] [FORECASTER] Starting predict_future for QVCC [2025-09-26T23:08:57.328907] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:57.329706] [DEBUG] [LOCAL ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt [2025-09-26T23:08:57.329766] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:57.329820] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:57.329852] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:57.329911] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:57.348762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:57.349416] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:57.349504] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:57.349540] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:57.390881] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:57.391091] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:57.391144] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:57.391215] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:57.395232] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=36.92%) [2025-09-26T23:08:57.395705] [INFO ] [FORECASTER] Completed predict_future for QVCC [2025-09-26T23:08:57.395914] [INFO ] [sig ] QVCC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:57.558044] [INFO ] [LOCAL ] Saved forecast: QVCC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/QVCC.txt [2025-09-26T23:08:57.558372] [WARN ] [sig ] [1481/2043] Failed QVCC after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:57.558461] [INFO ] [sig ] [1482/2043] Forecasting QVCD... [2025-09-26T23:08:57.558504] [INFO ] [sig ] Generating forecast for: QVCD [2025-09-26T23:08:57.558539] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QVCD' from 'https://tdm.silogroup.org/data/derivative_storage/QVCD.csv'. [2025-09-26T23:08:57.570232] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'QVCD'. [2025-09-26T23:08:57.570708] [INFO ] [FORECASTER] Starting predict_future for QVCD [2025-09-26T23:08:57.597284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:57.598124] [DEBUG] [LOCAL ] No optimal features file found for QVCD: ./output/feature-sets/QVCD.txt [2025-09-26T23:08:57.598183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:57.598219] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:57.598247] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:57.598308] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:57.615967] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:57.616684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:57.616784] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:57.616820] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:57.653500] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:57.653626] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:57.653705] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:57.653748] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:57.657200] [DEBUG] [FORECASTER] QVCD: Forecast T+1@11:T+2@11: DOWN (p=4.46%) [2025-09-26T23:08:57.657492] [INFO ] [FORECASTER] Completed predict_future for QVCD [2025-09-26T23:08:57.657633] [INFO ] [sig ] QVCD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:57.802126] [INFO ] [LOCAL ] Saved forecast: QVCD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/QVCD.txt [2025-09-26T23:08:57.802507] [WARN ] [sig ] [1482/2043] Failed QVCD after 0.2s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:57.802600] [INFO ] [sig ] [1483/2043] Forecasting QXO... [2025-09-26T23:08:57.802671] [INFO ] [sig ] Generating forecast for: QXO [2025-09-26T23:08:57.802733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'QXO' from 'https://tdm.silogroup.org/data/derivative_storage/QXO.csv'. [2025-09-26T23:08:57.814455] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'QXO'. [2025-09-26T23:08:57.814916] [INFO ] [FORECASTER] Starting predict_future for QXO [2025-09-26T23:08:57.841494] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:57.842354] [DEBUG] [LOCAL ] No optimal features file found for QXO: ./output/feature-sets/QXO.txt [2025-09-26T23:08:57.842414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:57.842450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:57.842479] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:57.842543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:57.860880] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:57.861743] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:57.861846] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:57.861944] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:57.903981] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:57.904136] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:57.904178] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:57.904209] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:57.907996] [DEBUG] [FORECASTER] QXO: Forecast T+1@11:T+2@11: UP (p=94.84%) [2025-09-26T23:08:57.908309] [INFO ] [FORECASTER] Completed predict_future for QXO [2025-09-26T23:08:57.908466] [INFO ] [sig ] QXO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:58.056611] [INFO ] [LOCAL ] Saved forecast: QXO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/QXO.txt [2025-09-26T23:08:58.057071] [WARN ] [sig ] [1483/2043] Failed QXO after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:58.057164] [INFO ] [sig ] [1484/2043] Forecasting R... [2025-09-26T23:08:58.057207] [INFO ] [sig ] Generating forecast for: R [2025-09-26T23:08:58.057243] [DEBUG] [REMOTE ] Fetching historical data for symbol 'R' from 'https://tdm.silogroup.org/data/derivative_storage/R.csv'. [2025-09-26T23:08:58.069349] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'R'. [2025-09-26T23:08:58.069838] [INFO ] [FORECASTER] Starting predict_future for R [2025-09-26T23:08:58.097270] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:58.098177] [DEBUG] [LOCAL ] No optimal features file found for R: ./output/feature-sets/R.txt [2025-09-26T23:08:58.098240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:58.098278] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:58.098309] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:58.098371] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:58.117172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:58.117799] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:58.117886] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:58.117921] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:58.162002] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:58.162163] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:58.162216] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:58.162255] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:58.166233] [DEBUG] [FORECASTER] R: Forecast T+1@11:T+2@11: DOWN (p=2.06%) [2025-09-26T23:08:58.166577] [INFO ] [FORECASTER] Completed predict_future for R [2025-09-26T23:08:58.166777] [INFO ] [sig ] R: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:58.330236] [INFO ] [LOCAL ] Saved forecast: R 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/R.txt [2025-09-26T23:08:58.330537] [WARN ] [sig ] [1484/2043] Failed R after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:58.330622] [INFO ] [sig ] [1485/2043] Forecasting RA... [2025-09-26T23:08:58.330696] [INFO ] [sig ] Generating forecast for: RA [2025-09-26T23:08:58.330754] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'. [2025-09-26T23:08:58.343269] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RA'. [2025-09-26T23:08:58.343727] [INFO ] [FORECASTER] Starting predict_future for RA [2025-09-26T23:08:58.370638] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:58.371414] [DEBUG] [LOCAL ] No optimal features file found for RA: ./output/feature-sets/RA.txt [2025-09-26T23:08:58.371474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:58.371510] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:58.371538] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:58.371598] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:58.390011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:58.390629] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:58.390748] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:58.390790] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:58.435377] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:58.435529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:58.435572] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:58.435602] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:58.439286] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: UP (p=83.92%) [2025-09-26T23:08:58.439572] [INFO ] [FORECASTER] Completed predict_future for RA [2025-09-26T23:08:58.439758] [INFO ] [sig ] RA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:58.585919] [INFO ] [LOCAL ] Saved forecast: RA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RA.txt [2025-09-26T23:08:58.586248] [WARN ] [sig ] [1485/2043] Failed RA after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:58.586330] [INFO ] [sig ] [1486/2043] Forecasting RACE... [2025-09-26T23:08:58.586408] [INFO ] [sig ] Generating forecast for: RACE [2025-09-26T23:08:58.586447] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'. [2025-09-26T23:08:58.598064] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RACE'. [2025-09-26T23:08:58.598411] [INFO ] [FORECASTER] Starting predict_future for RACE [2025-09-26T23:08:58.625151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:58.626002] [DEBUG] [LOCAL ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt [2025-09-26T23:08:58.626059] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:58.626095] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:58.626125] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:58.626185] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:58.644254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:58.644894] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:58.644991] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:58.645026] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:58.689329] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:58.689493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:58.689533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:58.689563] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:58.693130] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: UP (p=98.24%) [2025-09-26T23:08:58.693426] [INFO ] [FORECASTER] Completed predict_future for RACE [2025-09-26T23:08:58.693583] [INFO ] [sig ] RACE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:58.838784] [INFO ] [LOCAL ] Saved forecast: RACE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RACE.txt [2025-09-26T23:08:58.839079] [WARN ] [sig ] [1486/2043] Failed RACE after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:58.839161] [INFO ] [sig ] [1487/2043] Forecasting RAMP... [2025-09-26T23:08:58.839228] [INFO ] [sig ] Generating forecast for: RAMP [2025-09-26T23:08:58.839265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'. [2025-09-26T23:08:58.852144] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RAMP'. [2025-09-26T23:08:58.852594] [INFO ] [FORECASTER] Starting predict_future for RAMP [2025-09-26T23:08:58.880556] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:58.881400] [DEBUG] [LOCAL ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt [2025-09-26T23:08:58.881463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:58.881501] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:58.881529] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:58.881589] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:58.900449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:58.901115] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:58.901236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:58.901293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:58.947947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:58.948122] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:58.948168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:58.948201] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:58.952062] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=93.68%) [2025-09-26T23:08:58.952372] [INFO ] [FORECASTER] Completed predict_future for RAMP [2025-09-26T23:08:58.952541] [INFO ] [sig ] RAMP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:08:59.106747] [INFO ] [LOCAL ] Saved forecast: RAMP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RAMP.txt [2025-09-26T23:08:59.107064] [WARN ] [sig ] [1487/2043] Failed RAMP after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:59.107146] [INFO ] [sig ] [1488/2043] Forecasting RBA... [2025-09-26T23:08:59.107186] [INFO ] [sig ] Generating forecast for: RBA [2025-09-26T23:08:59.107220] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'. [2025-09-26T23:08:59.117888] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBA'. [2025-09-26T23:08:59.118364] [INFO ] [FORECASTER] Starting predict_future for RBA [2025-09-26T23:08:59.144418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:59.145594] [DEBUG] [LOCAL ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt [2025-09-26T23:08:59.145697] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:59.145776] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:59.145819] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:59.145909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:59.165449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:59.166188] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:59.166308] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:59.166440] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:59.209886] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:59.210070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:59.210114] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:59.210144] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:59.214096] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=32.04%) [2025-09-26T23:08:59.214394] [INFO ] [FORECASTER] Completed predict_future for RBA [2025-09-26T23:08:59.214548] [INFO ] [sig ] RBA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:59.364458] [INFO ] [LOCAL ] Saved forecast: RBA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RBA.txt [2025-09-26T23:08:59.364739] [WARN ] [sig ] [1488/2043] Failed RBA after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:59.364823] [INFO ] [sig ] [1489/2043] Forecasting RBC... [2025-09-26T23:08:59.364865] [INFO ] [sig ] Generating forecast for: RBC [2025-09-26T23:08:59.364900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'. [2025-09-26T23:08:59.376559] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBC'. [2025-09-26T23:08:59.377047] [INFO ] [FORECASTER] Starting predict_future for RBC [2025-09-26T23:08:59.404194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:59.405257] [DEBUG] [LOCAL ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt [2025-09-26T23:08:59.405317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:59.405353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:59.405384] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:59.405445] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:59.423706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:59.424539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:59.424663] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:59.424718] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:59.472153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:59.472384] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:59.472431] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:59.472461] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:59.476590] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: DOWN (p=32.98%) [2025-09-26T23:08:59.476960] [INFO ] [FORECASTER] Completed predict_future for RBC [2025-09-26T23:08:59.477139] [INFO ] [sig ] RBC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:59.625321] [INFO ] [LOCAL ] Saved forecast: RBC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RBC.txt [2025-09-26T23:08:59.625717] [WARN ] [sig ] [1489/2043] Failed RBC after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:59.625808] [INFO ] [sig ] [1490/2043] Forecasting RBLX... [2025-09-26T23:08:59.625859] [INFO ] [sig ] Generating forecast for: RBLX [2025-09-26T23:08:59.625932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'. [2025-09-26T23:08:59.638244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBLX'. [2025-09-26T23:08:59.638799] [INFO ] [FORECASTER] Starting predict_future for RBLX [2025-09-26T23:08:59.666468] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:59.667304] [DEBUG] [LOCAL ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt [2025-09-26T23:08:59.667361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:59.667395] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:59.667485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:59.667557] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:59.687034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:59.687845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:59.687939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:59.687998] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:59.733435] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:59.733547] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:59.733587] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:59.733617] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:59.737333] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=35.60%) [2025-09-26T23:08:59.737634] [INFO ] [FORECASTER] Completed predict_future for RBLX [2025-09-26T23:08:59.737837] [INFO ] [sig ] RBLX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:08:59.887536] [INFO ] [LOCAL ] Saved forecast: RBLX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RBLX.txt [2025-09-26T23:08:59.887922] [WARN ] [sig ] [1490/2043] Failed RBLX after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:08:59.888014] [INFO ] [sig ] [1491/2043] Forecasting RBOT... [2025-09-26T23:08:59.888055] [INFO ] [sig ] Generating forecast for: RBOT [2025-09-26T23:08:59.888090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBOT' from 'https://tdm.silogroup.org/data/derivative_storage/RBOT.csv'. [2025-09-26T23:08:59.898854] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBOT'. [2025-09-26T23:08:59.899186] [INFO ] [FORECASTER] Starting predict_future for RBOT [2025-09-26T23:08:59.927341] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:08:59.928136] [DEBUG] [LOCAL ] No optimal features file found for RBOT: ./output/feature-sets/RBOT.txt [2025-09-26T23:08:59.928193] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:08:59.928229] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:08:59.928257] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:08:59.928314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:08:59.946457] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:08:59.947094] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:08:59.947180] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:08:59.947214] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:08:59.986502] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:08:59.986711] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:08:59.986773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:08:59.986807] [INFO ] [FORECASTER] Training complete [2025-09-26T23:08:59.990498] [DEBUG] [FORECASTER] RBOT: Forecast T+1@11:T+2@11: DOWN (p=31.64%) [2025-09-26T23:08:59.990833] [INFO ] [FORECASTER] Completed predict_future for RBOT [2025-09-26T23:08:59.990986] [INFO ] [sig ] RBOT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:00.142073] [INFO ] [LOCAL ] Saved forecast: RBOT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RBOT.txt [2025-09-26T23:09:00.142360] [WARN ] [sig ] [1491/2043] Failed RBOT after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:09:00.142449] [INFO ] [sig ] [1492/2043] Forecasting RBRK... [2025-09-26T23:09:00.142490] [INFO ] [sig ] Generating forecast for: RBRK [2025-09-26T23:09:00.142525] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RBRK' from 'https://tdm.silogroup.org/data/derivative_storage/RBRK.csv'. [2025-09-26T23:09:00.153425] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RBRK'. [2025-09-26T23:09:00.153925] [INFO ] [FORECASTER] Starting predict_future for RBRK [2025-09-26T23:09:00.181090] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:00.181975] [DEBUG] [LOCAL ] No optimal features file found for RBRK: ./output/feature-sets/RBRK.txt [2025-09-26T23:09:00.182032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:00.182068] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:00.182100] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:00.182159] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:00.201159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:00.202034] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:00.202138] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:00.202175] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:00.249220] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:00.249403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:00.249447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:00.249478] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:00.253308] [DEBUG] [FORECASTER] RBRK: Forecast T+1@11:T+2@11: DOWN (p=15.60%) [2025-09-26T23:09:00.253601] [INFO ] [FORECASTER] Completed predict_future for RBRK [2025-09-26T23:09:00.253801] [INFO ] [sig ] RBRK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:00.406890] [INFO ] [LOCAL ] Saved forecast: RBRK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RBRK.txt [2025-09-26T23:09:00.407157] [WARN ] [sig ] [1492/2043] Failed RBRK after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:09:00.407237] [INFO ] [sig ] [1493/2043] Forecasting RC... [2025-09-26T23:09:00.407277] [INFO ] [sig ] Generating forecast for: RC [2025-09-26T23:09:00.407311] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'. [2025-09-26T23:09:00.418465] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RC'. [2025-09-26T23:09:00.418832] [INFO ] [FORECASTER] Starting predict_future for RC [2025-09-26T23:09:00.445625] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:00.446514] [DEBUG] [LOCAL ] No optimal features file found for RC: ./output/feature-sets/RC.txt [2025-09-26T23:09:00.446573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:00.446608] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:00.446636] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:00.446741] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:00.465596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:00.466607] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:00.466749] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:00.466824] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:00.516436] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:00.516767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:00.516836] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:00.516872] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:00.523499] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=65.08%) [2025-09-26T23:09:00.523890] [INFO ] [FORECASTER] Completed predict_future for RC [2025-09-26T23:09:00.524080] [INFO ] [sig ] RC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:00.671581] [INFO ] [LOCAL ] Saved forecast: RC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RC.txt [2025-09-26T23:09:00.672046] [WARN ] [sig ] [1493/2043] Failed RC after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:09:00.672140] [INFO ] [sig ] [1494/2043] Forecasting RCI... [2025-09-26T23:09:00.672182] [INFO ] [sig ] Generating forecast for: RCI [2025-09-26T23:09:00.672218] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'. [2025-09-26T23:09:00.685084] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RCI'. [2025-09-26T23:09:00.685586] [INFO ] [FORECASTER] Starting predict_future for RCI [2025-09-26T23:09:00.712493] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:00.713335] [DEBUG] [LOCAL ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt [2025-09-26T23:09:00.713398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:00.713435] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:00.713466] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:00.713527] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:00.731500] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:00.732131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:00.732224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:00.732258] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:00.780820] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:00.780972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:00.781014] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:00.781045] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:00.784761] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=64.01%) [2025-09-26T23:09:00.785080] [INFO ] [FORECASTER] Completed predict_future for RCI [2025-09-26T23:09:00.785252] [INFO ] [sig ] RCI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:00.940214] [INFO ] [LOCAL ] Saved forecast: RCI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RCI.txt [2025-09-26T23:09:00.940687] [WARN ] [sig ] [1494/2043] Failed RCI after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:09:00.940781] [INFO ] [sig ] [1495/2043] Forecasting RCS... [2025-09-26T23:09:00.940822] [INFO ] [sig ] Generating forecast for: RCS [2025-09-26T23:09:00.940859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'. [2025-09-26T23:09:00.952155] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RCS'. [2025-09-26T23:09:00.952514] [INFO ] [FORECASTER] Starting predict_future for RCS [2025-09-26T23:09:00.978797] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:00.979571] [DEBUG] [LOCAL ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt [2025-09-26T23:09:00.979629] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:00.979726] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:00.979767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:00.979830] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:00.997977] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:00.998558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:00.998670] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:00.998726] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:01.042428] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:01.042717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:01.042785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:01.042817] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:01.046966] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=94.86%) [2025-09-26T23:09:01.047293] [INFO ] [FORECASTER] Completed predict_future for RCS [2025-09-26T23:09:01.047445] [INFO ] [sig ] RCS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:01.193155] [INFO ] [LOCAL ] Saved forecast: RCS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RCS.txt [2025-09-26T23:09:01.193525] [WARN ] [sig ] [1495/2043] Failed RCS after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:09:01.193615] [INFO ] [sig ] [1496/2043] Forecasting RCUS... [2025-09-26T23:09:01.193691] [INFO ] [sig ] Generating forecast for: RCUS [2025-09-26T23:09:01.193743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'. [2025-09-26T23:09:01.205512] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RCUS'. [2025-09-26T23:09:01.206153] [INFO ] [FORECASTER] Starting predict_future for RCUS [2025-09-26T23:09:01.233237] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:01.234175] [DEBUG] [LOCAL ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt [2025-09-26T23:09:01.234233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:01.234269] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:01.234298] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:01.234360] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:01.252338] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:01.253172] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:01.253272] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:01.253309] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:01.300232] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:01.300491] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:01.300540] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:01.300572] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:01.304755] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: DOWN (p=4.53%) [2025-09-26T23:09:01.305073] [INFO ] [FORECASTER] Completed predict_future for RCUS [2025-09-26T23:09:01.305224] [INFO ] [sig ] RCUS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:01.524121] [INFO ] [LOCAL ] Saved forecast: RCUS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RCUS.txt [2025-09-26T23:09:01.524518] [WARN ] [sig ] [1496/2043] Failed RCUS after 0.3s | 3.99 sym/s | Total: 6.2m | ETA: 2.3m [2025-09-26T23:09:01.524614] [INFO ] [sig ] [1497/2043] Forecasting RDN... [2025-09-26T23:09:01.524692] [INFO ] [sig ] Generating forecast for: RDN [2025-09-26T23:09:01.524745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'. [2025-09-26T23:09:01.537805] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDN'. [2025-09-26T23:09:01.538265] [INFO ] [FORECASTER] Starting predict_future for RDN [2025-09-26T23:09:01.565044] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:01.565819] [DEBUG] [LOCAL ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt [2025-09-26T23:09:01.565876] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:01.565910] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:01.565939] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:01.565998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:01.583628] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:01.584355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:01.584451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:01.584485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:01.627594] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:01.627780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:01.627830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:01.627861] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:01.631436] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: UP (p=72.96%) [2025-09-26T23:09:01.631791] [INFO ] [FORECASTER] Completed predict_future for RDN [2025-09-26T23:09:01.631952] [INFO ] [sig ] RDN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:01.777769] [INFO ] [LOCAL ] Saved forecast: RDN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RDN.txt [2025-09-26T23:09:01.778193] [WARN ] [sig ] [1497/2043] Failed RDN after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:01.778287] [INFO ] [sig ] [1498/2043] Forecasting RDW... [2025-09-26T23:09:01.778329] [INFO ] [sig ] Generating forecast for: RDW [2025-09-26T23:09:01.778367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDW' from 'https://tdm.silogroup.org/data/derivative_storage/RDW.csv'. [2025-09-26T23:09:01.791511] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDW'. [2025-09-26T23:09:01.792181] [INFO ] [FORECASTER] Starting predict_future for RDW [2025-09-26T23:09:01.819630] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:01.820585] [DEBUG] [LOCAL ] No optimal features file found for RDW: ./output/feature-sets/RDW.txt [2025-09-26T23:09:01.820672] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:01.820729] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:01.820762] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:01.820823] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:01.839160] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:01.840103] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:01.840208] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:01.840244] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:01.885232] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:01.885485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:01.885533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:01.885564] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:01.889963] [DEBUG] [FORECASTER] RDW: Forecast T+1@11:T+2@11: UP (p=64.40%) [2025-09-26T23:09:01.890340] [INFO ] [FORECASTER] Completed predict_future for RDW [2025-09-26T23:09:01.890510] [INFO ] [sig ] RDW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:02.050201] [INFO ] [LOCAL ] Saved forecast: RDW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RDW.txt [2025-09-26T23:09:02.050637] [WARN ] [sig ] [1498/2043] Failed RDW after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:02.050757] [INFO ] [sig ] [1499/2043] Forecasting RDY... [2025-09-26T23:09:02.050798] [INFO ] [sig ] Generating forecast for: RDY [2025-09-26T23:09:02.050836] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'. [2025-09-26T23:09:02.067760] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RDY'. [2025-09-26T23:09:02.068265] [INFO ] [FORECASTER] Starting predict_future for RDY [2025-09-26T23:09:02.095512] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:02.096433] [DEBUG] [LOCAL ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt [2025-09-26T23:09:02.096496] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:02.096534] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:02.096564] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:02.096624] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:02.116028] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:02.116851] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:02.116943] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:02.116978] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:02.165529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:02.165757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:02.165823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:02.165865] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:02.170278] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=94.36%) [2025-09-26T23:09:02.170578] [INFO ] [FORECASTER] Completed predict_future for RDY [2025-09-26T23:09:02.170768] [INFO ] [sig ] RDY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:02.326372] [INFO ] [LOCAL ] Saved forecast: RDY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RDY.txt [2025-09-26T23:09:02.326689] [WARN ] [sig ] [1499/2043] Failed RDY after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:02.326775] [INFO ] [sig ] [1500/2043] Forecasting RELX... [2025-09-26T23:09:02.326815] [INFO ] [sig ] Generating forecast for: RELX [2025-09-26T23:09:02.326849] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'. [2025-09-26T23:09:02.339565] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RELX'. [2025-09-26T23:09:02.340254] [INFO ] [FORECASTER] Starting predict_future for RELX [2025-09-26T23:09:02.371795] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:02.372830] [DEBUG] [LOCAL ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt [2025-09-26T23:09:02.372889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:02.372926] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:02.372956] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:02.373017] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:02.392492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:02.393177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:02.393270] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:02.393310] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:02.441976] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:02.442227] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:02.442325] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:02.442378] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:02.447016] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=1.72%) [2025-09-26T23:09:02.447339] [INFO ] [FORECASTER] Completed predict_future for RELX [2025-09-26T23:09:02.447499] [INFO ] [sig ] RELX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:02.604345] [INFO ] [LOCAL ] Saved forecast: RELX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RELX.txt [2025-09-26T23:09:02.604632] [WARN ] [sig ] [1500/2043] Failed RELX after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:02.604764] [INFO ] [sig ] [1501/2043] Forecasting RERE... [2025-09-26T23:09:02.604820] [INFO ] [sig ] Generating forecast for: RERE [2025-09-26T23:09:02.604858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'. [2025-09-26T23:09:02.617343] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RERE'. [2025-09-26T23:09:02.617868] [INFO ] [FORECASTER] Starting predict_future for RERE [2025-09-26T23:09:02.645892] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:02.646830] [DEBUG] [LOCAL ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt [2025-09-26T23:09:02.646890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:02.646928] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:02.646959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:02.647019] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:02.665387] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:02.666373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:02.666474] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:02.666511] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:02.710564] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:02.710785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:02.710843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:02.710878] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:02.714710] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=86.31%) [2025-09-26T23:09:02.715014] [INFO ] [FORECASTER] Completed predict_future for RERE [2025-09-26T23:09:02.715172] [INFO ] [sig ] RERE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:02.869386] [INFO ] [LOCAL ] Saved forecast: RERE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RERE.txt [2025-09-26T23:09:02.869702] [WARN ] [sig ] [1501/2043] Failed RERE after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:02.869791] [INFO ] [sig ] [1502/2043] Forecasting RES... [2025-09-26T23:09:02.869832] [INFO ] [sig ] Generating forecast for: RES [2025-09-26T23:09:02.869866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'. [2025-09-26T23:09:02.881119] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RES'. [2025-09-26T23:09:02.881536] [INFO ] [FORECASTER] Starting predict_future for RES [2025-09-26T23:09:02.910284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:02.911288] [DEBUG] [LOCAL ] No optimal features file found for RES: ./output/feature-sets/RES.txt [2025-09-26T23:09:02.911356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:02.911401] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:02.911462] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:02.911538] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:02.931477] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:02.932402] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:02.932499] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:02.932537] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:02.977062] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:02.977262] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:02.977310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:02.977342] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:02.981192] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=54.26%) [2025-09-26T23:09:02.981508] [INFO ] [FORECASTER] Completed predict_future for RES [2025-09-26T23:09:02.981697] [INFO ] [sig ] RES: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:03.137375] [INFO ] [LOCAL ] Saved forecast: RES 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RES.txt [2025-09-26T23:09:03.137698] [WARN ] [sig ] [1502/2043] Failed RES after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:03.137783] [INFO ] [sig ] [1503/2043] Forecasting REVG... [2025-09-26T23:09:03.137824] [INFO ] [sig ] Generating forecast for: REVG [2025-09-26T23:09:03.137858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'. [2025-09-26T23:09:03.149138] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REVG'. [2025-09-26T23:09:03.149497] [INFO ] [FORECASTER] Starting predict_future for REVG [2025-09-26T23:09:03.176044] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:03.177092] [DEBUG] [LOCAL ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt [2025-09-26T23:09:03.177154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:03.177189] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:03.177217] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:03.177277] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:03.196765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:03.197530] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:03.197621] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:03.197689] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:03.243974] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:03.244140] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:03.244183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:03.244212] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:03.247850] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: DOWN (p=23.79%) [2025-09-26T23:09:03.248140] [INFO ] [FORECASTER] Completed predict_future for REVG [2025-09-26T23:09:03.248285] [INFO ] [sig ] REVG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:03.398728] [INFO ] [LOCAL ] Saved forecast: REVG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/REVG.txt [2025-09-26T23:09:03.399032] [WARN ] [sig ] [1503/2043] Failed REVG after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:03.399117] [INFO ] [sig ] [1504/2043] Forecasting REX... [2025-09-26T23:09:03.399173] [INFO ] [sig ] Generating forecast for: REX [2025-09-26T23:09:03.399209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'. [2025-09-26T23:09:03.413066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REX'. [2025-09-26T23:09:03.413558] [INFO ] [FORECASTER] Starting predict_future for REX [2025-09-26T23:09:03.441603] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:03.442502] [DEBUG] [LOCAL ] No optimal features file found for REX: ./output/feature-sets/REX.txt [2025-09-26T23:09:03.442563] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:03.442603] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:03.442635] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:03.442743] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:03.462492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:03.463474] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:03.463575] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:03.463612] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:03.509868] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:03.510154] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:03.510224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:03.510259] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:03.515347] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=12.01%) [2025-09-26T23:09:03.515765] [INFO ] [FORECASTER] Completed predict_future for REX [2025-09-26T23:09:03.515966] [INFO ] [sig ] REX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:03.673864] [INFO ] [LOCAL ] Saved forecast: REX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/REX.txt [2025-09-26T23:09:03.674143] [WARN ] [sig ] [1504/2043] Failed REX after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.3m [2025-09-26T23:09:03.674231] [INFO ] [sig ] [1505/2043] Forecasting REXR... [2025-09-26T23:09:03.674271] [INFO ] [sig ] Generating forecast for: REXR [2025-09-26T23:09:03.674305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REXR' from 'https://tdm.silogroup.org/data/derivative_storage/REXR.csv'. [2025-09-26T23:09:03.687126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REXR'. [2025-09-26T23:09:03.687551] [INFO ] [FORECASTER] Starting predict_future for REXR [2025-09-26T23:09:03.716151] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:03.717151] [DEBUG] [LOCAL ] No optimal features file found for REXR: ./output/feature-sets/REXR.txt [2025-09-26T23:09:03.717214] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:03.717250] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:03.717280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:03.717338] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:03.736509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:03.737350] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:03.737446] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:03.737482] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:03.783446] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:03.783635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:03.783725] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:03.783763] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:03.787840] [DEBUG] [FORECASTER] REXR: Forecast T+1@11:T+2@11: UP (p=95.09%) [2025-09-26T23:09:03.788169] [INFO ] [FORECASTER] Completed predict_future for REXR [2025-09-26T23:09:03.788326] [INFO ] [sig ] REXR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:03.943686] [INFO ] [LOCAL ] Saved forecast: REXR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/REXR.txt [2025-09-26T23:09:03.943943] [WARN ] [sig ] [1505/2043] Failed REXR after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:03.944035] [INFO ] [sig ] [1506/2043] Forecasting REZI... [2025-09-26T23:09:03.944108] [INFO ] [sig ] Generating forecast for: REZI [2025-09-26T23:09:03.944166] [DEBUG] [REMOTE ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'. [2025-09-26T23:09:03.955530] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'REZI'. [2025-09-26T23:09:03.955940] [INFO ] [FORECASTER] Starting predict_future for REZI [2025-09-26T23:09:03.982207] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:03.982996] [DEBUG] [LOCAL ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt [2025-09-26T23:09:03.983053] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:03.983088] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:03.983118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:03.983178] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:04.001508] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:04.002232] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:04.002322] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:04.002356] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:04.048462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:04.048607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:04.048671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:04.048725] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:04.052364] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-09-26T23:09:04.052686] [INFO ] [FORECASTER] Completed predict_future for REZI [2025-09-26T23:09:04.052841] [INFO ] [sig ] REZI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:04.206417] [INFO ] [LOCAL ] Saved forecast: REZI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/REZI.txt [2025-09-26T23:09:04.206723] [WARN ] [sig ] [1506/2043] Failed REZI after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:04.206815] [INFO ] [sig ] [1507/2043] Forecasting RF... [2025-09-26T23:09:04.206857] [INFO ] [sig ] Generating forecast for: RF [2025-09-26T23:09:04.206893] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'. [2025-09-26T23:09:04.217235] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RF'. [2025-09-26T23:09:04.217567] [INFO ] [FORECASTER] Starting predict_future for RF [2025-09-26T23:09:04.244357] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:04.245216] [DEBUG] [LOCAL ] No optimal features file found for RF: ./output/feature-sets/RF.txt [2025-09-26T23:09:04.245275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:04.245312] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:04.245402] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:04.245472] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:04.264373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:04.265139] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:04.265355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:04.265412] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:04.309044] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:04.309276] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:04.309400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:04.309457] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:04.313978] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=11.76%) [2025-09-26T23:09:04.314329] [INFO ] [FORECASTER] Completed predict_future for RF [2025-09-26T23:09:04.314480] [INFO ] [sig ] RF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:04.466820] [INFO ] [LOCAL ] Saved forecast: RF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RF.txt [2025-09-26T23:09:04.467101] [WARN ] [sig ] [1507/2043] Failed RF after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:04.467187] [INFO ] [sig ] [1508/2043] Forecasting RFI... [2025-09-26T23:09:04.467228] [INFO ] [sig ] Generating forecast for: RFI [2025-09-26T23:09:04.467264] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'. [2025-09-26T23:09:04.478462] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFI'. [2025-09-26T23:09:04.478861] [INFO ] [FORECASTER] Starting predict_future for RFI [2025-09-26T23:09:04.506071] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:04.506941] [DEBUG] [LOCAL ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt [2025-09-26T23:09:04.506998] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:04.507034] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:04.507062] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:04.507120] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:04.525775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:04.526537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:04.526624] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:04.526692] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:04.567160] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:04.567320] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:04.567362] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:04.567393] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:04.571035] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=32.50%) [2025-09-26T23:09:04.571326] [INFO ] [FORECASTER] Completed predict_future for RFI [2025-09-26T23:09:04.571470] [INFO ] [sig ] RFI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:04.722938] [INFO ] [LOCAL ] Saved forecast: RFI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RFI.txt [2025-09-26T23:09:04.723187] [WARN ] [sig ] [1508/2043] Failed RFI after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:04.723271] [INFO ] [sig ] [1509/2043] Forecasting RFL... [2025-09-26T23:09:04.723313] [INFO ] [sig ] Generating forecast for: RFL [2025-09-26T23:09:04.723347] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'. [2025-09-26T23:09:04.733351] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFL'. [2025-09-26T23:09:04.733712] [INFO ] [FORECASTER] Starting predict_future for RFL [2025-09-26T23:09:04.760610] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:04.761629] [DEBUG] [LOCAL ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt [2025-09-26T23:09:04.761716] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:04.761759] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:04.761810] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:04.761873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:04.780341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:04.781161] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:04.781255] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:04.781289] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:04.822585] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:04.822788] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:04.822841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:04.822873] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:04.826621] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=36.54%) [2025-09-26T23:09:04.826959] [INFO ] [FORECASTER] Completed predict_future for RFL [2025-09-26T23:09:04.827114] [INFO ] [sig ] RFL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:04.976685] [INFO ] [LOCAL ] Saved forecast: RFL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RFL.txt [2025-09-26T23:09:04.977007] [WARN ] [sig ] [1509/2043] Failed RFL after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:04.977096] [INFO ] [sig ] [1510/2043] Forecasting RFM... [2025-09-26T23:09:04.977136] [INFO ] [sig ] Generating forecast for: RFM [2025-09-26T23:09:04.977172] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'. [2025-09-26T23:09:04.987589] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFM'. [2025-09-26T23:09:04.987953] [INFO ] [FORECASTER] Starting predict_future for RFM [2025-09-26T23:09:05.015972] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:05.016923] [DEBUG] [LOCAL ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt [2025-09-26T23:09:05.016981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:05.017018] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:05.017047] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:05.017106] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:05.035427] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:05.036068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:05.036157] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:05.036194] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:05.074906] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:05.075134] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:05.075213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:05.075280] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:05.080723] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=33.84%) [2025-09-26T23:09:05.081197] [INFO ] [FORECASTER] Completed predict_future for RFM [2025-09-26T23:09:05.081362] [INFO ] [sig ] RFM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:05.234631] [INFO ] [LOCAL ] Saved forecast: RFM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RFM.txt [2025-09-26T23:09:05.234943] [WARN ] [sig ] [1510/2043] Failed RFM after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:05.235039] [INFO ] [sig ] [1511/2043] Forecasting RFMZ... [2025-09-26T23:09:05.235080] [INFO ] [sig ] Generating forecast for: RFMZ [2025-09-26T23:09:05.235116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'. [2025-09-26T23:09:05.249384] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RFMZ'. [2025-09-26T23:09:05.249868] [INFO ] [FORECASTER] Starting predict_future for RFMZ [2025-09-26T23:09:05.280519] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:05.281480] [DEBUG] [LOCAL ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt [2025-09-26T23:09:05.281542] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:05.281580] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:05.281610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:05.281689] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:05.302609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:05.303688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:05.303802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:05.303843] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:05.345555] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:05.345756] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:05.345811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:05.345843] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:05.349808] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=94.30%) [2025-09-26T23:09:05.350148] [INFO ] [FORECASTER] Completed predict_future for RFMZ [2025-09-26T23:09:05.350317] [INFO ] [sig ] RFMZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:05.501954] [INFO ] [LOCAL ] Saved forecast: RFMZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RFMZ.txt [2025-09-26T23:09:05.502205] [WARN ] [sig ] [1511/2043] Failed RFMZ after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:05.502285] [INFO ] [sig ] [1512/2043] Forecasting RGA... [2025-09-26T23:09:05.502325] [INFO ] [sig ] Generating forecast for: RGA [2025-09-26T23:09:05.502358] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'. [2025-09-26T23:09:05.513190] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RGA'. [2025-09-26T23:09:05.513557] [INFO ] [FORECASTER] Starting predict_future for RGA [2025-09-26T23:09:05.540789] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:05.541553] [DEBUG] [LOCAL ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt [2025-09-26T23:09:05.541610] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:05.541677] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:05.541729] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:05.541793] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:05.562104] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:05.562813] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:05.562905] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:05.562940] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:05.606835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:05.606933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:05.606971] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:05.607001] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:05.610318] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=60.93%) [2025-09-26T23:09:05.610608] [INFO ] [FORECASTER] Completed predict_future for RGA [2025-09-26T23:09:05.610800] [INFO ] [sig ] RGA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:05.802356] [INFO ] [LOCAL ] Saved forecast: RGA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RGA.txt [2025-09-26T23:09:05.802661] [WARN ] [sig ] [1512/2043] Failed RGA after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:05.802760] [INFO ] [sig ] [1513/2043] Forecasting RGR... [2025-09-26T23:09:05.802838] [INFO ] [sig ] Generating forecast for: RGR [2025-09-26T23:09:05.802905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGR' from 'https://tdm.silogroup.org/data/derivative_storage/RGR.csv'. [2025-09-26T23:09:05.812933] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RGR'. [2025-09-26T23:09:05.813215] [INFO ] [FORECASTER] Starting predict_future for RGR [2025-09-26T23:09:05.841430] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:05.842263] [DEBUG] [LOCAL ] No optimal features file found for RGR: ./output/feature-sets/RGR.txt [2025-09-26T23:09:05.842325] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:05.842361] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:05.842389] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:05.842447] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:05.863042] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:05.863958] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:05.864056] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:05.864093] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:05.917442] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:05.918184] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:05.918266] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:05.918329] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:05.923473] [DEBUG] [FORECASTER] RGR: Forecast T+1@11:T+2@11: UP (p=97.84%) [2025-09-26T23:09:05.923903] [INFO ] [FORECASTER] Completed predict_future for RGR [2025-09-26T23:09:05.924089] [INFO ] [sig ] RGR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:06.078672] [INFO ] [LOCAL ] Saved forecast: RGR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RGR.txt [2025-09-26T23:09:06.078921] [WARN ] [sig ] [1513/2043] Failed RGR after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:06.079002] [INFO ] [sig ] [1514/2043] Forecasting RGT... [2025-09-26T23:09:06.079042] [INFO ] [sig ] Generating forecast for: RGT [2025-09-26T23:09:06.079077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RGT' from 'https://tdm.silogroup.org/data/derivative_storage/RGT.csv'. [2025-09-26T23:09:06.094430] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RGT'. [2025-09-26T23:09:06.094779] [INFO ] [FORECASTER] Starting predict_future for RGT [2025-09-26T23:09:06.121161] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:06.122023] [DEBUG] [LOCAL ] No optimal features file found for RGT: ./output/feature-sets/RGT.txt [2025-09-26T23:09:06.122080] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:06.122115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:06.122146] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:06.122204] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:06.141389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:06.142002] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:06.142088] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:06.142123] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:06.184431] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:06.184522] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:06.184577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:06.184608] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:06.187836] [DEBUG] [FORECASTER] RGT: Forecast T+1@11:T+2@11: UP (p=75.38%) [2025-09-26T23:09:06.188108] [INFO ] [FORECASTER] Completed predict_future for RGT [2025-09-26T23:09:06.188249] [INFO ] [sig ] RGT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:06.336666] [INFO ] [LOCAL ] Saved forecast: RGT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RGT.txt [2025-09-26T23:09:06.336895] [WARN ] [sig ] [1514/2043] Failed RGT after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:06.336973] [INFO ] [sig ] [1515/2043] Forecasting RH... [2025-09-26T23:09:06.337013] [INFO ] [sig ] Generating forecast for: RH [2025-09-26T23:09:06.337047] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'. [2025-09-26T23:09:06.348045] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RH'. [2025-09-26T23:09:06.348562] [INFO ] [FORECASTER] Starting predict_future for RH [2025-09-26T23:09:06.378288] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:06.379230] [DEBUG] [LOCAL ] No optimal features file found for RH: ./output/feature-sets/RH.txt [2025-09-26T23:09:06.379289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:06.379327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:06.379358] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:06.379436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:06.399686] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:06.400575] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:06.400694] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:06.400751] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:06.445771] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:06.446006] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:06.446061] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:06.446093] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:06.450105] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=7.57%) [2025-09-26T23:09:06.450417] [INFO ] [FORECASTER] Completed predict_future for RH [2025-09-26T23:09:06.450576] [INFO ] [sig ] RH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:06.605890] [INFO ] [LOCAL ] Saved forecast: RH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RH.txt [2025-09-26T23:09:06.606201] [WARN ] [sig ] [1515/2043] Failed RH after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:06.606285] [INFO ] [sig ] [1516/2043] Forecasting RHI... [2025-09-26T23:09:06.606360] [INFO ] [sig ] Generating forecast for: RHI [2025-09-26T23:09:06.606429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'. [2025-09-26T23:09:06.617717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RHI'. [2025-09-26T23:09:06.618171] [INFO ] [FORECASTER] Starting predict_future for RHI [2025-09-26T23:09:06.656012] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:06.657041] [DEBUG] [LOCAL ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt [2025-09-26T23:09:06.657103] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:06.657139] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:06.657168] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:06.657251] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:06.676379] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:06.676995] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:06.677086] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:06.677124] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:06.730209] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:06.730431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:06.730517] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:06.730583] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:06.737186] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=10.93%) [2025-09-26T23:09:06.737820] [INFO ] [FORECASTER] Completed predict_future for RHI [2025-09-26T23:09:06.738072] [INFO ] [sig ] RHI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:06.904603] [INFO ] [LOCAL ] Saved forecast: RHI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RHI.txt [2025-09-26T23:09:06.904883] [WARN ] [sig ] [1516/2043] Failed RHI after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:06.904968] [INFO ] [sig ] [1517/2043] Forecasting RHP... [2025-09-26T23:09:06.905010] [INFO ] [sig ] Generating forecast for: RHP [2025-09-26T23:09:06.905046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'. [2025-09-26T23:09:06.915991] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RHP'. [2025-09-26T23:09:06.916535] [INFO ] [FORECASTER] Starting predict_future for RHP [2025-09-26T23:09:06.946097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:06.947081] [DEBUG] [LOCAL ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt [2025-09-26T23:09:06.947141] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:06.947181] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:06.947211] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:06.947271] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:06.967335] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:06.968281] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:06.968378] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:06.968415] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:07.011958] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:07.012236] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:07.012950] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:07.012993] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:07.017549] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=88.57%) [2025-09-26T23:09:07.018079] [INFO ] [FORECASTER] Completed predict_future for RHP [2025-09-26T23:09:07.018256] [INFO ] [sig ] RHP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:07.217905] [INFO ] [LOCAL ] Saved forecast: RHP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RHP.txt [2025-09-26T23:09:07.218241] [WARN ] [sig ] [1517/2043] Failed RHP after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:07.218342] [INFO ] [sig ] [1518/2043] Forecasting RIG... [2025-09-26T23:09:07.218385] [INFO ] [sig ] Generating forecast for: RIG [2025-09-26T23:09:07.218421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'. [2025-09-26T23:09:07.231458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RIG'. [2025-09-26T23:09:07.231932] [INFO ] [FORECASTER] Starting predict_future for RIG [2025-09-26T23:09:07.259032] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:07.259813] [DEBUG] [LOCAL ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt [2025-09-26T23:09:07.259870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:07.259904] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:07.259933] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:07.260016] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:07.278185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:07.278789] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:07.278877] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:07.278912] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:07.324215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:07.324301] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:07.324339] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:07.324368] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:07.327747] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=65.38%) [2025-09-26T23:09:07.328026] [INFO ] [FORECASTER] Completed predict_future for RIG [2025-09-26T23:09:07.328176] [INFO ] [sig ] RIG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:07.476379] [INFO ] [LOCAL ] Saved forecast: RIG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RIG.txt [2025-09-26T23:09:07.476618] [WARN ] [sig ] [1518/2043] Failed RIG after 0.3s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:07.476720] [INFO ] [sig ] [1519/2043] Forecasting RIO... [2025-09-26T23:09:07.476761] [INFO ] [sig ] Generating forecast for: RIO [2025-09-26T23:09:07.476796] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'. [2025-09-26T23:09:07.481849] [WARN ] [REMOTE ] Historical data not found for symbol 'RIO' (404). [2025-09-26T23:09:07.482056] [FATAL] [sig ] RIO: No historical data fetched. [2025-09-26T23:09:07.482145] [WARN ] [sig ] [1519/2043] Failed RIO after 0.0s | 3.99 sym/s | Total: 6.3m | ETA: 2.2m [2025-09-26T23:09:07.482217] [INFO ] [sig ] [1520/2043] Forecasting RITM... [2025-09-26T23:09:07.482259] [INFO ] [sig ] Generating forecast for: RITM [2025-09-26T23:09:07.482293] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'. [2025-09-26T23:09:07.491543] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RITM'. [2025-09-26T23:09:07.491854] [INFO ] [FORECASTER] Starting predict_future for RITM [2025-09-26T23:09:07.518824] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:07.519566] [DEBUG] [LOCAL ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt [2025-09-26T23:09:07.519626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:07.519698] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:07.519739] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:07.519802] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:07.539269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:07.539885] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:07.539974] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:07.540011] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:07.584197] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:07.584315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:07.584422] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:07.584473] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:07.588237] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=21.06%) [2025-09-26T23:09:07.588527] [INFO ] [FORECASTER] Completed predict_future for RITM [2025-09-26T23:09:07.588719] [INFO ] [sig ] RITM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:07.745790] [INFO ] [LOCAL ] Saved forecast: RITM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RITM.txt [2025-09-26T23:09:07.746020] [WARN ] [sig ] [1520/2043] Failed RITM after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:07.746100] [INFO ] [sig ] [1521/2043] Forecasting RIV... [2025-09-26T23:09:07.746139] [INFO ] [sig ] Generating forecast for: RIV [2025-09-26T23:09:07.746173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RIV' from 'https://tdm.silogroup.org/data/derivative_storage/RIV.csv'. [2025-09-26T23:09:07.757941] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RIV'. [2025-09-26T23:09:07.758395] [INFO ] [FORECASTER] Starting predict_future for RIV [2025-09-26T23:09:07.784580] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:07.785463] [DEBUG] [LOCAL ] No optimal features file found for RIV: ./output/feature-sets/RIV.txt [2025-09-26T23:09:07.785519] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:07.785554] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:07.785583] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:07.785664] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:07.803353] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:07.803989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:07.804080] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:07.804115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:07.847141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:07.847325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:07.847367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:07.847397] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:07.851157] [DEBUG] [FORECASTER] RIV: Forecast T+1@11:T+2@11: UP (p=97.96%) [2025-09-26T23:09:07.851530] [INFO ] [FORECASTER] Completed predict_future for RIV [2025-09-26T23:09:07.851720] [INFO ] [sig ] RIV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:08.004110] [INFO ] [LOCAL ] Saved forecast: RIV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RIV.txt [2025-09-26T23:09:08.004431] [WARN ] [sig ] [1521/2043] Failed RIV after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:08.004486] [INFO ] [sig ] [1522/2043] Forecasting RJF... [2025-09-26T23:09:08.004519] [INFO ] [sig ] Generating forecast for: RJF [2025-09-26T23:09:08.004552] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RJF' from 'https://tdm.silogroup.org/data/derivative_storage/RJF.csv'. [2025-09-26T23:09:08.015250] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RJF'. [2025-09-26T23:09:08.015582] [INFO ] [FORECASTER] Starting predict_future for RJF [2025-09-26T23:09:08.041922] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:08.042803] [DEBUG] [LOCAL ] No optimal features file found for RJF: ./output/feature-sets/RJF.txt [2025-09-26T23:09:08.042864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:08.042901] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:08.042931] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:08.043007] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:08.061540] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:08.062306] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:08.062405] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:08.062443] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:08.106223] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:08.106454] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:08.106518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:08.106552] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:08.110376] [DEBUG] [FORECASTER] RJF: Forecast T+1@11:T+2@11: UP (p=79.61%) [2025-09-26T23:09:08.110709] [INFO ] [FORECASTER] Completed predict_future for RJF [2025-09-26T23:09:08.110877] [INFO ] [sig ] RJF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:08.264842] [INFO ] [LOCAL ] Saved forecast: RJF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RJF.txt [2025-09-26T23:09:08.265144] [WARN ] [sig ] [1522/2043] Failed RJF after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:08.265230] [INFO ] [sig ] [1523/2043] Forecasting RKT... [2025-09-26T23:09:08.265270] [INFO ] [sig ] Generating forecast for: RKT [2025-09-26T23:09:08.265304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RKT' from 'https://tdm.silogroup.org/data/derivative_storage/RKT.csv'. [2025-09-26T23:09:08.276690] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RKT'. [2025-09-26T23:09:08.277069] [INFO ] [FORECASTER] Starting predict_future for RKT [2025-09-26T23:09:08.304278] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:08.305058] [DEBUG] [LOCAL ] No optimal features file found for RKT: ./output/feature-sets/RKT.txt [2025-09-26T23:09:08.305116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:08.305151] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:08.305180] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:08.305238] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:08.323147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:08.323759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:08.323849] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:08.323930] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:08.366462] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:08.366585] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:08.366626] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:08.366734] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:08.370254] [DEBUG] [FORECASTER] RKT: Forecast T+1@11:T+2@11: UP (p=93.20%) [2025-09-26T23:09:08.370537] [INFO ] [FORECASTER] Completed predict_future for RKT [2025-09-26T23:09:08.370715] [INFO ] [sig ] RKT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:08.521908] [INFO ] [LOCAL ] Saved forecast: RKT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RKT.txt [2025-09-26T23:09:08.522136] [WARN ] [sig ] [1523/2043] Failed RKT after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:08.522212] [INFO ] [sig ] [1524/2043] Forecasting RL... [2025-09-26T23:09:08.522252] [INFO ] [sig ] Generating forecast for: RL [2025-09-26T23:09:08.522286] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'. [2025-09-26T23:09:08.533608] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'RL'. [2025-09-26T23:09:08.534071] [INFO ] [FORECASTER] Starting predict_future for RL [2025-09-26T23:09:08.562710] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:08.563584] [DEBUG] [LOCAL ] No optimal features file found for RL: ./output/feature-sets/RL.txt [2025-09-26T23:09:08.563665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:08.563727] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:08.563760] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:08.563821] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:08.583887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:08.584697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:08.584806] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:08.584853] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:08.629995] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:08.630155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:08.630198] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:08.630229] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:08.634087] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=1.47%) [2025-09-26T23:09:08.634394] [INFO ] [FORECASTER] Completed predict_future for RL [2025-09-26T23:09:08.634543] [INFO ] [sig ] RL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:08.802448] [INFO ] [LOCAL ] Saved forecast: RL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RL.txt [2025-09-26T23:09:08.802781] [WARN ] [sig ] [1524/2043] Failed RL after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:08.802877] [INFO ] [sig ] [1525/2043] Forecasting RLI... [2025-09-26T23:09:08.802921] [INFO ] [sig ] Generating forecast for: RLI [2025-09-26T23:09:08.802956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'. [2025-09-26T23:09:08.814057] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLI'. [2025-09-26T23:09:08.814421] [INFO ] [FORECASTER] Starting predict_future for RLI [2025-09-26T23:09:08.841386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:08.842302] [DEBUG] [LOCAL ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt [2025-09-26T23:09:08.842368] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:08.842467] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:08.842509] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:08.842571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:08.862871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:08.863854] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:08.863958] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:08.863995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:08.908729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:08.908935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:08.908982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:08.909012] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:08.913031] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: UP (p=82.06%) [2025-09-26T23:09:08.913364] [INFO ] [FORECASTER] Completed predict_future for RLI [2025-09-26T23:09:08.913526] [INFO ] [sig ] RLI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:09.064864] [INFO ] [LOCAL ] Saved forecast: RLI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RLI.txt [2025-09-26T23:09:09.065110] [WARN ] [sig ] [1525/2043] Failed RLI after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:09.065204] [INFO ] [sig ] [1526/2043] Forecasting RLJ... [2025-09-26T23:09:09.065245] [INFO ] [sig ] Generating forecast for: RLJ [2025-09-26T23:09:09.065282] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'. [2025-09-26T23:09:09.076281] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLJ'. [2025-09-26T23:09:09.076813] [INFO ] [FORECASTER] Starting predict_future for RLJ [2025-09-26T23:09:09.104666] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:09.105498] [DEBUG] [LOCAL ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt [2025-09-26T23:09:09.105557] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:09.105593] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:09.105623] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:09.105718] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:09.124567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:09.125395] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:09.125491] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:09.125527] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:09.168403] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:09.168572] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:09.168614] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:09.168672] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:09.172296] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=27.95%) [2025-09-26T23:09:09.172587] [INFO ] [FORECASTER] Completed predict_future for RLJ [2025-09-26T23:09:09.172766] [INFO ] [sig ] RLJ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:09.330927] [INFO ] [LOCAL ] Saved forecast: RLJ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RLJ.txt [2025-09-26T23:09:09.331185] [WARN ] [sig ] [1526/2043] Failed RLJ after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:09.331264] [INFO ] [sig ] [1527/2043] Forecasting RLTY... [2025-09-26T23:09:09.331304] [INFO ] [sig ] Generating forecast for: RLTY [2025-09-26T23:09:09.331337] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'. [2025-09-26T23:09:09.342998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLTY'. [2025-09-26T23:09:09.343375] [INFO ] [FORECASTER] Starting predict_future for RLTY [2025-09-26T23:09:09.370782] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:09.371518] [DEBUG] [LOCAL ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt [2025-09-26T23:09:09.371574] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:09.371610] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:09.371639] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:09.371747] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:09.390848] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:09.391446] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:09.391537] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:09.391574] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:09.432472] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:09.432559] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:09.432598] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:09.432675] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:09.436123] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=15.96%) [2025-09-26T23:09:09.436446] [INFO ] [FORECASTER] Completed predict_future for RLTY [2025-09-26T23:09:09.436602] [INFO ] [sig ] RLTY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:09.585904] [INFO ] [LOCAL ] Saved forecast: RLTY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RLTY.txt [2025-09-26T23:09:09.586139] [WARN ] [sig ] [1527/2043] Failed RLTY after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:09.586216] [INFO ] [sig ] [1528/2043] Forecasting RLX... [2025-09-26T23:09:09.586255] [INFO ] [sig ] Generating forecast for: RLX [2025-09-26T23:09:09.586289] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'. [2025-09-26T23:09:09.597382] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RLX'. [2025-09-26T23:09:09.597851] [INFO ] [FORECASTER] Starting predict_future for RLX [2025-09-26T23:09:09.625806] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:09.626747] [DEBUG] [LOCAL ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt [2025-09-26T23:09:09.626808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:09.626846] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:09.626875] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:09.626935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:09.645978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:09.647070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:09.647195] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:09.647253] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:09.692138] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:09.692346] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:09.692395] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:09.692428] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:09.698311] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=90.40%) [2025-09-26T23:09:09.698734] [INFO ] [FORECASTER] Completed predict_future for RLX [2025-09-26T23:09:09.698919] [INFO ] [sig ] RLX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:09.855410] [INFO ] [LOCAL ] Saved forecast: RLX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RLX.txt [2025-09-26T23:09:09.855774] [WARN ] [sig ] [1528/2043] Failed RLX after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.2m [2025-09-26T23:09:09.855864] [INFO ] [sig ] [1529/2043] Forecasting RM... [2025-09-26T23:09:09.855906] [INFO ] [sig ] Generating forecast for: RM [2025-09-26T23:09:09.855941] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'. [2025-09-26T23:09:09.867580] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RM'. [2025-09-26T23:09:09.867986] [INFO ] [FORECASTER] Starting predict_future for RM [2025-09-26T23:09:09.895943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:09.896963] [DEBUG] [LOCAL ] No optimal features file found for RM: ./output/feature-sets/RM.txt [2025-09-26T23:09:09.897024] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:09.897061] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:09.897092] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:09.897153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:09.916612] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:09.917639] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:09.917786] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:09.917824] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:09.962898] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:09.963072] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:09.963115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:09.963144] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:09.966827] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=99.22%) [2025-09-26T23:09:09.967131] [INFO ] [FORECASTER] Completed predict_future for RM [2025-09-26T23:09:09.967315] [INFO ] [sig ] RM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:10.117807] [INFO ] [LOCAL ] Saved forecast: RM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RM.txt [2025-09-26T23:09:10.118047] [WARN ] [sig ] [1529/2043] Failed RM after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:10.118128] [INFO ] [sig ] [1530/2043] Forecasting RMAX... [2025-09-26T23:09:10.118167] [INFO ] [sig ] Generating forecast for: RMAX [2025-09-26T23:09:10.118201] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'. [2025-09-26T23:09:10.129392] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMAX'. [2025-09-26T23:09:10.129811] [INFO ] [FORECASTER] Starting predict_future for RMAX [2025-09-26T23:09:10.156955] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:10.158007] [DEBUG] [LOCAL ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt [2025-09-26T23:09:10.158075] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:10.158113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:10.158143] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:10.158203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:10.176553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:10.177224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:10.177350] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:10.177408] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:10.221024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:10.221151] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:10.221192] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:10.221222] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:10.224719] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=26.80%) [2025-09-26T23:09:10.225009] [INFO ] [FORECASTER] Completed predict_future for RMAX [2025-09-26T23:09:10.225159] [INFO ] [sig ] RMAX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:10.374266] [INFO ] [LOCAL ] Saved forecast: RMAX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RMAX.txt [2025-09-26T23:09:10.374545] [WARN ] [sig ] [1530/2043] Failed RMAX after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:10.374629] [INFO ] [sig ] [1531/2043] Forecasting RMD... [2025-09-26T23:09:10.374708] [INFO ] [sig ] Generating forecast for: RMD [2025-09-26T23:09:10.374751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'. [2025-09-26T23:09:10.387369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMD'. [2025-09-26T23:09:10.387769] [INFO ] [FORECASTER] Starting predict_future for RMD [2025-09-26T23:09:10.414676] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:10.415414] [DEBUG] [LOCAL ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt [2025-09-26T23:09:10.415474] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:10.415508] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:10.415536] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:10.415594] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:10.433829] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:10.434375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:10.434460] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:10.434494] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:10.484274] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:10.484399] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:10.484444] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:10.484474] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:10.487973] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=95.18%) [2025-09-26T23:09:10.488245] [INFO ] [FORECASTER] Completed predict_future for RMD [2025-09-26T23:09:10.488384] [INFO ] [sig ] RMD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:10.651791] [INFO ] [LOCAL ] Saved forecast: RMD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RMD.txt [2025-09-26T23:09:10.652191] [WARN ] [sig ] [1531/2043] Failed RMD after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:10.652291] [INFO ] [sig ] [1532/2043] Forecasting RMI... [2025-09-26T23:09:10.652353] [INFO ] [sig ] Generating forecast for: RMI [2025-09-26T23:09:10.652449] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'. [2025-09-26T23:09:10.665073] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMI'. [2025-09-26T23:09:10.665544] [INFO ] [FORECASTER] Starting predict_future for RMI [2025-09-26T23:09:10.693637] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:10.694593] [DEBUG] [LOCAL ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt [2025-09-26T23:09:10.694681] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:10.694737] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:10.694773] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:10.694836] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:10.713228] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:10.713983] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:10.714083] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:10.714121] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:10.756529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:10.756773] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:10.756835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:10.756868] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:10.761076] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=1.37%) [2025-09-26T23:09:10.761393] [INFO ] [FORECASTER] Completed predict_future for RMI [2025-09-26T23:09:10.761578] [INFO ] [sig ] RMI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:10.914218] [INFO ] [LOCAL ] Saved forecast: RMI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RMI.txt [2025-09-26T23:09:10.914578] [WARN ] [sig ] [1532/2043] Failed RMI after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:10.914700] [INFO ] [sig ] [1533/2043] Forecasting RMM... [2025-09-26T23:09:10.914752] [INFO ] [sig ] Generating forecast for: RMM [2025-09-26T23:09:10.914791] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'. [2025-09-26T23:09:10.927072] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMM'. [2025-09-26T23:09:10.927560] [INFO ] [FORECASTER] Starting predict_future for RMM [2025-09-26T23:09:10.954726] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:10.955450] [DEBUG] [LOCAL ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt [2025-09-26T23:09:10.955506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:10.955541] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:10.955570] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:10.955631] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:10.973370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:10.973998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:10.974097] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:10.974132] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:11.017482] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:11.017732] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:11.017794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:11.017826] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:11.021820] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=71.18%) [2025-09-26T23:09:11.022140] [INFO ] [FORECASTER] Completed predict_future for RMM [2025-09-26T23:09:11.022298] [INFO ] [sig ] RMM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:11.168574] [INFO ] [LOCAL ] Saved forecast: RMM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RMM.txt [2025-09-26T23:09:11.168959] [WARN ] [sig ] [1533/2043] Failed RMM after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:11.169045] [INFO ] [sig ] [1534/2043] Forecasting RMMZ... [2025-09-26T23:09:11.169089] [INFO ] [sig ] Generating forecast for: RMMZ [2025-09-26T23:09:11.169127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'. [2025-09-26T23:09:11.180421] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMMZ'. [2025-09-26T23:09:11.180816] [INFO ] [FORECASTER] Starting predict_future for RMMZ [2025-09-26T23:09:11.207950] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:11.209070] [DEBUG] [LOCAL ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt [2025-09-26T23:09:11.209134] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:11.209171] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:11.209199] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:11.209259] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:11.227075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:11.227715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:11.227810] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:11.227844] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:11.263378] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:11.263527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:11.263568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:11.263627] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:11.267255] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=96.75%) [2025-09-26T23:09:11.267550] [INFO ] [FORECASTER] Completed predict_future for RMMZ [2025-09-26T23:09:11.267726] [INFO ] [sig ] RMMZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:11.412677] [INFO ] [LOCAL ] Saved forecast: RMMZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RMMZ.txt [2025-09-26T23:09:11.413062] [WARN ] [sig ] [1534/2043] Failed RMMZ after 0.2s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:11.413149] [INFO ] [sig ] [1535/2043] Forecasting RMT... [2025-09-26T23:09:11.413190] [INFO ] [sig ] Generating forecast for: RMT [2025-09-26T23:09:11.413226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RMT' from 'https://tdm.silogroup.org/data/derivative_storage/RMT.csv'. [2025-09-26T23:09:11.425193] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RMT'. [2025-09-26T23:09:11.425703] [INFO ] [FORECASTER] Starting predict_future for RMT [2025-09-26T23:09:11.452770] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:11.453583] [DEBUG] [LOCAL ] No optimal features file found for RMT: ./output/feature-sets/RMT.txt [2025-09-26T23:09:11.453667] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:11.453725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:11.453761] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:11.453825] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:11.471966] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:11.472687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:11.472793] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:11.472832] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:11.523420] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:11.523628] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:11.523721] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:11.523764] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:11.527827] [DEBUG] [FORECASTER] RMT: Forecast T+1@11:T+2@11: UP (p=68.41%) [2025-09-26T23:09:11.528139] [INFO ] [FORECASTER] Completed predict_future for RMT [2025-09-26T23:09:11.528305] [INFO ] [sig ] RMT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:11.682792] [INFO ] [LOCAL ] Saved forecast: RMT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RMT.txt [2025-09-26T23:09:11.683092] [WARN ] [sig ] [1535/2043] Failed RMT after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:11.683185] [INFO ] [sig ] [1536/2043] Forecasting RNG... [2025-09-26T23:09:11.683228] [INFO ] [sig ] Generating forecast for: RNG [2025-09-26T23:09:11.683262] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'. [2025-09-26T23:09:11.694572] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNG'. [2025-09-26T23:09:11.695048] [INFO ] [FORECASTER] Starting predict_future for RNG [2025-09-26T23:09:11.722605] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:11.723522] [DEBUG] [LOCAL ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt [2025-09-26T23:09:11.723585] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:11.723623] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:11.723684] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:11.723762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:11.742797] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:11.743559] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:11.743676] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:11.743733] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:11.791928] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:11.792103] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:11.792152] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:11.792184] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:11.795964] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=52.07%) [2025-09-26T23:09:11.796289] [INFO ] [FORECASTER] Completed predict_future for RNG [2025-09-26T23:09:11.796501] [INFO ] [sig ] RNG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:11.946987] [INFO ] [LOCAL ] Saved forecast: RNG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RNG.txt [2025-09-26T23:09:11.947216] [WARN ] [sig ] [1536/2043] Failed RNG after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:11.947295] [INFO ] [sig ] [1537/2043] Forecasting RNGR... [2025-09-26T23:09:11.947336] [INFO ] [sig ] Generating forecast for: RNGR [2025-09-26T23:09:11.947370] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNGR' from 'https://tdm.silogroup.org/data/derivative_storage/RNGR.csv'. [2025-09-26T23:09:11.959678] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNGR'. [2025-09-26T23:09:11.960179] [INFO ] [FORECASTER] Starting predict_future for RNGR [2025-09-26T23:09:11.991186] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:11.992289] [DEBUG] [LOCAL ] No optimal features file found for RNGR: ./output/feature-sets/RNGR.txt [2025-09-26T23:09:11.992353] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:11.992393] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:11.992423] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:11.992484] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:12.013386] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:12.014547] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:12.014680] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:12.014757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:12.064034] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:12.064308] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:12.064363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:12.064395] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:12.068914] [DEBUG] [FORECASTER] RNGR: Forecast T+1@11:T+2@11: DOWN (p=10.28%) [2025-09-26T23:09:12.069311] [INFO ] [FORECASTER] Completed predict_future for RNGR [2025-09-26T23:09:12.069750] [INFO ] [sig ] RNGR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:12.222975] [INFO ] [LOCAL ] Saved forecast: RNGR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RNGR.txt [2025-09-26T23:09:12.223399] [WARN ] [sig ] [1537/2043] Failed RNGR after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:12.223493] [INFO ] [sig ] [1538/2043] Forecasting RNP... [2025-09-26T23:09:12.223533] [INFO ] [sig ] Generating forecast for: RNP [2025-09-26T23:09:12.223569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'. [2025-09-26T23:09:12.236372] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNP'. [2025-09-26T23:09:12.236853] [INFO ] [FORECASTER] Starting predict_future for RNP [2025-09-26T23:09:12.266283] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:12.267409] [DEBUG] [LOCAL ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt [2025-09-26T23:09:12.267468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:12.267504] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:12.267533] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:12.267594] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:12.287918] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:12.288581] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:12.288695] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:12.288751] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:12.336363] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:12.336571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:12.336665] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:12.336749] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:12.341018] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=53.28%) [2025-09-26T23:09:12.341320] [INFO ] [FORECASTER] Completed predict_future for RNP [2025-09-26T23:09:12.341537] [INFO ] [sig ] RNP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:12.503701] [INFO ] [LOCAL ] Saved forecast: RNP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RNP.txt [2025-09-26T23:09:12.503988] [WARN ] [sig ] [1538/2043] Failed RNP after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:12.504073] [INFO ] [sig ] [1539/2043] Forecasting RNR... [2025-09-26T23:09:12.504171] [INFO ] [sig ] Generating forecast for: RNR [2025-09-26T23:09:12.504252] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNR' from 'https://tdm.silogroup.org/data/derivative_storage/RNR.csv'. [2025-09-26T23:09:12.515498] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNR'. [2025-09-26T23:09:12.516062] [INFO ] [FORECASTER] Starting predict_future for RNR [2025-09-26T23:09:12.545930] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:12.546941] [DEBUG] [LOCAL ] No optimal features file found for RNR: ./output/feature-sets/RNR.txt [2025-09-26T23:09:12.547026] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:12.547075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:12.547105] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:12.547164] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:12.568204] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:12.569068] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:12.569160] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:12.569195] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:12.615466] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:12.615635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:12.615719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:12.615755] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:12.619869] [DEBUG] [FORECASTER] RNR: Forecast T+1@11:T+2@11: DOWN (p=5.15%) [2025-09-26T23:09:12.620199] [INFO ] [FORECASTER] Completed predict_future for RNR [2025-09-26T23:09:12.620486] [INFO ] [sig ] RNR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:12.785557] [INFO ] [LOCAL ] Saved forecast: RNR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RNR.txt [2025-09-26T23:09:12.785865] [WARN ] [sig ] [1539/2043] Failed RNR after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:12.785962] [INFO ] [sig ] [1540/2043] Forecasting RNST... [2025-09-26T23:09:12.786004] [INFO ] [sig ] Generating forecast for: RNST [2025-09-26T23:09:12.786040] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RNST' from 'https://tdm.silogroup.org/data/derivative_storage/RNST.csv'. [2025-09-26T23:09:12.797899] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RNST'. [2025-09-26T23:09:12.798710] [INFO ] [FORECASTER] Starting predict_future for RNST [2025-09-26T23:09:12.825988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:12.826970] [DEBUG] [LOCAL ] No optimal features file found for RNST: ./output/feature-sets/RNST.txt [2025-09-26T23:09:12.827036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:12.827071] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:12.827100] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:12.827166] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:12.845129] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:12.846009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:12.846117] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:12.846153] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:12.894992] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:12.895224] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:12.895273] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:12.895304] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:12.899595] [DEBUG] [FORECASTER] RNST: Forecast T+1@11:T+2@11: DOWN (p=20.43%) [2025-09-26T23:09:12.900024] [INFO ] [FORECASTER] Completed predict_future for RNST [2025-09-26T23:09:12.900200] [INFO ] [sig ] RNST: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:13.048322] [INFO ] [LOCAL ] Saved forecast: RNST 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RNST.txt [2025-09-26T23:09:13.048754] [WARN ] [sig ] [1540/2043] Failed RNST after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:13.048849] [INFO ] [sig ] [1541/2043] Forecasting ROG... [2025-09-26T23:09:13.048891] [INFO ] [sig ] Generating forecast for: ROG [2025-09-26T23:09:13.048927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROG' from 'https://tdm.silogroup.org/data/derivative_storage/ROG.csv'. [2025-09-26T23:09:13.060350] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ROG'. [2025-09-26T23:09:13.060762] [INFO ] [FORECASTER] Starting predict_future for ROG [2025-09-26T23:09:13.087209] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:13.087984] [DEBUG] [LOCAL ] No optimal features file found for ROG: ./output/feature-sets/ROG.txt [2025-09-26T23:09:13.088041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:13.088075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:13.088106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:13.088167] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:13.105763] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:13.106356] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:13.106451] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:13.106486] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:13.153276] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:13.153436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:13.153477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:13.153534] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:13.157206] [DEBUG] [FORECASTER] ROG: Forecast T+1@11:T+2@11: DOWN (p=32.54%) [2025-09-26T23:09:13.157514] [INFO ] [FORECASTER] Completed predict_future for ROG [2025-09-26T23:09:13.157697] [INFO ] [sig ] ROG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:13.305930] [INFO ] [LOCAL ] Saved forecast: ROG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ROG.txt [2025-09-26T23:09:13.306686] [WARN ] [sig ] [1541/2043] Failed ROG after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:13.306782] [INFO ] [sig ] [1542/2043] Forecasting ROK... [2025-09-26T23:09:13.306825] [INFO ] [sig ] Generating forecast for: ROK [2025-09-26T23:09:13.306865] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROK' from 'https://tdm.silogroup.org/data/derivative_storage/ROK.csv'. [2025-09-26T23:09:13.318437] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ROK'. [2025-09-26T23:09:13.318837] [INFO ] [FORECASTER] Starting predict_future for ROK [2025-09-26T23:09:13.345988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:13.346863] [DEBUG] [LOCAL ] No optimal features file found for ROK: ./output/feature-sets/ROK.txt [2025-09-26T23:09:13.346928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:13.346964] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:13.347059] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:13.347131] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:13.365275] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:13.365968] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:13.366064] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:13.366100] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:13.404004] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:13.404162] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:13.404204] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:13.404235] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:13.407885] [DEBUG] [FORECASTER] ROK: Forecast T+1@11:T+2@11: DOWN (p=32.34%) [2025-09-26T23:09:13.408188] [INFO ] [FORECASTER] Completed predict_future for ROK [2025-09-26T23:09:13.408333] [INFO ] [sig ] ROK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:13.567615] [INFO ] [LOCAL ] Saved forecast: ROK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ROK.txt [2025-09-26T23:09:13.567932] [WARN ] [sig ] [1542/2043] Failed ROK after 0.3s | 3.99 sym/s | Total: 6.4m | ETA: 2.1m [2025-09-26T23:09:13.568018] [INFO ] [sig ] [1543/2043] Forecasting ROL... [2025-09-26T23:09:13.568060] [INFO ] [sig ] Generating forecast for: ROL [2025-09-26T23:09:13.568096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ROL' from 'https://tdm.silogroup.org/data/derivative_storage/ROL.csv'. [2025-09-26T23:09:13.579697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ROL'. [2025-09-26T23:09:13.580007] [INFO ] [FORECASTER] Starting predict_future for ROL [2025-09-26T23:09:13.607861] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:13.608688] [DEBUG] [LOCAL ] No optimal features file found for ROL: ./output/feature-sets/ROL.txt [2025-09-26T23:09:13.608750] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:13.608786] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:13.608815] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:13.608873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:13.628329] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:13.629219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:13.629311] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:13.629347] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:13.679509] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:13.679736] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:13.679796] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:13.679830] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:13.683837] [DEBUG] [FORECASTER] ROL: Forecast T+1@11:T+2@11: UP (p=75.79%) [2025-09-26T23:09:13.684163] [INFO ] [FORECASTER] Completed predict_future for ROL [2025-09-26T23:09:13.684333] [INFO ] [sig ] ROL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:13.835379] [INFO ] [LOCAL ] Saved forecast: ROL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ROL.txt [2025-09-26T23:09:13.835697] [WARN ] [sig ] [1543/2043] Failed ROL after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:13.835783] [INFO ] [sig ] [1544/2043] Forecasting RPM... [2025-09-26T23:09:13.835824] [INFO ] [sig ] Generating forecast for: RPM [2025-09-26T23:09:13.835858] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPM' from 'https://tdm.silogroup.org/data/derivative_storage/RPM.csv'. [2025-09-26T23:09:13.847146] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RPM'. [2025-09-26T23:09:13.847455] [INFO ] [FORECASTER] Starting predict_future for RPM [2025-09-26T23:09:13.873236] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:13.874053] [DEBUG] [LOCAL ] No optimal features file found for RPM: ./output/feature-sets/RPM.txt [2025-09-26T23:09:13.874114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:13.874150] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:13.874181] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:13.874241] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:13.892100] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:13.892791] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:13.892881] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:13.892915] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:13.936982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:13.937159] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:13.937205] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:13.937235] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:13.940963] [DEBUG] [FORECASTER] RPM: Forecast T+1@11:T+2@11: DOWN (p=1.36%) [2025-09-26T23:09:13.941265] [INFO ] [FORECASTER] Completed predict_future for RPM [2025-09-26T23:09:13.941417] [INFO ] [sig ] RPM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:14.093280] [INFO ] [LOCAL ] Saved forecast: RPM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RPM.txt [2025-09-26T23:09:14.093566] [WARN ] [sig ] [1544/2043] Failed RPM after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:14.093680] [INFO ] [sig ] [1545/2043] Forecasting RPT... [2025-09-26T23:09:14.093732] [INFO ] [sig ] Generating forecast for: RPT [2025-09-26T23:09:14.093770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RPT' from 'https://tdm.silogroup.org/data/derivative_storage/RPT.csv'. [2025-09-26T23:09:14.105404] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RPT'. [2025-09-26T23:09:14.105845] [INFO ] [FORECASTER] Starting predict_future for RPT [2025-09-26T23:09:14.132741] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:14.133512] [DEBUG] [LOCAL ] No optimal features file found for RPT: ./output/feature-sets/RPT.txt [2025-09-26T23:09:14.133570] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:14.133605] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:14.133634] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:14.133737] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:14.151599] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:14.152222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:14.152317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:14.152352] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:14.185855] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:14.185999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:14.186038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:14.186068] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:14.189611] [DEBUG] [FORECASTER] RPT: Forecast T+1@11:T+2@11: UP (p=93.58%) [2025-09-26T23:09:14.189974] [INFO ] [FORECASTER] Completed predict_future for RPT [2025-09-26T23:09:14.190119] [INFO ] [sig ] RPT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:14.340516] [INFO ] [LOCAL ] Saved forecast: RPT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RPT.txt [2025-09-26T23:09:14.340871] [WARN ] [sig ] [1545/2043] Failed RPT after 0.2s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:14.340970] [INFO ] [sig ] [1546/2043] Forecasting RQI... [2025-09-26T23:09:14.341010] [INFO ] [sig ] Generating forecast for: RQI [2025-09-26T23:09:14.341046] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'. [2025-09-26T23:09:14.352146] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RQI'. [2025-09-26T23:09:14.352489] [INFO ] [FORECASTER] Starting predict_future for RQI [2025-09-26T23:09:14.379043] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:14.379864] [DEBUG] [LOCAL ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt [2025-09-26T23:09:14.379927] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:14.379963] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:14.379992] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:14.380054] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:14.397978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:14.398567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:14.398681] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:14.398739] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:14.439947] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:14.440109] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:14.440153] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:14.440184] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:14.443878] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: UP (p=50.24%) [2025-09-26T23:09:14.444191] [INFO ] [FORECASTER] Completed predict_future for RQI [2025-09-26T23:09:14.444351] [INFO ] [sig ] RQI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:14.594581] [INFO ] [LOCAL ] Saved forecast: RQI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RQI.txt [2025-09-26T23:09:14.595069] [WARN ] [sig ] [1546/2043] Failed RQI after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:14.595165] [INFO ] [sig ] [1547/2043] Forecasting RRC... [2025-09-26T23:09:14.595218] [INFO ] [sig ] Generating forecast for: RRC [2025-09-26T23:09:14.595259] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'. [2025-09-26T23:09:14.601182] [WARN ] [REMOTE ] Historical data not found for symbol 'RRC' (404). [2025-09-26T23:09:14.601401] [FATAL] [sig ] RRC: No historical data fetched. [2025-09-26T23:09:14.601495] [WARN ] [sig ] [1547/2043] Failed RRC after 0.0s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:14.601566] [INFO ] [sig ] [1548/2043] Forecasting RRX... [2025-09-26T23:09:14.601605] [INFO ] [sig ] Generating forecast for: RRX [2025-09-26T23:09:14.601636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'. [2025-09-26T23:09:14.612787] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RRX'. [2025-09-26T23:09:14.613296] [INFO ] [FORECASTER] Starting predict_future for RRX [2025-09-26T23:09:14.642683] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:14.643563] [DEBUG] [LOCAL ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt [2025-09-26T23:09:14.643627] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:14.643699] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:14.643743] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:14.643806] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:14.662195] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:14.662872] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:14.662965] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:14.662999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:14.710338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:14.710594] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:14.710673] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:14.710731] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:14.714910] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=89.48%) [2025-09-26T23:09:14.715233] [INFO ] [FORECASTER] Completed predict_future for RRX [2025-09-26T23:09:14.715401] [INFO ] [sig ] RRX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:14.861866] [INFO ] [LOCAL ] Saved forecast: RRX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RRX.txt [2025-09-26T23:09:14.862261] [WARN ] [sig ] [1548/2043] Failed RRX after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:14.862351] [INFO ] [sig ] [1549/2043] Forecasting RS... [2025-09-26T23:09:14.862392] [INFO ] [sig ] Generating forecast for: RS [2025-09-26T23:09:14.862429] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'. [2025-09-26T23:09:14.874539] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RS'. [2025-09-26T23:09:14.875002] [INFO ] [FORECASTER] Starting predict_future for RS [2025-09-26T23:09:14.902425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:14.903234] [DEBUG] [LOCAL ] No optimal features file found for RS: ./output/feature-sets/RS.txt [2025-09-26T23:09:14.903294] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:14.903331] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:14.903360] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:14.903424] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:14.921482] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:14.922189] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:14.922284] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:14.922319] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:14.966526] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:14.966767] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:14.966826] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:14.966857] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:14.970708] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=26.59%) [2025-09-26T23:09:14.971014] [INFO ] [FORECASTER] Completed predict_future for RS [2025-09-26T23:09:14.971176] [INFO ] [sig ] RS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:15.116739] [INFO ] [LOCAL ] Saved forecast: RS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RS.txt [2025-09-26T23:09:15.117044] [WARN ] [sig ] [1549/2043] Failed RS after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:15.117125] [INFO ] [sig ] [1550/2043] Forecasting RSF... [2025-09-26T23:09:15.117165] [INFO ] [sig ] Generating forecast for: RSF [2025-09-26T23:09:15.117200] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSF' from 'https://tdm.silogroup.org/data/derivative_storage/RSF.csv'. [2025-09-26T23:09:15.128226] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'RSF'. [2025-09-26T23:09:15.128576] [INFO ] [FORECASTER] Starting predict_future for RSF [2025-09-26T23:09:15.156286] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:15.157260] [DEBUG] [LOCAL ] No optimal features file found for RSF: ./output/feature-sets/RSF.txt [2025-09-26T23:09:15.157319] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:15.157355] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:15.157383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:15.157442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:15.176012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:15.176829] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:15.176921] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:15.176955] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:15.226039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:15.226246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:15.226301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:15.226334] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:15.230900] [DEBUG] [FORECASTER] RSF: Forecast T+1@11:T+2@11: DOWN (p=24.20%) [2025-09-26T23:09:15.231284] [INFO ] [FORECASTER] Completed predict_future for RSF [2025-09-26T23:09:15.231443] [INFO ] [sig ] RSF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:15.379991] [INFO ] [LOCAL ] Saved forecast: RSF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RSF.txt [2025-09-26T23:09:15.380288] [WARN ] [sig ] [1550/2043] Failed RSF after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:15.380375] [INFO ] [sig ] [1551/2043] Forecasting RSG... [2025-09-26T23:09:15.380415] [INFO ] [sig ] Generating forecast for: RSG [2025-09-26T23:09:15.380450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'. [2025-09-26T23:09:15.392519] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSG'. [2025-09-26T23:09:15.393039] [INFO ] [FORECASTER] Starting predict_future for RSG [2025-09-26T23:09:15.420874] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:15.421817] [DEBUG] [LOCAL ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt [2025-09-26T23:09:15.421877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:15.421914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:15.421944] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:15.422006] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:15.441361] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:15.442444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:15.442569] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:15.442626] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:15.484053] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:15.484254] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:15.484301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:15.484334] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:15.488275] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=74.64%) [2025-09-26T23:09:15.488573] [INFO ] [FORECASTER] Completed predict_future for RSG [2025-09-26T23:09:15.488752] [INFO ] [sig ] RSG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:15.639178] [INFO ] [LOCAL ] Saved forecast: RSG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RSG.txt [2025-09-26T23:09:15.639445] [WARN ] [sig ] [1551/2043] Failed RSG after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:15.639527] [INFO ] [sig ] [1552/2043] Forecasting RSI... [2025-09-26T23:09:15.639569] [INFO ] [sig ] Generating forecast for: RSI [2025-09-26T23:09:15.639605] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'. [2025-09-26T23:09:15.652965] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSI'. [2025-09-26T23:09:15.653515] [INFO ] [FORECASTER] Starting predict_future for RSI [2025-09-26T23:09:15.687456] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:15.688746] [DEBUG] [LOCAL ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt [2025-09-26T23:09:15.688818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:15.688882] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:15.688928] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:15.689030] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:15.712915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:15.713874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:15.713974] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:15.714011] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:15.757811] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:15.757995] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:15.758040] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:15.758071] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:15.761911] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: UP (p=68.61%) [2025-09-26T23:09:15.762226] [INFO ] [FORECASTER] Completed predict_future for RSI [2025-09-26T23:09:15.762381] [INFO ] [sig ] RSI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:15.914568] [INFO ] [LOCAL ] Saved forecast: RSI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RSI.txt [2025-09-26T23:09:15.914898] [WARN ] [sig ] [1552/2043] Failed RSI after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.1m [2025-09-26T23:09:15.914987] [INFO ] [sig ] [1553/2043] Forecasting RSKD... [2025-09-26T23:09:15.915043] [INFO ] [sig ] Generating forecast for: RSKD [2025-09-26T23:09:15.915088] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'. [2025-09-26T23:09:15.925377] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RSKD'. [2025-09-26T23:09:15.925750] [INFO ] [FORECASTER] Starting predict_future for RSKD [2025-09-26T23:09:15.952458] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:15.953401] [DEBUG] [LOCAL ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt [2025-09-26T23:09:15.953462] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:15.953499] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:15.953529] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:15.953587] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:15.971944] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:15.972974] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:15.973075] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:15.973111] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:16.013335] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:16.013529] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:16.013575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:16.013606] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:16.017557] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=50.83%) [2025-09-26T23:09:16.018002] [INFO ] [FORECASTER] Completed predict_future for RSKD [2025-09-26T23:09:16.018174] [INFO ] [sig ] RSKD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:16.173441] [INFO ] [LOCAL ] Saved forecast: RSKD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RSKD.txt [2025-09-26T23:09:16.173835] [WARN ] [sig ] [1553/2043] Failed RSKD after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:16.173949] [INFO ] [sig ] [1554/2043] Forecasting RTO... [2025-09-26T23:09:16.174027] [INFO ] [sig ] Generating forecast for: RTO [2025-09-26T23:09:16.174108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'. [2025-09-26T23:09:16.185169] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RTO'. [2025-09-26T23:09:16.185553] [INFO ] [FORECASTER] Starting predict_future for RTO [2025-09-26T23:09:16.212538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:16.213331] [DEBUG] [LOCAL ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt [2025-09-26T23:09:16.213390] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:16.213445] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:16.213501] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:16.213612] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:16.233738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:16.234620] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:16.234756] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:16.234798] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:16.278854] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:16.279057] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:16.279106] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:16.279140] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:16.283538] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=14.23%) [2025-09-26T23:09:16.283899] [INFO ] [FORECASTER] Completed predict_future for RTO [2025-09-26T23:09:16.284066] [INFO ] [sig ] RTO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:16.433185] [INFO ] [LOCAL ] Saved forecast: RTO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RTO.txt [2025-09-26T23:09:16.433389] [WARN ] [sig ] [1554/2043] Failed RTO after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:16.433482] [INFO ] [sig ] [1555/2043] Forecasting RTX... [2025-09-26T23:09:16.433559] [INFO ] [sig ] Generating forecast for: RTX [2025-09-26T23:09:16.433616] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RTX' from 'https://tdm.silogroup.org/data/derivative_storage/RTX.csv'. [2025-09-26T23:09:16.444852] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RTX'. [2025-09-26T23:09:16.445277] [INFO ] [FORECASTER] Starting predict_future for RTX [2025-09-26T23:09:16.472608] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:16.473507] [DEBUG] [LOCAL ] No optimal features file found for RTX: ./output/feature-sets/RTX.txt [2025-09-26T23:09:16.473565] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:16.473602] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:16.473632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:16.473733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:16.494807] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:16.495443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:16.495539] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:16.495580] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:16.536021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:16.536164] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:16.536206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:16.536238] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:16.540075] [DEBUG] [FORECASTER] RTX: Forecast T+1@11:T+2@11: DOWN (p=5.71%) [2025-09-26T23:09:16.540453] [INFO ] [FORECASTER] Completed predict_future for RTX [2025-09-26T23:09:16.540617] [INFO ] [sig ] RTX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:16.706190] [INFO ] [LOCAL ] Saved forecast: RTX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RTX.txt [2025-09-26T23:09:16.706474] [WARN ] [sig ] [1555/2043] Failed RTX after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:16.706560] [INFO ] [sig ] [1556/2043] Forecasting RVLV... [2025-09-26T23:09:16.706600] [INFO ] [sig ] Generating forecast for: RVLV [2025-09-26T23:09:16.706636] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVLV' from 'https://tdm.silogroup.org/data/derivative_storage/RVLV.csv'. [2025-09-26T23:09:16.717300] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RVLV'. [2025-09-26T23:09:16.717686] [INFO ] [FORECASTER] Starting predict_future for RVLV [2025-09-26T23:09:16.744718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:16.745511] [DEBUG] [LOCAL ] No optimal features file found for RVLV: ./output/feature-sets/RVLV.txt [2025-09-26T23:09:16.745568] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:16.745603] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:16.745633] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:16.745734] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:16.764710] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:16.765341] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:16.765430] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:16.765464] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:16.806615] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:16.806811] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:16.806857] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:16.806894] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:16.810549] [DEBUG] [FORECASTER] RVLV: Forecast T+1@11:T+2@11: UP (p=77.73%) [2025-09-26T23:09:16.810900] [INFO ] [FORECASTER] Completed predict_future for RVLV [2025-09-26T23:09:16.811065] [INFO ] [sig ] RVLV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:16.970486] [INFO ] [LOCAL ] Saved forecast: RVLV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RVLV.txt [2025-09-26T23:09:16.970773] [WARN ] [sig ] [1556/2043] Failed RVLV after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:16.970860] [INFO ] [sig ] [1557/2043] Forecasting RVT... [2025-09-26T23:09:16.970899] [INFO ] [sig ] Generating forecast for: RVT [2025-09-26T23:09:16.970934] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVT' from 'https://tdm.silogroup.org/data/derivative_storage/RVT.csv'. [2025-09-26T23:09:16.981515] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RVT'. [2025-09-26T23:09:16.981857] [INFO ] [FORECASTER] Starting predict_future for RVT [2025-09-26T23:09:17.008798] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:17.009714] [DEBUG] [LOCAL ] No optimal features file found for RVT: ./output/feature-sets/RVT.txt [2025-09-26T23:09:17.009774] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:17.009810] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:17.009838] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:17.009899] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:17.029354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:17.030092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:17.030181] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:17.030217] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:17.070636] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:17.070799] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:17.070841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:17.070871] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:17.074514] [DEBUG] [FORECASTER] RVT: Forecast T+1@11:T+2@11: UP (p=55.52%) [2025-09-26T23:09:17.074846] [INFO ] [FORECASTER] Completed predict_future for RVT [2025-09-26T23:09:17.074999] [INFO ] [sig ] RVT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:17.232914] [INFO ] [LOCAL ] Saved forecast: RVT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RVT.txt [2025-09-26T23:09:17.233217] [WARN ] [sig ] [1557/2043] Failed RVT after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:17.233301] [INFO ] [sig ] [1558/2043] Forecasting RVTY... [2025-09-26T23:09:17.233341] [INFO ] [sig ] Generating forecast for: RVTY [2025-09-26T23:09:17.233379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'. [2025-09-26T23:09:17.244388] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RVTY'. [2025-09-26T23:09:17.244788] [INFO ] [FORECASTER] Starting predict_future for RVTY [2025-09-26T23:09:17.271708] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:17.272482] [DEBUG] [LOCAL ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt [2025-09-26T23:09:17.272543] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:17.272578] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:17.272605] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:17.272686] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:17.292678] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:17.294057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:17.294199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:17.294275] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:17.341100] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:17.341307] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:17.341371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:17.341407] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:17.345832] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: UP (p=96.87%) [2025-09-26T23:09:17.346156] [INFO ] [FORECASTER] Completed predict_future for RVTY [2025-09-26T23:09:17.346307] [INFO ] [sig ] RVTY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:17.495664] [INFO ] [LOCAL ] Saved forecast: RVTY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RVTY.txt [2025-09-26T23:09:17.495960] [WARN ] [sig ] [1558/2043] Failed RVTY after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:17.496047] [INFO ] [sig ] [1559/2043] Forecasting RWT... [2025-09-26T23:09:17.496088] [INFO ] [sig ] Generating forecast for: RWT [2025-09-26T23:09:17.496122] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RWT' from 'https://tdm.silogroup.org/data/derivative_storage/RWT.csv'. [2025-09-26T23:09:17.506830] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RWT'. [2025-09-26T23:09:17.507230] [INFO ] [FORECASTER] Starting predict_future for RWT [2025-09-26T23:09:17.533943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:17.534894] [DEBUG] [LOCAL ] No optimal features file found for RWT: ./output/feature-sets/RWT.txt [2025-09-26T23:09:17.534970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:17.535015] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:17.535046] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:17.535110] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:17.553233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:17.554026] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:17.554118] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:17.554152] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:17.593064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:17.593242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:17.593286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:17.593316] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:17.597126] [DEBUG] [FORECASTER] RWT: Forecast T+1@11:T+2@11: UP (p=63.32%) [2025-09-26T23:09:17.597436] [INFO ] [FORECASTER] Completed predict_future for RWT [2025-09-26T23:09:17.597593] [INFO ] [sig ] RWT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:17.749204] [INFO ] [LOCAL ] Saved forecast: RWT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RWT.txt [2025-09-26T23:09:17.749490] [WARN ] [sig ] [1559/2043] Failed RWT after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:17.749572] [INFO ] [sig ] [1560/2043] Forecasting RXO... [2025-09-26T23:09:17.749621] [INFO ] [sig ] Generating forecast for: RXO [2025-09-26T23:09:17.749695] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'. [2025-09-26T23:09:17.761219] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'RXO'. [2025-09-26T23:09:17.761571] [INFO ] [FORECASTER] Starting predict_future for RXO [2025-09-26T23:09:17.788571] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:17.789371] [DEBUG] [LOCAL ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt [2025-09-26T23:09:17.789475] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:17.789518] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:17.789547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:17.789607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:17.808041] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:17.808613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:17.808741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:17.808785] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:17.852334] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:17.852426] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:17.852467] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:17.852500] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:17.856272] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=10.77%) [2025-09-26T23:09:17.856619] [INFO ] [FORECASTER] Completed predict_future for RXO [2025-09-26T23:09:17.856812] [INFO ] [sig ] RXO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:18.006239] [INFO ] [LOCAL ] Saved forecast: RXO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RXO.txt [2025-09-26T23:09:18.006487] [WARN ] [sig ] [1560/2043] Failed RXO after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:18.006584] [INFO ] [sig ] [1561/2043] Forecasting RY... [2025-09-26T23:09:18.006677] [INFO ] [sig ] Generating forecast for: RY [2025-09-26T23:09:18.006733] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'. [2025-09-26T23:09:18.017828] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RY'. [2025-09-26T23:09:18.018207] [INFO ] [FORECASTER] Starting predict_future for RY [2025-09-26T23:09:18.044301] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:18.045044] [DEBUG] [LOCAL ] No optimal features file found for RY: ./output/feature-sets/RY.txt [2025-09-26T23:09:18.045100] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:18.045136] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:18.045164] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:18.045227] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:18.064223] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:18.064886] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:18.064996] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:18.065032] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:18.109326] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:18.109424] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:18.109464] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:18.109496] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:18.113382] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=70.09%) [2025-09-26T23:09:18.113743] [INFO ] [FORECASTER] Completed predict_future for RY [2025-09-26T23:09:18.113901] [INFO ] [sig ] RY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:18.263461] [INFO ] [LOCAL ] Saved forecast: RY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RY.txt [2025-09-26T23:09:18.263718] [WARN ] [sig ] [1561/2043] Failed RY after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:18.263814] [INFO ] [sig ] [1562/2043] Forecasting RYAM... [2025-09-26T23:09:18.263889] [INFO ] [sig ] Generating forecast for: RYAM [2025-09-26T23:09:18.263952] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'. [2025-09-26T23:09:18.274842] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYAM'. [2025-09-26T23:09:18.275246] [INFO ] [FORECASTER] Starting predict_future for RYAM [2025-09-26T23:09:18.301935] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:18.302725] [DEBUG] [LOCAL ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt [2025-09-26T23:09:18.302784] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:18.302819] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:18.302847] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:18.302904] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:18.321101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:18.321752] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:18.321841] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:18.321876] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:18.359951] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:18.360069] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:18.360111] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:18.360141] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:18.363509] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=96.17%) [2025-09-26T23:09:18.363838] [INFO ] [FORECASTER] Completed predict_future for RYAM [2025-09-26T23:09:18.363995] [INFO ] [sig ] RYAM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:18.512889] [INFO ] [LOCAL ] Saved forecast: RYAM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RYAM.txt [2025-09-26T23:09:18.513151] [WARN ] [sig ] [1562/2043] Failed RYAM after 0.2s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:18.513230] [INFO ] [sig ] [1563/2043] Forecasting RYAN... [2025-09-26T23:09:18.513270] [INFO ] [sig ] Generating forecast for: RYAN [2025-09-26T23:09:18.513306] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'. [2025-09-26T23:09:18.523774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYAN'. [2025-09-26T23:09:18.524213] [INFO ] [FORECASTER] Starting predict_future for RYAN [2025-09-26T23:09:18.550790] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:18.551602] [DEBUG] [LOCAL ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt [2025-09-26T23:09:18.551684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:18.551734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:18.551765] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:18.551849] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:18.571744] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:18.572475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:18.572585] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:18.572623] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:18.615763] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:18.615925] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:18.615969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:18.616497] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:18.620801] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=55.73%) [2025-09-26T23:09:18.621098] [INFO ] [FORECASTER] Completed predict_future for RYAN [2025-09-26T23:09:18.621240] [INFO ] [sig ] RYAN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:18.768326] [INFO ] [LOCAL ] Saved forecast: RYAN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RYAN.txt [2025-09-26T23:09:18.768593] [WARN ] [sig ] [1563/2043] Failed RYAN after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:18.768708] [INFO ] [sig ] [1564/2043] Forecasting RYI... [2025-09-26T23:09:18.768753] [INFO ] [sig ] Generating forecast for: RYI [2025-09-26T23:09:18.768788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'. [2025-09-26T23:09:18.778799] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYI'. [2025-09-26T23:09:18.779162] [INFO ] [FORECASTER] Starting predict_future for RYI [2025-09-26T23:09:18.806717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:18.807571] [DEBUG] [LOCAL ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt [2025-09-26T23:09:18.807631] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:18.807710] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:18.807751] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:18.807812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:18.825940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:18.826666] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:18.826761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:18.826797] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:18.865086] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:18.865271] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:18.865315] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:18.865346] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:18.869258] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=15.61%) [2025-09-26T23:09:18.869582] [INFO ] [FORECASTER] Completed predict_future for RYI [2025-09-26T23:09:18.869769] [INFO ] [sig ] RYI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:19.018301] [INFO ] [LOCAL ] Saved forecast: RYI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/RYI.txt [2025-09-26T23:09:19.018566] [WARN ] [sig ] [1564/2043] Failed RYI after 0.2s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:19.018673] [INFO ] [sig ] [1565/2043] Forecasting RYN... [2025-09-26T23:09:19.018729] [INFO ] [sig ] Generating forecast for: RYN [2025-09-26T23:09:19.018766] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'. [2025-09-26T23:09:19.030126] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RYN'. [2025-09-26T23:09:19.030519] [INFO ] [FORECASTER] Starting predict_future for RYN [2025-09-26T23:09:19.057624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:19.058364] [DEBUG] [LOCAL ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt [2025-09-26T23:09:19.058436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:19.058472] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:19.058507] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:19.058574] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:19.076909] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:19.077452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:19.077537] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:19.077571] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:19.120600] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:19.120750] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:19.120803] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:19.120838] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:19.124701] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=97.70%) [2025-09-26T23:09:19.125042] [INFO ] [FORECASTER] Completed predict_future for RYN [2025-09-26T23:09:19.125225] [INFO ] [sig ] RYN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:19.276062] [INFO ] [LOCAL ] Saved forecast: RYN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RYN.txt [2025-09-26T23:09:19.276302] [WARN ] [sig ] [1565/2043] Failed RYN after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:19.276418] [INFO ] [sig ] [1566/2043] Forecasting RZB... [2025-09-26T23:09:19.276463] [INFO ] [sig ] Generating forecast for: RZB [2025-09-26T23:09:19.276510] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'. [2025-09-26T23:09:19.286458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RZB'. [2025-09-26T23:09:19.286772] [INFO ] [FORECASTER] Starting predict_future for RZB [2025-09-26T23:09:19.312883] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:19.313607] [DEBUG] [LOCAL ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt [2025-09-26T23:09:19.313688] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:19.313735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:19.313766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:19.313823] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:19.331970] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:19.332508] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:19.332590] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:19.332624] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:19.376467] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:19.376708] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:19.376774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:19.376809] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:19.381350] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=65.69%) [2025-09-26T23:09:19.381789] [INFO ] [FORECASTER] Completed predict_future for RZB [2025-09-26T23:09:19.381992] [INFO ] [sig ] RZB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:19.535625] [INFO ] [LOCAL ] Saved forecast: RZB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RZB.txt [2025-09-26T23:09:19.535913] [WARN ] [sig ] [1566/2043] Failed RZB after 0.3s | 3.99 sym/s | Total: 6.5m | ETA: 2.0m [2025-09-26T23:09:19.535993] [INFO ] [sig ] [1567/2043] Forecasting RZC... [2025-09-26T23:09:19.536033] [INFO ] [sig ] Generating forecast for: RZC [2025-09-26T23:09:19.536077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'. [2025-09-26T23:09:19.547084] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'RZC'. [2025-09-26T23:09:19.547625] [INFO ] [FORECASTER] Starting predict_future for RZC [2025-09-26T23:09:19.576896] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:19.577748] [DEBUG] [LOCAL ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt [2025-09-26T23:09:19.577811] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:19.577848] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:19.577877] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:19.577936] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:19.596957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:19.597792] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:19.597889] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:19.597925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:19.636538] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:19.636727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:19.636783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:19.636814] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:19.640531] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=70.20%) [2025-09-26T23:09:19.640874] [INFO ] [FORECASTER] Completed predict_future for RZC [2025-09-26T23:09:19.641033] [INFO ] [sig ] RZC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:19.891987] [INFO ] [LOCAL ] Saved forecast: RZC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/RZC.txt [2025-09-26T23:09:19.892233] [WARN ] [sig ] [1567/2043] Failed RZC after 0.4s | 3.99 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:19.892315] [INFO ] [sig ] [1568/2043] Forecasting S... [2025-09-26T23:09:19.892355] [INFO ] [sig ] Generating forecast for: S [2025-09-26T23:09:19.892389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'. [2025-09-26T23:09:19.902458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'S'. [2025-09-26T23:09:19.902821] [INFO ] [FORECASTER] Starting predict_future for S [2025-09-26T23:09:19.929759] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:19.930611] [DEBUG] [LOCAL ] No optimal features file found for S: ./output/feature-sets/S.txt [2025-09-26T23:09:19.930699] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:19.930746] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:19.930780] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:19.930840] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:19.950033] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:19.950843] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:19.950939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:19.950975] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:19.988399] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:19.988565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:19.988609] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:19.988663] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:19.992366] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=87.00%) [2025-09-26T23:09:19.992767] [INFO ] [FORECASTER] Completed predict_future for S [2025-09-26T23:09:19.992933] [INFO ] [sig ] S: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:20.145577] [INFO ] [LOCAL ] Saved forecast: S 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/S.txt [2025-09-26T23:09:20.145857] [WARN ] [sig ] [1568/2043] Failed S after 0.3s | 3.99 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:20.145940] [INFO ] [sig ] [1569/2043] Forecasting SA... [2025-09-26T23:09:20.145980] [INFO ] [sig ] Generating forecast for: SA [2025-09-26T23:09:20.146014] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'. [2025-09-26T23:09:20.157990] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SA'. [2025-09-26T23:09:20.158375] [INFO ] [FORECASTER] Starting predict_future for SA [2025-09-26T23:09:20.185560] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:20.186485] [DEBUG] [LOCAL ] No optimal features file found for SA: ./output/feature-sets/SA.txt [2025-09-26T23:09:20.186546] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:20.186584] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:20.186619] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:20.186721] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:20.205359] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:20.205986] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:20.206076] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:20.206113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:20.244410] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:20.244567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:20.244612] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:20.244673] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:20.248369] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=36.42%) [2025-09-26T23:09:20.248688] [INFO ] [FORECASTER] Completed predict_future for SA [2025-09-26T23:09:20.248852] [INFO ] [sig ] SA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:20.400526] [INFO ] [LOCAL ] Saved forecast: SA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SA.txt [2025-09-26T23:09:20.400781] [WARN ] [sig ] [1569/2043] Failed SA after 0.3s | 3.99 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:20.400869] [INFO ] [sig ] [1570/2043] Forecasting SABA... [2025-09-26T23:09:20.400911] [INFO ] [sig ] Generating forecast for: SABA [2025-09-26T23:09:20.400947] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SABA' from 'https://tdm.silogroup.org/data/derivative_storage/SABA.csv'. [2025-09-26T23:09:20.411368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SABA'. [2025-09-26T23:09:20.411809] [INFO ] [FORECASTER] Starting predict_future for SABA [2025-09-26T23:09:20.438761] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:20.439568] [DEBUG] [LOCAL ] No optimal features file found for SABA: ./output/feature-sets/SABA.txt [2025-09-26T23:09:20.439626] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:20.439699] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:20.439743] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:20.439805] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:20.458315] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:20.459069] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:20.459168] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:20.459272] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:20.491419] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:20.491576] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:20.491620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:20.491684] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:20.496295] [DEBUG] [FORECASTER] SABA: Forecast T+1@11:T+2@11: UP (p=65.97%) [2025-09-26T23:09:20.496636] [INFO ] [FORECASTER] Completed predict_future for SABA [2025-09-26T23:09:20.496827] [INFO ] [sig ] SABA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:20.695481] [INFO ] [LOCAL ] Saved forecast: SABA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SABA.txt [2025-09-26T23:09:20.695792] [WARN ] [sig ] [1570/2043] Failed SABA after 0.3s | 3.99 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:20.695881] [INFO ] [sig ] [1571/2043] Forecasting SAFE... [2025-09-26T23:09:20.695924] [INFO ] [sig ] Generating forecast for: SAFE [2025-09-26T23:09:20.695959] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'. [2025-09-26T23:09:20.709514] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAFE'. [2025-09-26T23:09:20.710096] [INFO ] [FORECASTER] Starting predict_future for SAFE [2025-09-26T23:09:20.745146] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:20.746046] [DEBUG] [LOCAL ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt [2025-09-26T23:09:20.746105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:20.746142] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:20.746172] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:20.746232] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:20.764276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:20.764973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:20.765065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:20.765101] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:20.805136] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:20.805272] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:20.805316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:20.805347] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:20.809059] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=25.34%) [2025-09-26T23:09:20.809354] [INFO ] [FORECASTER] Completed predict_future for SAFE [2025-09-26T23:09:20.809501] [INFO ] [sig ] SAFE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:20.955960] [INFO ] [LOCAL ] Saved forecast: SAFE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SAFE.txt [2025-09-26T23:09:20.956210] [WARN ] [sig ] [1571/2043] Failed SAFE after 0.3s | 3.99 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:20.956287] [INFO ] [sig ] [1572/2043] Forecasting SAH... [2025-09-26T23:09:20.956326] [INFO ] [sig ] Generating forecast for: SAH [2025-09-26T23:09:20.956391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'. [2025-09-26T23:09:20.967036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAH'. [2025-09-26T23:09:20.967409] [INFO ] [FORECASTER] Starting predict_future for SAH [2025-09-26T23:09:20.993485] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:20.994333] [DEBUG] [LOCAL ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt [2025-09-26T23:09:20.994412] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:20.994449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:20.994478] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:20.994535] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:21.013169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:21.013802] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:21.013888] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:21.013923] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:21.050509] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:21.050720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:21.050782] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:21.050814] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:21.054766] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=93.01%) [2025-09-26T23:09:21.055172] [INFO ] [FORECASTER] Completed predict_future for SAH [2025-09-26T23:09:21.055334] [INFO ] [sig ] SAH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:21.211375] [INFO ] [LOCAL ] Saved forecast: SAH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SAH.txt [2025-09-26T23:09:21.211634] [WARN ] [sig ] [1572/2043] Failed SAH after 0.3s | 3.99 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:21.211739] [INFO ] [sig ] [1573/2043] Forecasting SAM... [2025-09-26T23:09:21.211780] [INFO ] [sig ] Generating forecast for: SAM [2025-09-26T23:09:21.211817] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'. [2025-09-26T23:09:21.222697] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAM'. [2025-09-26T23:09:21.223042] [INFO ] [FORECASTER] Starting predict_future for SAM [2025-09-26T23:09:21.251865] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:21.252868] [DEBUG] [LOCAL ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt [2025-09-26T23:09:21.252932] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:21.252969] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:21.252999] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:21.253060] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:21.272824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:21.273705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:21.273809] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:21.273848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:21.313202] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:21.313331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:21.313407] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:21.313453] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:21.317177] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=24.06%) [2025-09-26T23:09:21.317475] [INFO ] [FORECASTER] Completed predict_future for SAM [2025-09-26T23:09:21.317631] [INFO ] [sig ] SAM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:21.476255] [INFO ] [LOCAL ] Saved forecast: SAM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SAM.txt [2025-09-26T23:09:21.476567] [WARN ] [sig ] [1573/2043] Failed SAM after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:21.476627] [INFO ] [sig ] [1574/2043] Forecasting SAN... [2025-09-26T23:09:21.476700] [INFO ] [sig ] Generating forecast for: SAN [2025-09-26T23:09:21.476747] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'. [2025-09-26T23:09:21.487325] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAN'. [2025-09-26T23:09:21.487821] [INFO ] [FORECASTER] Starting predict_future for SAN [2025-09-26T23:09:21.519395] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:21.520390] [DEBUG] [LOCAL ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt [2025-09-26T23:09:21.520451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:21.520488] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:21.520518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:21.520593] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:21.541938] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:21.542737] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:21.542831] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:21.542868] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:21.587872] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:21.588036] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:21.588082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:21.588113] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:21.592327] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=86.07%) [2025-09-26T23:09:21.592670] [INFO ] [FORECASTER] Completed predict_future for SAN [2025-09-26T23:09:21.592835] [INFO ] [sig ] SAN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:21.746395] [INFO ] [LOCAL ] Saved forecast: SAN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SAN.txt [2025-09-26T23:09:21.746671] [WARN ] [sig ] [1574/2043] Failed SAN after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:21.746757] [INFO ] [sig ] [1575/2043] Forecasting SAND... [2025-09-26T23:09:21.746799] [INFO ] [sig ] Generating forecast for: SAND [2025-09-26T23:09:21.746834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAND' from 'https://tdm.silogroup.org/data/derivative_storage/SAND.csv'. [2025-09-26T23:09:21.757437] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAND'. [2025-09-26T23:09:21.757813] [INFO ] [FORECASTER] Starting predict_future for SAND [2025-09-26T23:09:21.784262] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:21.785074] [DEBUG] [LOCAL ] No optimal features file found for SAND: ./output/feature-sets/SAND.txt [2025-09-26T23:09:21.785166] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:21.785221] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:21.785254] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:21.785314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:21.804037] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:21.804609] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:21.804727] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:21.804772] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:21.840157] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:21.840263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:21.840302] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:21.840331] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:21.843630] [DEBUG] [FORECASTER] SAND: Forecast T+1@11:T+2@11: DOWN (p=8.69%) [2025-09-26T23:09:21.843938] [INFO ] [FORECASTER] Completed predict_future for SAND [2025-09-26T23:09:21.844226] [INFO ] [sig ] SAND: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:21.993446] [INFO ] [LOCAL ] Saved forecast: SAND 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SAND.txt [2025-09-26T23:09:21.993720] [WARN ] [sig ] [1575/2043] Failed SAND after 0.2s | 3.98 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:21.993805] [INFO ] [sig ] [1576/2043] Forecasting SAP... [2025-09-26T23:09:21.993847] [INFO ] [sig ] Generating forecast for: SAP [2025-09-26T23:09:21.993883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'. [2025-09-26T23:09:22.003792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAP'. [2025-09-26T23:09:22.004097] [INFO ] [FORECASTER] Starting predict_future for SAP [2025-09-26T23:09:22.030753] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:22.031537] [DEBUG] [LOCAL ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt [2025-09-26T23:09:22.031595] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:22.031632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:22.031704] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:22.031777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:22.049760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:22.050425] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:22.050515] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:22.050553] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:22.087358] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:22.087488] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:22.087529] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:22.087562] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:22.091266] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=13.40%) [2025-09-26T23:09:22.091597] [INFO ] [FORECASTER] Completed predict_future for SAP [2025-09-26T23:09:22.091801] [INFO ] [sig ] SAP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:22.247544] [INFO ] [LOCAL ] Saved forecast: SAP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SAP.txt [2025-09-26T23:09:22.247809] [WARN ] [sig ] [1576/2043] Failed SAP after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 2.0m [2025-09-26T23:09:22.247894] [INFO ] [sig ] [1577/2043] Forecasting SAR... [2025-09-26T23:09:22.247935] [INFO ] [sig ] Generating forecast for: SAR [2025-09-26T23:09:22.247970] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SAR' from 'https://tdm.silogroup.org/data/derivative_storage/SAR.csv'. [2025-09-26T23:09:22.258299] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SAR'. [2025-09-26T23:09:22.258597] [INFO ] [FORECASTER] Starting predict_future for SAR [2025-09-26T23:09:22.285478] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:22.286297] [DEBUG] [LOCAL ] No optimal features file found for SAR: ./output/feature-sets/SAR.txt [2025-09-26T23:09:22.286383] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:22.286479] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:22.286519] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:22.286582] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:22.305010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:22.305689] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:22.305780] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:22.305815] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:22.337244] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:22.337392] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:22.337434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:22.337463] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:22.340946] [DEBUG] [FORECASTER] SAR: Forecast T+1@11:T+2@11: UP (p=85.88%) [2025-09-26T23:09:22.341233] [INFO ] [FORECASTER] Completed predict_future for SAR [2025-09-26T23:09:22.341374] [INFO ] [sig ] SAR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:22.496504] [INFO ] [LOCAL ] Saved forecast: SAR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SAR.txt [2025-09-26T23:09:22.496776] [WARN ] [sig ] [1577/2043] Failed SAR after 0.2s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:22.496862] [INFO ] [sig ] [1578/2043] Forecasting SARO... [2025-09-26T23:09:22.496904] [INFO ] [sig ] Generating forecast for: SARO [2025-09-26T23:09:22.496939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SARO' from 'https://tdm.silogroup.org/data/derivative_storage/SARO.csv'. [2025-09-26T23:09:22.507637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SARO'. [2025-09-26T23:09:22.508147] [INFO ] [FORECASTER] Starting predict_future for SARO [2025-09-26T23:09:22.534414] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:22.535234] [DEBUG] [LOCAL ] No optimal features file found for SARO: ./output/feature-sets/SARO.txt [2025-09-26T23:09:22.535291] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:22.535327] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:22.535356] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:22.535415] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:22.553488] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:22.554185] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:22.554273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:22.554308] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:22.597566] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:22.597774] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:22.597854] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:22.597893] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:22.601857] [DEBUG] [FORECASTER] SARO: Forecast T+1@11:T+2@11: UP (p=86.61%) [2025-09-26T23:09:22.602261] [INFO ] [FORECASTER] Completed predict_future for SARO [2025-09-26T23:09:22.602450] [INFO ] [sig ] SARO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:22.750709] [INFO ] [LOCAL ] Saved forecast: SARO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SARO.txt [2025-09-26T23:09:22.751022] [WARN ] [sig ] [1578/2043] Failed SARO after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:22.751113] [INFO ] [sig ] [1579/2043] Forecasting SB... [2025-09-26T23:09:22.751171] [INFO ] [sig ] Generating forecast for: SB [2025-09-26T23:09:22.751209] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'. [2025-09-26T23:09:22.760903] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SB'. [2025-09-26T23:09:22.761241] [INFO ] [FORECASTER] Starting predict_future for SB [2025-09-26T23:09:22.787229] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:22.788056] [DEBUG] [LOCAL ] No optimal features file found for SB: ./output/feature-sets/SB.txt [2025-09-26T23:09:22.788114] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:22.788167] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:22.788198] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:22.788262] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:22.806617] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:22.807354] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:22.807467] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:22.807522] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:22.841372] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:22.841495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:22.841535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:22.841565] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:22.844964] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=1.30%) [2025-09-26T23:09:22.845250] [INFO ] [FORECASTER] Completed predict_future for SB [2025-09-26T23:09:22.845399] [INFO ] [sig ] SB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:22.995756] [INFO ] [LOCAL ] Saved forecast: SB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SB.txt [2025-09-26T23:09:22.995992] [WARN ] [sig ] [1579/2043] Failed SB after 0.2s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:22.996070] [INFO ] [sig ] [1580/2043] Forecasting SBH... [2025-09-26T23:09:22.996111] [INFO ] [sig ] Generating forecast for: SBH [2025-09-26T23:09:22.996146] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'. [2025-09-26T23:09:23.006634] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBH'. [2025-09-26T23:09:23.007032] [INFO ] [FORECASTER] Starting predict_future for SBH [2025-09-26T23:09:23.033507] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:23.034354] [DEBUG] [LOCAL ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt [2025-09-26T23:09:23.034416] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:23.034453] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:23.034482] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:23.034541] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:23.053377] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:23.054035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:23.054128] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:23.054164] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:23.085503] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:23.085635] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:23.085719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:23.085757] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:23.091774] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=2.47%) [2025-09-26T23:09:23.092084] [INFO ] [FORECASTER] Completed predict_future for SBH [2025-09-26T23:09:23.092256] [INFO ] [sig ] SBH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:23.239572] [INFO ] [LOCAL ] Saved forecast: SBH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SBH.txt [2025-09-26T23:09:23.240292] [WARN ] [sig ] [1580/2043] Failed SBH after 0.2s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:23.240385] [INFO ] [sig ] [1581/2043] Forecasting SBI... [2025-09-26T23:09:23.240427] [INFO ] [sig ] Generating forecast for: SBI [2025-09-26T23:09:23.240465] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'. [2025-09-26T23:09:23.250548] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBI'. [2025-09-26T23:09:23.250971] [INFO ] [FORECASTER] Starting predict_future for SBI [2025-09-26T23:09:23.278170] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:23.279065] [DEBUG] [LOCAL ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt [2025-09-26T23:09:23.279128] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:23.279166] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:23.279196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:23.279257] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:23.297536] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:23.298273] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:23.298377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:23.298413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:23.337482] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:23.337717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:23.337784] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:23.337818] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:23.341915] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=62.49%) [2025-09-26T23:09:23.342255] [INFO ] [FORECASTER] Completed predict_future for SBI [2025-09-26T23:09:23.342423] [INFO ] [sig ] SBI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:23.521809] [INFO ] [LOCAL ] Saved forecast: SBI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SBI.txt [2025-09-26T23:09:23.522093] [WARN ] [sig ] [1581/2043] Failed SBI after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:23.522178] [INFO ] [sig ] [1582/2043] Forecasting SBR... [2025-09-26T23:09:23.522223] [INFO ] [sig ] Generating forecast for: SBR [2025-09-26T23:09:23.522300] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBR' from 'https://tdm.silogroup.org/data/derivative_storage/SBR.csv'. [2025-09-26T23:09:23.533554] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBR'. [2025-09-26T23:09:23.533988] [INFO ] [FORECASTER] Starting predict_future for SBR [2025-09-26T23:09:23.563338] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:23.564200] [DEBUG] [LOCAL ] No optimal features file found for SBR: ./output/feature-sets/SBR.txt [2025-09-26T23:09:23.564258] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:23.564296] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:23.564325] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:23.564385] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:23.584887] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:23.585672] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:23.585770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:23.585806] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:23.636005] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:23.636458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:23.636563] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:23.636624] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:23.641359] [DEBUG] [FORECASTER] SBR: Forecast T+1@11:T+2@11: DOWN (p=43.25%) [2025-09-26T23:09:23.641743] [INFO ] [FORECASTER] Completed predict_future for SBR [2025-09-26T23:09:23.641935] [INFO ] [sig ] SBR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:23.794259] [INFO ] [LOCAL ] Saved forecast: SBR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SBR.txt [2025-09-26T23:09:23.794561] [WARN ] [sig ] [1582/2043] Failed SBR after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:23.794730] [INFO ] [sig ] [1583/2043] Forecasting SBS... [2025-09-26T23:09:23.794771] [INFO ] [sig ] Generating forecast for: SBS [2025-09-26T23:09:23.794819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'. [2025-09-26T23:09:23.810804] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBS'. [2025-09-26T23:09:23.811441] [INFO ] [FORECASTER] Starting predict_future for SBS [2025-09-26T23:09:23.846915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:23.848088] [DEBUG] [LOCAL ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt [2025-09-26T23:09:23.848160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:23.848209] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:23.848278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:23.848374] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:23.877509] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:23.878593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:23.878741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:23.878814] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:23.938632] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:23.938875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:23.938959] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:23.939008] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:23.944227] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=59.34%) [2025-09-26T23:09:23.944678] [INFO ] [FORECASTER] Completed predict_future for SBS [2025-09-26T23:09:23.944903] [INFO ] [sig ] SBS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:24.102741] [INFO ] [LOCAL ] Saved forecast: SBS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SBS.txt [2025-09-26T23:09:24.103003] [WARN ] [sig ] [1583/2043] Failed SBS after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:24.103085] [INFO ] [sig ] [1584/2043] Forecasting SBSI... [2025-09-26T23:09:24.103127] [INFO ] [sig ] Generating forecast for: SBSI [2025-09-26T23:09:24.103161] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'. [2025-09-26T23:09:24.114397] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBSI'. [2025-09-26T23:09:24.114787] [INFO ] [FORECASTER] Starting predict_future for SBSI [2025-09-26T23:09:24.140828] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:24.141567] [DEBUG] [LOCAL ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt [2025-09-26T23:09:24.141622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:24.141691] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:24.141734] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:24.141795] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:24.159843] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:24.160413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:24.160497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:24.160531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:24.204272] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:24.204394] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:24.204434] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:24.204463] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:24.207898] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=29.95%) [2025-09-26T23:09:24.208180] [INFO ] [FORECASTER] Completed predict_future for SBSI [2025-09-26T23:09:24.208327] [INFO ] [sig ] SBSI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:24.358291] [INFO ] [LOCAL ] Saved forecast: SBSI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SBSI.txt [2025-09-26T23:09:24.358529] [WARN ] [sig ] [1584/2043] Failed SBSI after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:24.358609] [INFO ] [sig ] [1585/2043] Forecasting SBSW... [2025-09-26T23:09:24.358687] [INFO ] [sig ] Generating forecast for: SBSW [2025-09-26T23:09:24.358741] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SBSW' from 'https://tdm.silogroup.org/data/derivative_storage/SBSW.csv'. [2025-09-26T23:09:24.374347] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SBSW'. [2025-09-26T23:09:24.374961] [INFO ] [FORECASTER] Starting predict_future for SBSW [2025-09-26T23:09:24.402614] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:24.403511] [DEBUG] [LOCAL ] No optimal features file found for SBSW: ./output/feature-sets/SBSW.txt [2025-09-26T23:09:24.403573] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:24.403611] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:24.403663] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:24.403751] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:24.423662] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:24.424401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:24.424518] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:24.424587] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:24.468006] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:24.468168] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:24.468213] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:24.468245] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:24.472297] [DEBUG] [FORECASTER] SBSW: Forecast T+1@11:T+2@11: DOWN (p=48.31%) [2025-09-26T23:09:24.472662] [INFO ] [FORECASTER] Completed predict_future for SBSW [2025-09-26T23:09:24.472846] [INFO ] [sig ] SBSW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:24.623381] [INFO ] [LOCAL ] Saved forecast: SBSW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SBSW.txt [2025-09-26T23:09:24.623616] [WARN ] [sig ] [1585/2043] Failed SBSW after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:24.623721] [INFO ] [sig ] [1586/2043] Forecasting SCCO... [2025-09-26T23:09:24.623762] [INFO ] [sig ] Generating forecast for: SCCO [2025-09-26T23:09:24.623797] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCCO' from 'https://tdm.silogroup.org/data/derivative_storage/SCCO.csv'. [2025-09-26T23:09:24.634107] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCCO'. [2025-09-26T23:09:24.634416] [INFO ] [FORECASTER] Starting predict_future for SCCO [2025-09-26T23:09:24.662465] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:24.663399] [DEBUG] [LOCAL ] No optimal features file found for SCCO: ./output/feature-sets/SCCO.txt [2025-09-26T23:09:24.663463] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:24.663521] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:24.663553] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:24.663614] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:24.681905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:24.682862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:24.682959] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:24.682994] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:24.721890] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:24.722020] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:24.722059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:24.722088] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:24.725519] [DEBUG] [FORECASTER] SCCO: Forecast T+1@11:T+2@11: UP (p=90.72%) [2025-09-26T23:09:24.725891] [INFO ] [FORECASTER] Completed predict_future for SCCO [2025-09-26T23:09:24.726070] [INFO ] [sig ] SCCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:24.874477] [INFO ] [LOCAL ] Saved forecast: SCCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SCCO.txt [2025-09-26T23:09:24.874725] [WARN ] [sig ] [1586/2043] Failed SCCO after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:24.874806] [INFO ] [sig ] [1587/2043] Forecasting SCD... [2025-09-26T23:09:24.874846] [INFO ] [sig ] Generating forecast for: SCD [2025-09-26T23:09:24.874881] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'. [2025-09-26T23:09:24.885901] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCD'. [2025-09-26T23:09:24.886292] [INFO ] [FORECASTER] Starting predict_future for SCD [2025-09-26T23:09:24.913197] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:24.914048] [DEBUG] [LOCAL ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt [2025-09-26T23:09:24.914110] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:24.914149] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:24.914178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:24.914265] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:24.934670] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:24.935589] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:24.935710] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:24.935810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:24.980246] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:24.980390] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:24.980430] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:24.980460] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:24.984196] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=53.25%) [2025-09-26T23:09:24.984492] [INFO ] [FORECASTER] Completed predict_future for SCD [2025-09-26T23:09:24.984668] [INFO ] [sig ] SCD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:25.144261] [INFO ] [LOCAL ] Saved forecast: SCD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SCD.txt [2025-09-26T23:09:25.144533] [WARN ] [sig ] [1587/2043] Failed SCD after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:25.144615] [INFO ] [sig ] [1588/2043] Forecasting SCHW... [2025-09-26T23:09:25.144691] [INFO ] [sig ] Generating forecast for: SCHW [2025-09-26T23:09:25.144742] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCHW' from 'https://tdm.silogroup.org/data/derivative_storage/SCHW.csv'. [2025-09-26T23:09:25.158159] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCHW'. [2025-09-26T23:09:25.158556] [INFO ] [FORECASTER] Starting predict_future for SCHW [2025-09-26T23:09:25.187065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:25.188086] [DEBUG] [LOCAL ] No optimal features file found for SCHW: ./output/feature-sets/SCHW.txt [2025-09-26T23:09:25.188151] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:25.188190] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:25.188221] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:25.188281] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:25.206689] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:25.207266] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:25.207355] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:25.207389] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:25.262716] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:25.263128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:25.263249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:25.263311] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:25.269862] [DEBUG] [FORECASTER] SCHW: Forecast T+1@11:T+2@11: DOWN (p=22.57%) [2025-09-26T23:09:25.270318] [INFO ] [FORECASTER] Completed predict_future for SCHW [2025-09-26T23:09:25.270573] [INFO ] [sig ] SCHW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:25.420537] [INFO ] [LOCAL ] Saved forecast: SCHW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SCHW.txt [2025-09-26T23:09:25.421185] [WARN ] [sig ] [1588/2043] Failed SCHW after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:25.421285] [INFO ] [sig ] [1589/2043] Forecasting SCI... [2025-09-26T23:09:25.421342] [INFO ] [sig ] Generating forecast for: SCI [2025-09-26T23:09:25.421407] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'. [2025-09-26T23:09:25.441602] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCI'. [2025-09-26T23:09:25.442219] [INFO ] [FORECASTER] Starting predict_future for SCI [2025-09-26T23:09:25.471864] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:25.472870] [DEBUG] [LOCAL ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt [2025-09-26T23:09:25.472941] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:25.473000] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:25.473035] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:25.473161] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:25.492248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:25.493342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:25.493542] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:25.493601] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:25.538976] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:25.539212] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:25.539305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:25.539379] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:25.543369] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: UP (p=81.20%) [2025-09-26T23:09:25.543699] [INFO ] [FORECASTER] Completed predict_future for SCI [2025-09-26T23:09:25.543875] [INFO ] [sig ] SCI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:25.705460] [INFO ] [LOCAL ] Saved forecast: SCI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SCI.txt [2025-09-26T23:09:25.705751] [WARN ] [sig ] [1589/2043] Failed SCI after 0.3s | 3.98 sym/s | Total: 6.6m | ETA: 1.9m [2025-09-26T23:09:25.705854] [INFO ] [sig ] [1590/2043] Forecasting SCL... [2025-09-26T23:09:25.705929] [INFO ] [sig ] Generating forecast for: SCL [2025-09-26T23:09:25.705984] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'. [2025-09-26T23:09:25.719318] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCL'. [2025-09-26T23:09:25.719739] [INFO ] [FORECASTER] Starting predict_future for SCL [2025-09-26T23:09:25.747121] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:25.747909] [DEBUG] [LOCAL ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt [2025-09-26T23:09:25.747970] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:25.748005] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:25.748034] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:25.748092] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:25.767940] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:25.768578] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:25.768838] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:25.768895] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:25.815723] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:25.815823] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:25.815865] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:25.815895] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:25.819477] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=47.75%) [2025-09-26T23:09:25.819846] [INFO ] [FORECASTER] Completed predict_future for SCL [2025-09-26T23:09:25.820146] [INFO ] [sig ] SCL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:25.973403] [INFO ] [LOCAL ] Saved forecast: SCL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SCL.txt [2025-09-26T23:09:25.973738] [WARN ] [sig ] [1590/2043] Failed SCL after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:25.973812] [INFO ] [sig ] [1591/2043] Forecasting SCM... [2025-09-26T23:09:25.973849] [INFO ] [sig ] Generating forecast for: SCM [2025-09-26T23:09:25.973882] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'. [2025-09-26T23:09:25.985780] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCM'. [2025-09-26T23:09:25.986166] [INFO ] [FORECASTER] Starting predict_future for SCM [2025-09-26T23:09:26.013946] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:26.014904] [DEBUG] [LOCAL ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt [2025-09-26T23:09:26.014967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:26.015006] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:26.015036] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:26.015096] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:26.036538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:26.037292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:26.037387] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:26.037424] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:26.081574] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:26.081820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:26.081894] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:26.081979] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:26.085878] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-09-26T23:09:26.086177] [INFO ] [FORECASTER] Completed predict_future for SCM [2025-09-26T23:09:26.086367] [INFO ] [sig ] SCM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:26.240758] [INFO ] [LOCAL ] Saved forecast: SCM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SCM.txt [2025-09-26T23:09:26.241066] [WARN ] [sig ] [1591/2043] Failed SCM after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:26.241154] [INFO ] [sig ] [1592/2043] Forecasting SCS... [2025-09-26T23:09:26.241194] [INFO ] [sig ] Generating forecast for: SCS [2025-09-26T23:09:26.241229] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'. [2025-09-26T23:09:26.252045] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SCS'. [2025-09-26T23:09:26.252385] [INFO ] [FORECASTER] Starting predict_future for SCS [2025-09-26T23:09:26.279344] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:26.280317] [DEBUG] [LOCAL ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt [2025-09-26T23:09:26.280381] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:26.280417] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:26.280470] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:26.280545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:26.299219] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:26.299956] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:26.300046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:26.300081] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:26.345212] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:26.345409] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:26.345462] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:26.345493] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:26.349904] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=13.49%) [2025-09-26T23:09:26.350237] [INFO ] [FORECASTER] Completed predict_future for SCS [2025-09-26T23:09:26.350395] [INFO ] [sig ] SCS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:26.501490] [INFO ] [LOCAL ] Saved forecast: SCS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SCS.txt [2025-09-26T23:09:26.501794] [WARN ] [sig ] [1592/2043] Failed SCS after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:26.501893] [INFO ] [sig ] [1593/2043] Forecasting SD... [2025-09-26T23:09:26.501934] [INFO ] [sig ] Generating forecast for: SD [2025-09-26T23:09:26.501968] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'. [2025-09-26T23:09:26.513784] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SD'. [2025-09-26T23:09:26.514108] [INFO ] [FORECASTER] Starting predict_future for SD [2025-09-26T23:09:26.541168] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:26.542144] [DEBUG] [LOCAL ] No optimal features file found for SD: ./output/feature-sets/SD.txt [2025-09-26T23:09:26.542205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:26.542265] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:26.542295] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:26.542353] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:26.560863] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:26.561515] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:26.561620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:26.561729] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:26.608529] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:26.608926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:26.608983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:26.609016] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:26.612805] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=0.79%) [2025-09-26T23:09:26.613097] [INFO ] [FORECASTER] Completed predict_future for SD [2025-09-26T23:09:26.613253] [INFO ] [sig ] SD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:26.766442] [INFO ] [LOCAL ] Saved forecast: SD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SD.txt [2025-09-26T23:09:26.766977] [WARN ] [sig ] [1593/2043] Failed SD after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:26.767094] [INFO ] [sig ] [1594/2043] Forecasting SDHC... [2025-09-26T23:09:26.767146] [INFO ] [sig ] Generating forecast for: SDHC [2025-09-26T23:09:26.767195] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHC' from 'https://tdm.silogroup.org/data/derivative_storage/SDHC.csv'. [2025-09-26T23:09:26.781391] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SDHC'. [2025-09-26T23:09:26.781848] [INFO ] [FORECASTER] Starting predict_future for SDHC [2025-09-26T23:09:26.810832] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:26.811663] [DEBUG] [LOCAL ] No optimal features file found for SDHC: ./output/feature-sets/SDHC.txt [2025-09-26T23:09:26.811727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:26.811825] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:26.811866] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:26.811935] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:26.829861] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:26.830431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:26.830518] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:26.830553] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:26.874364] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:26.874469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:26.874507] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:26.874536] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:26.877899] [DEBUG] [FORECASTER] SDHC: Forecast T+1@11:T+2@11: DOWN (p=10.37%) [2025-09-26T23:09:26.878174] [INFO ] [FORECASTER] Completed predict_future for SDHC [2025-09-26T23:09:26.878324] [INFO ] [sig ] SDHC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:27.024283] [INFO ] [LOCAL ] Saved forecast: SDHC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SDHC.txt [2025-09-26T23:09:27.024661] [WARN ] [sig ] [1594/2043] Failed SDHC after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:27.024752] [INFO ] [sig ] [1595/2043] Forecasting SDHY... [2025-09-26T23:09:27.024793] [INFO ] [sig ] Generating forecast for: SDHY [2025-09-26T23:09:27.024828] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'. [2025-09-26T23:09:27.036148] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SDHY'. [2025-09-26T23:09:27.036548] [INFO ] [FORECASTER] Starting predict_future for SDHY [2025-09-26T23:09:27.063381] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:27.064247] [DEBUG] [LOCAL ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt [2025-09-26T23:09:27.064305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:27.064341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:27.064371] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:27.064430] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:27.082368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:27.083045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:27.083135] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:27.083169] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:27.128301] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:27.128469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:27.128513] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:27.128543] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:27.132197] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=7.03%) [2025-09-26T23:09:27.132485] [INFO ] [FORECASTER] Completed predict_future for SDHY [2025-09-26T23:09:27.132636] [INFO ] [sig ] SDHY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:27.279944] [INFO ] [LOCAL ] Saved forecast: SDHY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SDHY.txt [2025-09-26T23:09:27.280262] [WARN ] [sig ] [1595/2043] Failed SDHY after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:27.280347] [INFO ] [sig ] [1596/2043] Forecasting SDRL... [2025-09-26T23:09:27.280388] [INFO ] [sig ] Generating forecast for: SDRL [2025-09-26T23:09:27.280423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'. [2025-09-26T23:09:27.292976] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SDRL'. [2025-09-26T23:09:27.293438] [INFO ] [FORECASTER] Starting predict_future for SDRL [2025-09-26T23:09:27.320391] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:27.321182] [DEBUG] [LOCAL ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt [2025-09-26T23:09:27.321240] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:27.321276] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:27.321305] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:27.321366] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:27.339107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:27.339709] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:27.339802] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:27.339837] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:27.384786] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:27.384901] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:27.384940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:27.384968] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:27.388428] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=21.84%) [2025-09-26T23:09:27.388792] [INFO ] [FORECASTER] Completed predict_future for SDRL [2025-09-26T23:09:27.388970] [INFO ] [sig ] SDRL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:27.547564] [INFO ] [LOCAL ] Saved forecast: SDRL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SDRL.txt [2025-09-26T23:09:27.548302] [WARN ] [sig ] [1596/2043] Failed SDRL after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:27.548471] [INFO ] [sig ] [1597/2043] Forecasting SEE... [2025-09-26T23:09:27.548545] [INFO ] [sig ] Generating forecast for: SEE [2025-09-26T23:09:27.548635] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'. [2025-09-26T23:09:27.563186] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEE'. [2025-09-26T23:09:27.563592] [INFO ] [FORECASTER] Starting predict_future for SEE [2025-09-26T23:09:27.591194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:27.592026] [DEBUG] [LOCAL ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt [2025-09-26T23:09:27.592084] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:27.592121] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:27.592151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:27.592209] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:27.610557] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:27.611200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:27.611291] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:27.611331] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:27.655699] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:27.655845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:27.655888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:27.656404] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:27.660974] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=35.53%) [2025-09-26T23:09:27.661270] [INFO ] [FORECASTER] Completed predict_future for SEE [2025-09-26T23:09:27.661433] [INFO ] [sig ] SEE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:27.809936] [INFO ] [LOCAL ] Saved forecast: SEE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SEE.txt [2025-09-26T23:09:27.810249] [WARN ] [sig ] [1597/2043] Failed SEE after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:27.810355] [INFO ] [sig ] [1598/2043] Forecasting SEG... [2025-09-26T23:09:27.810413] [INFO ] [sig ] Generating forecast for: SEG [2025-09-26T23:09:27.810453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEG' from 'https://tdm.silogroup.org/data/derivative_storage/SEG.csv'. [2025-09-26T23:09:27.822737] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEG'. [2025-09-26T23:09:27.823168] [INFO ] [FORECASTER] Starting predict_future for SEG [2025-09-26T23:09:27.851339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:27.852247] [DEBUG] [LOCAL ] No optimal features file found for SEG: ./output/feature-sets/SEG.txt [2025-09-26T23:09:27.852305] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:27.852341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:27.852371] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:27.852432] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:27.870372] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:27.871256] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:27.871379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:27.871414] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:27.915022] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:27.915322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:27.915393] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:27.915461] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:27.919682] [DEBUG] [FORECASTER] SEG: Forecast T+1@11:T+2@11: DOWN (p=33.31%) [2025-09-26T23:09:27.920030] [INFO ] [FORECASTER] Completed predict_future for SEG [2025-09-26T23:09:27.920214] [INFO ] [sig ] SEG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:28.069964] [INFO ] [LOCAL ] Saved forecast: SEG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SEG.txt [2025-09-26T23:09:28.070298] [WARN ] [sig ] [1598/2043] Failed SEG after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:28.070384] [INFO ] [sig ] [1599/2043] Forecasting SEI... [2025-09-26T23:09:28.070424] [INFO ] [sig ] Generating forecast for: SEI [2025-09-26T23:09:28.070458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEI' from 'https://tdm.silogroup.org/data/derivative_storage/SEI.csv'. [2025-09-26T23:09:28.083118] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEI'. [2025-09-26T23:09:28.083540] [INFO ] [FORECASTER] Starting predict_future for SEI [2025-09-26T23:09:28.111177] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:28.112012] [DEBUG] [LOCAL ] No optimal features file found for SEI: ./output/feature-sets/SEI.txt [2025-09-26T23:09:28.112070] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:28.112105] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:28.112133] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:28.112196] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:28.131787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:28.132850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:28.132951] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:28.132986] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:28.178996] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:28.179142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:28.179183] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:28.179215] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:28.182934] [DEBUG] [FORECASTER] SEI: Forecast T+1@11:T+2@11: DOWN (p=39.15%) [2025-09-26T23:09:28.183243] [INFO ] [FORECASTER] Completed predict_future for SEI [2025-09-26T23:09:28.183416] [INFO ] [sig ] SEI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:28.335935] [INFO ] [LOCAL ] Saved forecast: SEI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SEI.txt [2025-09-26T23:09:28.336239] [WARN ] [sig ] [1599/2043] Failed SEI after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:28.336323] [INFO ] [sig ] [1600/2043] Forecasting SEM... [2025-09-26T23:09:28.336407] [INFO ] [sig ] Generating forecast for: SEM [2025-09-26T23:09:28.336452] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'. [2025-09-26T23:09:28.348379] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEM'. [2025-09-26T23:09:28.348909] [INFO ] [FORECASTER] Starting predict_future for SEM [2025-09-26T23:09:28.375985] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:28.376960] [DEBUG] [LOCAL ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt [2025-09-26T23:09:28.377019] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:28.377075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:28.377108] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:28.377170] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:28.395507] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:28.396177] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:28.396273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:28.396308] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:28.440347] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:28.440544] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:28.440593] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:28.440623] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:28.444693] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=92.21%) [2025-09-26T23:09:28.445016] [INFO ] [FORECASTER] Completed predict_future for SEM [2025-09-26T23:09:28.445177] [INFO ] [sig ] SEM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:28.597024] [INFO ] [LOCAL ] Saved forecast: SEM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SEM.txt [2025-09-26T23:09:28.597321] [WARN ] [sig ] [1600/2043] Failed SEM after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:28.597402] [INFO ] [sig ] [1601/2043] Forecasting SEMR... [2025-09-26T23:09:28.597443] [INFO ] [sig ] Generating forecast for: SEMR [2025-09-26T23:09:28.597479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SEMR' from 'https://tdm.silogroup.org/data/derivative_storage/SEMR.csv'. [2025-09-26T23:09:28.608400] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SEMR'. [2025-09-26T23:09:28.608823] [INFO ] [FORECASTER] Starting predict_future for SEMR [2025-09-26T23:09:28.642615] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:28.643831] [DEBUG] [LOCAL ] No optimal features file found for SEMR: ./output/feature-sets/SEMR.txt [2025-09-26T23:09:28.643901] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:28.643945] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:28.643994] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:28.644136] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:28.662827] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:28.663587] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:28.663711] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:28.663766] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:28.708689] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:28.708816] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:28.708856] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:28.708886] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:28.712538] [DEBUG] [FORECASTER] SEMR: Forecast T+1@11:T+2@11: DOWN (p=23.89%) [2025-09-26T23:09:28.712859] [INFO ] [FORECASTER] Completed predict_future for SEMR [2025-09-26T23:09:28.713091] [INFO ] [sig ] SEMR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:28.859953] [INFO ] [LOCAL ] Saved forecast: SEMR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SEMR.txt [2025-09-26T23:09:28.860248] [WARN ] [sig ] [1601/2043] Failed SEMR after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.9m [2025-09-26T23:09:28.860334] [INFO ] [sig ] [1602/2043] Forecasting SES... [2025-09-26T23:09:28.860374] [INFO ] [sig ] Generating forecast for: SES [2025-09-26T23:09:28.860409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'. [2025-09-26T23:09:28.872618] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SES'. [2025-09-26T23:09:28.873231] [INFO ] [FORECASTER] Starting predict_future for SES [2025-09-26T23:09:28.912019] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:28.913133] [DEBUG] [LOCAL ] No optimal features file found for SES: ./output/feature-sets/SES.txt [2025-09-26T23:09:28.913205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:28.913250] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:28.913286] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:28.913368] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:28.939748] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:28.940874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:28.940989] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:28.941033] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:28.991907] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:28.992139] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:28.992224] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:28.992288] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:28.996919] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: DOWN (p=23.08%) [2025-09-26T23:09:28.997353] [INFO ] [FORECASTER] Completed predict_future for SES [2025-09-26T23:09:28.997533] [INFO ] [sig ] SES: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:29.171938] [INFO ] [LOCAL ] Saved forecast: SES 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SES.txt [2025-09-26T23:09:29.172213] [WARN ] [sig ] [1602/2043] Failed SES after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:29.172298] [INFO ] [sig ] [1603/2043] Forecasting SF... [2025-09-26T23:09:29.172340] [INFO ] [sig ] Generating forecast for: SF [2025-09-26T23:09:29.172379] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'. [2025-09-26T23:09:29.183535] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SF'. [2025-09-26T23:09:29.184011] [INFO ] [FORECASTER] Starting predict_future for SF [2025-09-26T23:09:29.211490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:29.212628] [DEBUG] [LOCAL ] No optimal features file found for SF: ./output/feature-sets/SF.txt [2025-09-26T23:09:29.212912] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:29.212953] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:29.212983] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:29.213042] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:29.235278] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:29.236393] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:29.236496] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:29.236534] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:29.281594] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:29.281806] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:29.281859] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:29.281892] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:29.285979] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=35.29%) [2025-09-26T23:09:29.286337] [INFO ] [FORECASTER] Completed predict_future for SF [2025-09-26T23:09:29.286552] [INFO ] [sig ] SF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:29.468543] [INFO ] [LOCAL ] Saved forecast: SF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SF.txt [2025-09-26T23:09:29.468879] [WARN ] [sig ] [1603/2043] Failed SF after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:29.468970] [INFO ] [sig ] [1604/2043] Forecasting SFB... [2025-09-26T23:09:29.469051] [INFO ] [sig ] Generating forecast for: SFB [2025-09-26T23:09:29.469099] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'. [2025-09-26T23:09:29.484924] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SFB'. [2025-09-26T23:09:29.485391] [INFO ] [FORECASTER] Starting predict_future for SFB [2025-09-26T23:09:29.523564] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:29.524604] [DEBUG] [LOCAL ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt [2025-09-26T23:09:29.524712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:29.524760] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:29.524793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:29.524854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:29.552606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:29.553809] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:29.553952] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:29.554085] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:29.594898] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:29.595080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:29.595127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:29.595159] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:29.599696] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=96.34%) [2025-09-26T23:09:29.600163] [INFO ] [FORECASTER] Completed predict_future for SFB [2025-09-26T23:09:29.600343] [INFO ] [sig ] SFB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:29.843158] [INFO ] [LOCAL ] Saved forecast: SFB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SFB.txt [2025-09-26T23:09:29.843608] [WARN ] [sig ] [1604/2043] Failed SFB after 0.4s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:29.843755] [INFO ] [sig ] [1605/2043] Forecasting SFBS... [2025-09-26T23:09:29.843863] [INFO ] [sig ] Generating forecast for: SFBS [2025-09-26T23:09:29.843939] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'. [2025-09-26T23:09:29.858921] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SFBS'. [2025-09-26T23:09:29.859543] [INFO ] [FORECASTER] Starting predict_future for SFBS [2025-09-26T23:09:29.905215] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:29.906746] [DEBUG] [LOCAL ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt [2025-09-26T23:09:29.906831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:29.906891] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:29.906943] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:29.907041] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:29.934175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:29.935468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:29.935596] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:29.935681] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:29.988854] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:29.989064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:29.989160] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:29.989216] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:29.995487] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=93.27%) [2025-09-26T23:09:29.996125] [INFO ] [FORECASTER] Completed predict_future for SFBS [2025-09-26T23:09:29.996410] [INFO ] [sig ] SFBS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:30.196754] [INFO ] [LOCAL ] Saved forecast: SFBS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SFBS.txt [2025-09-26T23:09:30.197049] [WARN ] [sig ] [1605/2043] Failed SFBS after 0.4s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:30.197135] [INFO ] [sig ] [1606/2043] Forecasting SFL... [2025-09-26T23:09:30.197174] [INFO ] [sig ] Generating forecast for: SFL [2025-09-26T23:09:30.197208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'. [2025-09-26T23:09:30.207979] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SFL'. [2025-09-26T23:09:30.208442] [INFO ] [FORECASTER] Starting predict_future for SFL [2025-09-26T23:09:30.237312] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:30.238266] [DEBUG] [LOCAL ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt [2025-09-26T23:09:30.238328] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:30.238366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:30.238397] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:30.238458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:30.256934] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:30.257873] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:30.257969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:30.258006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:30.294155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:30.294353] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:30.294401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:30.294435] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:30.298969] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: DOWN (p=35.49%) [2025-09-26T23:09:30.299337] [INFO ] [FORECASTER] Completed predict_future for SFL [2025-09-26T23:09:30.299505] [INFO ] [sig ] SFL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:30.452713] [INFO ] [LOCAL ] Saved forecast: SFL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SFL.txt [2025-09-26T23:09:30.452986] [WARN ] [sig ] [1606/2043] Failed SFL after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:30.453074] [INFO ] [sig ] [1607/2043] Forecasting SG... [2025-09-26T23:09:30.453114] [INFO ] [sig ] Generating forecast for: SG [2025-09-26T23:09:30.453148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'. [2025-09-26T23:09:30.464199] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SG'. [2025-09-26T23:09:30.464598] [INFO ] [FORECASTER] Starting predict_future for SG [2025-09-26T23:09:30.492169] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:30.493033] [DEBUG] [LOCAL ] No optimal features file found for SG: ./output/feature-sets/SG.txt [2025-09-26T23:09:30.493094] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:30.493131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:30.493230] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:30.493314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:30.512084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:30.512723] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:30.512811] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:30.512848] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:30.542184] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:30.542315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:30.542356] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:30.542385] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:30.545916] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=6.24%) [2025-09-26T23:09:30.546214] [INFO ] [FORECASTER] Completed predict_future for SG [2025-09-26T23:09:30.546389] [INFO ] [sig ] SG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:30.695927] [INFO ] [LOCAL ] Saved forecast: SG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SG.txt [2025-09-26T23:09:30.696173] [WARN ] [sig ] [1607/2043] Failed SG after 0.2s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:30.696257] [INFO ] [sig ] [1608/2043] Forecasting SGHC... [2025-09-26T23:09:30.696313] [INFO ] [sig ] Generating forecast for: SGHC [2025-09-26T23:09:30.696387] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'. [2025-09-26T23:09:30.706200] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'SGHC'. [2025-09-26T23:09:30.706609] [INFO ] [FORECASTER] Starting predict_future for SGHC [2025-09-26T23:09:30.735030] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:30.736038] [DEBUG] [LOCAL ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt [2025-09-26T23:09:30.736102] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:30.736139] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:30.736170] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:30.736230] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:30.755049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:30.755916] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:30.756011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:30.756047] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:30.785104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:30.785235] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:30.785275] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:30.785307] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:30.788920] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=57.54%) [2025-09-26T23:09:30.789268] [INFO ] [FORECASTER] Completed predict_future for SGHC [2025-09-26T23:09:30.789415] [INFO ] [sig ] SGHC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:30.935689] [INFO ] [LOCAL ] Saved forecast: SGHC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SGHC.txt [2025-09-26T23:09:30.935922] [WARN ] [sig ] [1608/2043] Failed SGHC after 0.2s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:30.936001] [INFO ] [sig ] [1609/2043] Forecasting SGU... [2025-09-26T23:09:30.936042] [INFO ] [sig ] Generating forecast for: SGU [2025-09-26T23:09:30.936076] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SGU' from 'https://tdm.silogroup.org/data/derivative_storage/SGU.csv'. [2025-09-26T23:09:30.946615] [DEBUG] [REMOTE ] Successfully parsed 1815 rows of historical data for symbol 'SGU'. [2025-09-26T23:09:30.946998] [INFO ] [FORECASTER] Starting predict_future for SGU [2025-09-26T23:09:30.991332] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:30.992178] [DEBUG] [LOCAL ] No optimal features file found for SGU: ./output/feature-sets/SGU.txt [2025-09-26T23:09:30.992238] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:30.992274] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:30.992304] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:30.992363] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:31.011271] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:31.011988] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:31.012076] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:31.012112] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:31.041110] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:31.041242] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:31.041286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:31.041327] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:31.045245] [DEBUG] [FORECASTER] SGU: Forecast T+1@11:T+2@11: DOWN (p=47.96%) [2025-09-26T23:09:31.045608] [INFO ] [FORECASTER] Completed predict_future for SGU [2025-09-26T23:09:31.045791] [INFO ] [sig ] SGU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:31.203136] [INFO ] [LOCAL ] Saved forecast: SGU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SGU.txt [2025-09-26T23:09:31.203381] [WARN ] [sig ] [1609/2043] Failed SGU after 0.3s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:31.203460] [INFO ] [sig ] [1610/2043] Forecasting SHAK... [2025-09-26T23:09:31.203500] [INFO ] [sig ] Generating forecast for: SHAK [2025-09-26T23:09:31.203535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'. [2025-09-26T23:09:31.214860] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHAK'. [2025-09-26T23:09:31.215275] [INFO ] [FORECASTER] Starting predict_future for SHAK [2025-09-26T23:09:31.242210] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:31.243067] [DEBUG] [LOCAL ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt [2025-09-26T23:09:31.243139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:31.243179] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:31.243210] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:31.243272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:31.262306] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:31.263059] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:31.263152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:31.263189] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:31.291714] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:31.291874] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:31.291919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:31.291951] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:31.295587] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=46.85%) [2025-09-26T23:09:31.295913] [INFO ] [FORECASTER] Completed predict_future for SHAK [2025-09-26T23:09:31.296084] [INFO ] [sig ] SHAK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:31.448962] [INFO ] [LOCAL ] Saved forecast: SHAK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SHAK.txt [2025-09-26T23:09:31.449230] [WARN ] [sig ] [1610/2043] Failed SHAK after 0.2s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:31.449327] [INFO ] [sig ] [1611/2043] Forecasting SHCO... [2025-09-26T23:09:31.449393] [INFO ] [sig ] Generating forecast for: SHCO [2025-09-26T23:09:31.449436] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'. [2025-09-26T23:09:31.459741] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHCO'. [2025-09-26T23:09:31.460112] [INFO ] [FORECASTER] Starting predict_future for SHCO [2025-09-26T23:09:31.487189] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:31.488036] [DEBUG] [LOCAL ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt [2025-09-26T23:09:31.488104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:31.488151] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:31.488246] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:31.488318] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:31.507538] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:31.508303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:31.508401] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:31.508439] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:31.536167] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:31.536326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:31.536411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:31.536453] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:31.540268] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=67.35%) [2025-09-26T23:09:31.540605] [INFO ] [FORECASTER] Completed predict_future for SHCO [2025-09-26T23:09:31.540785] [INFO ] [sig ] SHCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:31.698867] [INFO ] [LOCAL ] Saved forecast: SHCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SHCO.txt [2025-09-26T23:09:31.699189] [WARN ] [sig ] [1611/2043] Failed SHCO after 0.2s | 3.98 sym/s | Total: 6.7m | ETA: 1.8m [2025-09-26T23:09:31.699277] [INFO ] [sig ] [1612/2043] Forecasting SHEL... [2025-09-26T23:09:31.699344] [INFO ] [sig ] Generating forecast for: SHEL [2025-09-26T23:09:31.699384] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'. [2025-09-26T23:09:31.711249] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHEL'. [2025-09-26T23:09:31.711828] [INFO ] [FORECASTER] Starting predict_future for SHEL [2025-09-26T23:09:31.739388] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:31.740237] [DEBUG] [LOCAL ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt [2025-09-26T23:09:31.740295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:31.740332] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:31.740362] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:31.740421] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:31.759996] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:31.760951] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:31.761050] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:31.761089] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:31.803396] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:31.803625] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:31.803783] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:31.803854] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:31.810236] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-09-26T23:09:31.810702] [INFO ] [FORECASTER] Completed predict_future for SHEL [2025-09-26T23:09:31.810894] [INFO ] [sig ] SHEL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:31.968352] [INFO ] [LOCAL ] Saved forecast: SHEL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SHEL.txt [2025-09-26T23:09:31.968579] [WARN ] [sig ] [1612/2043] Failed SHEL after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:31.968681] [INFO ] [sig ] [1613/2043] Forecasting SHG... [2025-09-26T23:09:31.968733] [INFO ] [sig ] Generating forecast for: SHG [2025-09-26T23:09:31.968769] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'. [2025-09-26T23:09:31.981014] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHG'. [2025-09-26T23:09:31.981549] [INFO ] [FORECASTER] Starting predict_future for SHG [2025-09-26T23:09:32.013804] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:32.014621] [DEBUG] [LOCAL ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt [2025-09-26T23:09:32.014702] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:32.014748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:32.014779] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:32.014840] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:32.033050] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:32.033714] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:32.033805] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:32.033840] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:32.072891] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:32.072982] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:32.073020] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:32.073050] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:32.076248] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: DOWN (p=28.70%) [2025-09-26T23:09:32.076551] [INFO ] [FORECASTER] Completed predict_future for SHG [2025-09-26T23:09:32.076731] [INFO ] [sig ] SHG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:32.228458] [INFO ] [LOCAL ] Saved forecast: SHG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SHG.txt [2025-09-26T23:09:32.228722] [WARN ] [sig ] [1613/2043] Failed SHG after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:32.228808] [INFO ] [sig ] [1614/2043] Forecasting SHO... [2025-09-26T23:09:32.228848] [INFO ] [sig ] Generating forecast for: SHO [2025-09-26T23:09:32.228883] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'. [2025-09-26T23:09:32.240613] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHO'. [2025-09-26T23:09:32.241085] [INFO ] [FORECASTER] Starting predict_future for SHO [2025-09-26T23:09:32.267446] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:32.268263] [DEBUG] [LOCAL ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt [2025-09-26T23:09:32.268324] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:32.268362] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:32.268411] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:32.268472] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:32.287248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:32.288082] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:32.288173] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:32.288210] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:32.328379] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:32.328508] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:32.328547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:32.328577] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:32.332004] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=11.39%) [2025-09-26T23:09:32.332325] [INFO ] [FORECASTER] Completed predict_future for SHO [2025-09-26T23:09:32.332469] [INFO ] [sig ] SHO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:32.486505] [INFO ] [LOCAL ] Saved forecast: SHO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SHO.txt [2025-09-26T23:09:32.486790] [WARN ] [sig ] [1614/2043] Failed SHO after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:32.486876] [INFO ] [sig ] [1615/2043] Forecasting SHOC... [2025-09-26T23:09:32.486916] [INFO ] [sig ] Generating forecast for: SHOC [2025-09-26T23:09:32.486951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'. [2025-09-26T23:09:32.496854] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'SHOC'. [2025-09-26T23:09:32.497294] [INFO ] [FORECASTER] Starting predict_future for SHOC [2025-09-26T23:09:32.524864] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:32.525809] [DEBUG] [LOCAL ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt [2025-09-26T23:09:32.525874] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:32.525912] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:32.525942] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:32.526003] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:32.544537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:32.545270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:32.545369] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:32.545418] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:32.577167] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:32.577332] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:32.577376] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:32.577406] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:32.581203] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=65.39%) [2025-09-26T23:09:32.581500] [INFO ] [FORECASTER] Completed predict_future for SHOC [2025-09-26T23:09:32.581665] [INFO ] [sig ] SHOC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:32.747451] [INFO ] [LOCAL ] Saved forecast: SHOC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SHOC.txt [2025-09-26T23:09:32.747731] [WARN ] [sig ] [1615/2043] Failed SHOC after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:32.747817] [INFO ] [sig ] [1616/2043] Forecasting SHW... [2025-09-26T23:09:32.747861] [INFO ] [sig ] Generating forecast for: SHW [2025-09-26T23:09:32.747897] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SHW' from 'https://tdm.silogroup.org/data/derivative_storage/SHW.csv'. [2025-09-26T23:09:32.758376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SHW'. [2025-09-26T23:09:32.758751] [INFO ] [FORECASTER] Starting predict_future for SHW [2025-09-26T23:09:32.791862] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:32.792902] [DEBUG] [LOCAL ] No optimal features file found for SHW: ./output/feature-sets/SHW.txt [2025-09-26T23:09:32.792986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:32.793042] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:32.793117] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:32.793244] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:32.815184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:32.816079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:32.816179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:32.816241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:32.857080] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:32.857248] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:32.857321] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:32.857401] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:32.862727] [DEBUG] [FORECASTER] SHW: Forecast T+1@11:T+2@11: UP (p=87.60%) [2025-09-26T23:09:32.863074] [INFO ] [FORECASTER] Completed predict_future for SHW [2025-09-26T23:09:32.863236] [INFO ] [sig ] SHW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:33.042727] [INFO ] [LOCAL ] Saved forecast: SHW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SHW.txt [2025-09-26T23:09:33.043054] [WARN ] [sig ] [1616/2043] Failed SHW after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:33.043145] [INFO ] [sig ] [1617/2043] Forecasting SID... [2025-09-26T23:09:33.043189] [INFO ] [sig ] Generating forecast for: SID [2025-09-26T23:09:33.043225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'. [2025-09-26T23:09:33.054256] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SID'. [2025-09-26T23:09:33.054777] [INFO ] [FORECASTER] Starting predict_future for SID [2025-09-26T23:09:33.085700] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:33.086811] [DEBUG] [LOCAL ] No optimal features file found for SID: ./output/feature-sets/SID.txt [2025-09-26T23:09:33.086878] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:33.086914] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:33.086942] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:33.087002] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:33.107123] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:33.108071] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:33.108179] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:33.108218] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:33.147857] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:33.148032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:33.148078] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:33.148109] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:33.151985] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=29.72%) [2025-09-26T23:09:33.152292] [INFO ] [FORECASTER] Completed predict_future for SID [2025-09-26T23:09:33.152444] [INFO ] [sig ] SID: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:33.304370] [INFO ] [LOCAL ] Saved forecast: SID 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SID.txt [2025-09-26T23:09:33.304963] [WARN ] [sig ] [1617/2043] Failed SID after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:33.305048] [INFO ] [sig ] [1618/2043] Forecasting SIG... [2025-09-26T23:09:33.305091] [INFO ] [sig ] Generating forecast for: SIG [2025-09-26T23:09:33.305127] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'. [2025-09-26T23:09:33.316774] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SIG'. [2025-09-26T23:09:33.317208] [INFO ] [FORECASTER] Starting predict_future for SIG [2025-09-26T23:09:33.343582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:33.344423] [DEBUG] [LOCAL ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt [2025-09-26T23:09:33.344483] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:33.344518] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:33.344547] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:33.344607] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:33.363067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:33.363699] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:33.363790] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:33.363826] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:33.401077] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:33.401217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:33.401259] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:33.401292] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:33.404816] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: UP (p=72.56%) [2025-09-26T23:09:33.405099] [INFO ] [FORECASTER] Completed predict_future for SIG [2025-09-26T23:09:33.405244] [INFO ] [sig ] SIG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:33.558438] [INFO ] [LOCAL ] Saved forecast: SIG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SIG.txt [2025-09-26T23:09:33.558692] [WARN ] [sig ] [1618/2043] Failed SIG after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:33.558775] [INFO ] [sig ] [1619/2043] Forecasting SII... [2025-09-26T23:09:33.558816] [INFO ] [sig ] Generating forecast for: SII [2025-09-26T23:09:33.558851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'. [2025-09-26T23:09:33.569198] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SII'. [2025-09-26T23:09:33.569489] [INFO ] [FORECASTER] Starting predict_future for SII [2025-09-26T23:09:33.596304] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:33.597132] [DEBUG] [LOCAL ] No optimal features file found for SII: ./output/feature-sets/SII.txt [2025-09-26T23:09:33.597190] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:33.597225] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:33.597253] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:33.597313] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:33.616577] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:33.617225] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:33.617314] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:33.617349] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:33.652996] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:33.653117] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:33.653175] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:33.653208] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:33.656800] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=8.31%) [2025-09-26T23:09:33.657083] [INFO ] [FORECASTER] Completed predict_future for SII [2025-09-26T23:09:33.657221] [INFO ] [sig ] SII: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:33.807723] [INFO ] [LOCAL ] Saved forecast: SII 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SII.txt [2025-09-26T23:09:33.807958] [WARN ] [sig ] [1619/2043] Failed SII after 0.2s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:33.808034] [INFO ] [sig ] [1620/2043] Forecasting SILA... [2025-09-26T23:09:33.808074] [INFO ] [sig ] Generating forecast for: SILA [2025-09-26T23:09:33.808108] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SILA' from 'https://tdm.silogroup.org/data/derivative_storage/SILA.csv'. [2025-09-26T23:09:33.819057] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SILA'. [2025-09-26T23:09:33.819415] [INFO ] [FORECASTER] Starting predict_future for SILA [2025-09-26T23:09:33.847615] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:33.848582] [DEBUG] [LOCAL ] No optimal features file found for SILA: ./output/feature-sets/SILA.txt [2025-09-26T23:09:33.848670] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:33.848741] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:33.848785] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:33.848846] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:33.867243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:33.867918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:33.868008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:33.868044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:33.902458] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:33.902605] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:33.902671] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:33.902730] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:33.906435] [DEBUG] [FORECASTER] SILA: Forecast T+1@11:T+2@11: DOWN (p=21.91%) [2025-09-26T23:09:33.906795] [INFO ] [FORECASTER] Completed predict_future for SILA [2025-09-26T23:09:33.906971] [INFO ] [sig ] SILA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:34.058981] [INFO ] [LOCAL ] Saved forecast: SILA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SILA.txt [2025-09-26T23:09:34.059242] [WARN ] [sig ] [1620/2043] Failed SILA after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:34.059322] [INFO ] [sig ] [1621/2043] Forecasting SITC... [2025-09-26T23:09:34.059362] [INFO ] [sig ] Generating forecast for: SITC [2025-09-26T23:09:34.059395] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'. [2025-09-26T23:09:34.070329] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SITC'. [2025-09-26T23:09:34.070788] [INFO ] [FORECASTER] Starting predict_future for SITC [2025-09-26T23:09:34.097941] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:34.098851] [DEBUG] [LOCAL ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt [2025-09-26T23:09:34.098913] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:34.098948] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:34.098996] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:34.099056] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:34.117175] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:34.118292] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:34.118401] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:34.118437] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:34.168027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:34.168267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:34.168347] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:34.168402] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:34.174161] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=57.54%) [2025-09-26T23:09:34.174504] [INFO ] [FORECASTER] Completed predict_future for SITC [2025-09-26T23:09:34.174692] [INFO ] [sig ] SITC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:34.335056] [INFO ] [LOCAL ] Saved forecast: SITC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SITC.txt [2025-09-26T23:09:34.335368] [WARN ] [sig ] [1621/2043] Failed SITC after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:34.335456] [INFO ] [sig ] [1622/2043] Forecasting SITE... [2025-09-26T23:09:34.335498] [INFO ] [sig ] Generating forecast for: SITE [2025-09-26T23:09:34.335535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'. [2025-09-26T23:09:34.346802] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SITE'. [2025-09-26T23:09:34.347220] [INFO ] [FORECASTER] Starting predict_future for SITE [2025-09-26T23:09:34.374858] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:34.375772] [DEBUG] [LOCAL ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt [2025-09-26T23:09:34.375834] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:34.375872] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:34.375901] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:34.375959] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:34.395325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:34.396149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:34.396253] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:34.396291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:34.434337] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:34.434493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:34.434544] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:34.434577] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:34.438495] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=87.48%) [2025-09-26T23:09:34.438852] [INFO ] [FORECASTER] Completed predict_future for SITE [2025-09-26T23:09:34.439006] [INFO ] [sig ] SITE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:34.598325] [INFO ] [LOCAL ] Saved forecast: SITE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SITE.txt [2025-09-26T23:09:34.598622] [WARN ] [sig ] [1622/2043] Failed SITE after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:34.598734] [INFO ] [sig ] [1623/2043] Forecasting SJM... [2025-09-26T23:09:34.598775] [INFO ] [sig ] Generating forecast for: SJM [2025-09-26T23:09:34.598811] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'. [2025-09-26T23:09:34.609110] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SJM'. [2025-09-26T23:09:34.609439] [INFO ] [FORECASTER] Starting predict_future for SJM [2025-09-26T23:09:34.638096] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:34.639058] [DEBUG] [LOCAL ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt [2025-09-26T23:09:34.639122] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:34.639161] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:34.639192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:34.639254] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:34.659899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:34.660991] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:34.661087] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:34.661123] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:34.701255] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:34.701427] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:34.701472] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:34.701502] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:34.705456] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: UP (p=76.22%) [2025-09-26T23:09:34.705814] [INFO ] [FORECASTER] Completed predict_future for SJM [2025-09-26T23:09:34.706000] [INFO ] [sig ] SJM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:34.861138] [INFO ] [LOCAL ] Saved forecast: SJM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SJM.txt [2025-09-26T23:09:34.861386] [WARN ] [sig ] [1623/2043] Failed SJM after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:34.861466] [INFO ] [sig ] [1624/2043] Forecasting SJT... [2025-09-26T23:09:34.861507] [INFO ] [sig ] Generating forecast for: SJT [2025-09-26T23:09:34.861541] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SJT' from 'https://tdm.silogroup.org/data/derivative_storage/SJT.csv'. [2025-09-26T23:09:34.871919] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SJT'. [2025-09-26T23:09:34.872302] [INFO ] [FORECASTER] Starting predict_future for SJT [2025-09-26T23:09:34.899490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:34.900317] [DEBUG] [LOCAL ] No optimal features file found for SJT: ./output/feature-sets/SJT.txt [2025-09-26T23:09:34.900378] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:34.900414] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:34.900443] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:34.900501] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:34.918547] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:34.919289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:34.919379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:34.919413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:34.956808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:34.956958] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:34.957000] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:34.957085] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:34.960868] [DEBUG] [FORECASTER] SJT: Forecast T+1@11:T+2@11: UP (p=73.43%) [2025-09-26T23:09:34.961174] [INFO ] [FORECASTER] Completed predict_future for SJT [2025-09-26T23:09:34.961324] [INFO ] [sig ] SJT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:35.107294] [INFO ] [LOCAL ] Saved forecast: SJT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SJT.txt [2025-09-26T23:09:35.107521] [WARN ] [sig ] [1624/2043] Failed SJT after 0.2s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:35.107597] [INFO ] [sig ] [1625/2043] Forecasting SKE... [2025-09-26T23:09:35.107636] [INFO ] [sig ] Generating forecast for: SKE [2025-09-26T23:09:35.107745] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'. [2025-09-26T23:09:35.118142] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKE'. [2025-09-26T23:09:35.118477] [INFO ] [FORECASTER] Starting predict_future for SKE [2025-09-26T23:09:35.144503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:35.145275] [DEBUG] [LOCAL ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt [2025-09-26T23:09:35.145335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:35.145371] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:35.145400] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:35.145458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:35.163107] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:35.163684] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:35.163770] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:35.163806] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:35.205503] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:35.205630] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:35.205707] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:35.205748] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:35.209196] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=41.69%) [2025-09-26T23:09:35.209477] [INFO ] [FORECASTER] Completed predict_future for SKE [2025-09-26T23:09:35.209614] [INFO ] [sig ] SKE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:35.359807] [INFO ] [LOCAL ] Saved forecast: SKE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SKE.txt [2025-09-26T23:09:35.360036] [WARN ] [sig ] [1625/2043] Failed SKE after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.8m [2025-09-26T23:09:35.360112] [INFO ] [sig ] [1626/2043] Forecasting SKIL... [2025-09-26T23:09:35.360152] [INFO ] [sig ] Generating forecast for: SKIL [2025-09-26T23:09:35.360186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'. [2025-09-26T23:09:35.370704] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKIL'. [2025-09-26T23:09:35.370990] [INFO ] [FORECASTER] Starting predict_future for SKIL [2025-09-26T23:09:35.396632] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:35.397454] [DEBUG] [LOCAL ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt [2025-09-26T23:09:35.397515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:35.397550] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:35.397578] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:35.397636] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:35.415369] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:35.415959] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:35.416042] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:35.416076] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:35.453590] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:35.453709] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:35.453775] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:35.453808] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:35.457035] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: UP (p=70.88%) [2025-09-26T23:09:35.457309] [INFO ] [FORECASTER] Completed predict_future for SKIL [2025-09-26T23:09:35.457441] [INFO ] [sig ] SKIL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:35.601369] [INFO ] [LOCAL ] Saved forecast: SKIL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SKIL.txt [2025-09-26T23:09:35.601634] [WARN ] [sig ] [1626/2043] Failed SKIL after 0.2s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:35.601735] [INFO ] [sig ] [1627/2043] Forecasting SKLZ... [2025-09-26T23:09:35.601775] [INFO ] [sig ] Generating forecast for: SKLZ [2025-09-26T23:09:35.601810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'. [2025-09-26T23:09:35.612128] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKLZ'. [2025-09-26T23:09:35.612420] [INFO ] [FORECASTER] Starting predict_future for SKLZ [2025-09-26T23:09:35.638377] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:35.639162] [DEBUG] [LOCAL ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt [2025-09-26T23:09:35.639222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:35.639256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:35.639284] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:35.639342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:35.657476] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:35.658093] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:35.658176] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:35.658210] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:35.694576] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:35.694700] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:35.694751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:35.694781] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:35.698011] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=39.58%) [2025-09-26T23:09:35.698281] [INFO ] [FORECASTER] Completed predict_future for SKLZ [2025-09-26T23:09:35.698419] [INFO ] [sig ] SKLZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:35.845587] [INFO ] [LOCAL ] Saved forecast: SKLZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SKLZ.txt [2025-09-26T23:09:35.845827] [WARN ] [sig ] [1627/2043] Failed SKLZ after 0.2s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:35.845907] [INFO ] [sig ] [1628/2043] Forecasting SKM... [2025-09-26T23:09:35.845947] [INFO ] [sig ] Generating forecast for: SKM [2025-09-26T23:09:35.845981] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'. [2025-09-26T23:09:35.855847] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKM'. [2025-09-26T23:09:35.856130] [INFO ] [FORECASTER] Starting predict_future for SKM [2025-09-26T23:09:35.882030] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:35.882807] [DEBUG] [LOCAL ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt [2025-09-26T23:09:35.882868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:35.882903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:35.882931] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:35.883054] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:35.900714] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:35.901275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:35.901357] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:35.901392] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:35.936202] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:35.936297] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:35.936335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:35.936403] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:35.939639] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=9.75%) [2025-09-26T23:09:35.940002] [INFO ] [FORECASTER] Completed predict_future for SKM [2025-09-26T23:09:35.940144] [INFO ] [sig ] SKM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:36.107071] [INFO ] [LOCAL ] Saved forecast: SKM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SKM.txt [2025-09-26T23:09:36.107471] [WARN ] [sig ] [1628/2043] Failed SKM after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:36.107562] [INFO ] [sig ] [1629/2043] Forecasting SKT... [2025-09-26T23:09:36.107602] [INFO ] [sig ] Generating forecast for: SKT [2025-09-26T23:09:36.107637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKT' from 'https://tdm.silogroup.org/data/derivative_storage/SKT.csv'. [2025-09-26T23:09:36.119524] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKT'. [2025-09-26T23:09:36.120060] [INFO ] [FORECASTER] Starting predict_future for SKT [2025-09-26T23:09:36.147254] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:36.148072] [DEBUG] [LOCAL ] No optimal features file found for SKT: ./output/feature-sets/SKT.txt [2025-09-26T23:09:36.148131] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:36.148167] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:36.148195] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:36.148256] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:36.167157] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:36.167831] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:36.167923] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:36.167959] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:36.212985] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:36.213090] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:36.213130] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:36.213160] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:36.216674] [DEBUG] [FORECASTER] SKT: Forecast T+1@11:T+2@11: DOWN (p=47.66%) [2025-09-26T23:09:36.216958] [INFO ] [FORECASTER] Completed predict_future for SKT [2025-09-26T23:09:36.217100] [INFO ] [sig ] SKT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:36.362865] [INFO ] [LOCAL ] Saved forecast: SKT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SKT.txt [2025-09-26T23:09:36.363146] [WARN ] [sig ] [1629/2043] Failed SKT after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:36.363225] [INFO ] [sig ] [1630/2043] Forecasting SKY... [2025-09-26T23:09:36.363264] [INFO ] [sig ] Generating forecast for: SKY [2025-09-26T23:09:36.363299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'. [2025-09-26T23:09:36.373023] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKY'. [2025-09-26T23:09:36.373340] [INFO ] [FORECASTER] Starting predict_future for SKY [2025-09-26T23:09:36.399457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:36.400239] [DEBUG] [LOCAL ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt [2025-09-26T23:09:36.400295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:36.400328] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:36.400356] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:36.400416] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:36.419185] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:36.419814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:36.419902] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:36.419937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:36.462873] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:36.462975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:36.463021] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:36.463054] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:36.466712] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: DOWN (p=25.64%) [2025-09-26T23:09:36.466998] [INFO ] [FORECASTER] Completed predict_future for SKY [2025-09-26T23:09:36.467304] [INFO ] [sig ] SKY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:36.615161] [INFO ] [LOCAL ] Saved forecast: SKY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SKY.txt [2025-09-26T23:09:36.615433] [WARN ] [sig ] [1630/2043] Failed SKY after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:36.615511] [INFO ] [sig ] [1631/2043] Forecasting SKYH... [2025-09-26T23:09:36.615550] [INFO ] [sig ] Generating forecast for: SKYH [2025-09-26T23:09:36.615584] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'. [2025-09-26T23:09:36.625547] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SKYH'. [2025-09-26T23:09:36.625872] [INFO ] [FORECASTER] Starting predict_future for SKYH [2025-09-26T23:09:36.651441] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:36.652209] [DEBUG] [LOCAL ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt [2025-09-26T23:09:36.652269] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:36.652304] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:36.652332] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:36.652389] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:36.670144] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:36.670742] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:36.670828] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:36.670862] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:36.713891] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:36.714005] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:36.714042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:36.714071] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:36.717667] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=46.94%) [2025-09-26T23:09:36.718014] [INFO ] [FORECASTER] Completed predict_future for SKYH [2025-09-26T23:09:36.718160] [INFO ] [sig ] SKYH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:36.869107] [INFO ] [LOCAL ] Saved forecast: SKYH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SKYH.txt [2025-09-26T23:09:36.869377] [WARN ] [sig ] [1631/2043] Failed SKYH after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:36.869454] [INFO ] [sig ] [1632/2043] Forecasting SLB... [2025-09-26T23:09:36.869494] [INFO ] [sig ] Generating forecast for: SLB [2025-09-26T23:09:36.869530] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'. [2025-09-26T23:09:36.879738] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLB'. [2025-09-26T23:09:36.880064] [INFO ] [FORECASTER] Starting predict_future for SLB [2025-09-26T23:09:36.906912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:36.907702] [DEBUG] [LOCAL ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt [2025-09-26T23:09:36.907761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:36.907796] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:36.907827] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:36.907886] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:36.926606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:36.927272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:36.927363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:36.927398] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:36.962374] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:36.962480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:36.962520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:36.962552] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:36.966012] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: DOWN (p=0.15%) [2025-09-26T23:09:36.966294] [INFO ] [FORECASTER] Completed predict_future for SLB [2025-09-26T23:09:36.966462] [INFO ] [sig ] SLB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:37.112379] [INFO ] [LOCAL ] Saved forecast: SLB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SLB.txt [2025-09-26T23:09:37.112619] [WARN ] [sig ] [1632/2043] Failed SLB after 0.2s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:37.112716] [INFO ] [sig ] [1633/2043] Forecasting SLF... [2025-09-26T23:09:37.112755] [INFO ] [sig ] Generating forecast for: SLF [2025-09-26T23:09:37.112790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'. [2025-09-26T23:09:37.122717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLF'. [2025-09-26T23:09:37.123031] [INFO ] [FORECASTER] Starting predict_future for SLF [2025-09-26T23:09:37.150324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:37.151140] [DEBUG] [LOCAL ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt [2025-09-26T23:09:37.151203] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:37.151239] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:37.151272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:37.151332] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:37.170623] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:37.171301] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:37.171398] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:37.171435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:37.210116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:37.210232] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:37.210324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:37.210364] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:37.214112] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=91.16%) [2025-09-26T23:09:37.214448] [INFO ] [FORECASTER] Completed predict_future for SLF [2025-09-26T23:09:37.214594] [INFO ] [sig ] SLF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:37.365483] [INFO ] [LOCAL ] Saved forecast: SLF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SLF.txt [2025-09-26T23:09:37.365752] [WARN ] [sig ] [1633/2043] Failed SLF after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:37.365836] [INFO ] [sig ] [1634/2043] Forecasting SLG... [2025-09-26T23:09:37.365880] [INFO ] [sig ] Generating forecast for: SLG [2025-09-26T23:09:37.365917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'. [2025-09-26T23:09:37.375461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLG'. [2025-09-26T23:09:37.375845] [INFO ] [FORECASTER] Starting predict_future for SLG [2025-09-26T23:09:37.402821] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:37.403580] [DEBUG] [LOCAL ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt [2025-09-26T23:09:37.403637] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:37.403715] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:37.403751] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:37.403812] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:37.424194] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:37.424879] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:37.424967] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:37.425003] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:37.466369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:37.466479] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:37.466518] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:37.466548] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:37.469897] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=63.50%) [2025-09-26T23:09:37.470182] [INFO ] [FORECASTER] Completed predict_future for SLG [2025-09-26T23:09:37.470325] [INFO ] [sig ] SLG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:37.628403] [INFO ] [LOCAL ] Saved forecast: SLG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SLG.txt [2025-09-26T23:09:37.628735] [WARN ] [sig ] [1634/2043] Failed SLG after 0.3s | 3.98 sym/s | Total: 6.8m | ETA: 1.7m [2025-09-26T23:09:37.628821] [INFO ] [sig ] [1635/2043] Forecasting SLGN... [2025-09-26T23:09:37.628863] [INFO ] [sig ] Generating forecast for: SLGN [2025-09-26T23:09:37.628899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'. [2025-09-26T23:09:37.641191] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLGN'. [2025-09-26T23:09:37.641924] [INFO ] [FORECASTER] Starting predict_future for SLGN [2025-09-26T23:09:37.669320] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:37.670330] [DEBUG] [LOCAL ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt [2025-09-26T23:09:37.670393] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:37.670430] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:37.670460] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:37.670546] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:37.688875] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:37.689969] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:37.690077] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:37.690113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:37.734090] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:37.734349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:37.734399] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:37.734431] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:37.740340] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=70.05%) [2025-09-26T23:09:37.740958] [INFO ] [FORECASTER] Completed predict_future for SLGN [2025-09-26T23:09:37.741170] [INFO ] [sig ] SLGN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:37.897113] [INFO ] [LOCAL ] Saved forecast: SLGN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SLGN.txt [2025-09-26T23:09:37.897415] [WARN ] [sig ] [1635/2043] Failed SLGN after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:37.897509] [INFO ] [sig ] [1636/2043] Forecasting SLQT... [2025-09-26T23:09:37.897549] [INFO ] [sig ] Generating forecast for: SLQT [2025-09-26T23:09:37.897587] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLQT' from 'https://tdm.silogroup.org/data/derivative_storage/SLQT.csv'. [2025-09-26T23:09:37.910262] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLQT'. [2025-09-26T23:09:37.910575] [INFO ] [FORECASTER] Starting predict_future for SLQT [2025-09-26T23:09:37.937190] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:37.938003] [DEBUG] [LOCAL ] No optimal features file found for SLQT: ./output/feature-sets/SLQT.txt [2025-09-26T23:09:37.938064] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:37.938099] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:37.938129] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:37.938188] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:37.956049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:37.956701] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:37.956797] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:37.956832] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:38.000803] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:38.000896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:38.000933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:38.000962] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:38.004183] [DEBUG] [FORECASTER] SLQT: Forecast T+1@11:T+2@11: DOWN (p=41.24%) [2025-09-26T23:09:38.004459] [INFO ] [FORECASTER] Completed predict_future for SLQT [2025-09-26T23:09:38.004606] [INFO ] [sig ] SLQT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:38.149498] [INFO ] [LOCAL ] Saved forecast: SLQT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SLQT.txt [2025-09-26T23:09:38.149798] [WARN ] [sig ] [1636/2043] Failed SLQT after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:38.149885] [INFO ] [sig ] [1637/2043] Forecasting SLVM... [2025-09-26T23:09:38.149926] [INFO ] [sig ] Generating forecast for: SLVM [2025-09-26T23:09:38.149962] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'. [2025-09-26T23:09:38.162346] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SLVM'. [2025-09-26T23:09:38.162859] [INFO ] [FORECASTER] Starting predict_future for SLVM [2025-09-26T23:09:38.190300] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:38.191124] [DEBUG] [LOCAL ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt [2025-09-26T23:09:38.191187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:38.191224] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:38.191252] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:38.191314] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:38.208997] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:38.209798] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:38.209893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:38.209929] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:38.260488] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:38.260613] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:38.260682] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:38.260732] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:38.264187] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: UP (p=77.28%) [2025-09-26T23:09:38.264491] [INFO ] [FORECASTER] Completed predict_future for SLVM [2025-09-26T23:09:38.264683] [INFO ] [sig ] SLVM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:38.412405] [INFO ] [LOCAL ] Saved forecast: SLVM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SLVM.txt [2025-09-26T23:09:38.412741] [WARN ] [sig ] [1637/2043] Failed SLVM after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:38.412840] [INFO ] [sig ] [1638/2043] Forecasting SM... [2025-09-26T23:09:38.412891] [INFO ] [sig ] Generating forecast for: SM [2025-09-26T23:09:38.412927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'. [2025-09-26T23:09:38.422662] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SM'. [2025-09-26T23:09:38.423032] [INFO ] [FORECASTER] Starting predict_future for SM [2025-09-26T23:09:38.454916] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:38.456064] [DEBUG] [LOCAL ] No optimal features file found for SM: ./output/feature-sets/SM.txt [2025-09-26T23:09:38.456132] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:38.456175] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:38.456212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:38.456294] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:38.483371] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:38.484335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:38.484438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:38.484497] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:38.539422] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:38.540196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:38.540258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:38.540291] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:38.545777] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=5.58%) [2025-09-26T23:09:38.546228] [INFO ] [FORECASTER] Completed predict_future for SM [2025-09-26T23:09:38.546517] [INFO ] [sig ] SM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:38.755374] [INFO ] [LOCAL ] Saved forecast: SM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SM.txt [2025-09-26T23:09:38.755692] [WARN ] [sig ] [1638/2043] Failed SM after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:38.755791] [INFO ] [sig ] [1639/2043] Forecasting SMBK... [2025-09-26T23:09:38.755849] [INFO ] [sig ] Generating forecast for: SMBK [2025-09-26T23:09:38.755886] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'. [2025-09-26T23:09:38.769064] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMBK'. [2025-09-26T23:09:38.769513] [INFO ] [FORECASTER] Starting predict_future for SMBK [2025-09-26T23:09:38.796235] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:38.797030] [DEBUG] [LOCAL ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt [2025-09-26T23:09:38.797085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:38.797120] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:38.797148] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:38.797208] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:38.815114] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:38.816175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:38.816277] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:38.816313] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:38.861667] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:38.861935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:38.861985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:38.862016] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:38.866229] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=15.82%) [2025-09-26T23:09:38.866587] [INFO ] [FORECASTER] Completed predict_future for SMBK [2025-09-26T23:09:38.866801] [INFO ] [sig ] SMBK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:39.013738] [INFO ] [LOCAL ] Saved forecast: SMBK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SMBK.txt [2025-09-26T23:09:39.014046] [WARN ] [sig ] [1639/2043] Failed SMBK after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:39.014133] [INFO ] [sig ] [1640/2043] Forecasting SMC... [2025-09-26T23:09:39.014173] [INFO ] [sig ] Generating forecast for: SMC [2025-09-26T23:09:39.014208] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMC' from 'https://tdm.silogroup.org/data/derivative_storage/SMC.csv'. [2025-09-26T23:09:39.025410] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMC'. [2025-09-26T23:09:39.025758] [INFO ] [FORECASTER] Starting predict_future for SMC [2025-09-26T23:09:39.051875] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:39.052671] [DEBUG] [LOCAL ] No optimal features file found for SMC: ./output/feature-sets/SMC.txt [2025-09-26T23:09:39.052731] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:39.052768] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:39.052797] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:39.052857] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:39.070709] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:39.071289] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:39.071379] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:39.071413] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:39.115608] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:39.115724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:39.115771] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:39.115830] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:39.119119] [DEBUG] [FORECASTER] SMC: Forecast T+1@11:T+2@11: UP (p=91.26%) [2025-09-26T23:09:39.119395] [INFO ] [FORECASTER] Completed predict_future for SMC [2025-09-26T23:09:39.119538] [INFO ] [sig ] SMC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:39.265124] [INFO ] [LOCAL ] Saved forecast: SMC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SMC.txt [2025-09-26T23:09:39.265452] [WARN ] [sig ] [1640/2043] Failed SMC after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:39.265537] [INFO ] [sig ] [1641/2043] Forecasting SMFG... [2025-09-26T23:09:39.265578] [INFO ] [sig ] Generating forecast for: SMFG [2025-09-26T23:09:39.265613] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'. [2025-09-26T23:09:39.278471] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMFG'. [2025-09-26T23:09:39.279166] [INFO ] [FORECASTER] Starting predict_future for SMFG [2025-09-26T23:09:39.306547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:39.307355] [DEBUG] [LOCAL ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt [2025-09-26T23:09:39.307414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:39.307450] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:39.307480] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:39.307539] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:39.325826] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:39.326512] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:39.326603] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:39.326638] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:39.365141] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:39.365293] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:39.365335] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:39.365366] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:39.369023] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=95.39%) [2025-09-26T23:09:39.369327] [INFO ] [FORECASTER] Completed predict_future for SMFG [2025-09-26T23:09:39.369520] [INFO ] [sig ] SMFG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:39.521629] [INFO ] [LOCAL ] Saved forecast: SMFG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SMFG.txt [2025-09-26T23:09:39.521983] [WARN ] [sig ] [1641/2043] Failed SMFG after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:39.522069] [INFO ] [sig ] [1642/2043] Forecasting SMG... [2025-09-26T23:09:39.522112] [INFO ] [sig ] Generating forecast for: SMG [2025-09-26T23:09:39.522173] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMG' from 'https://tdm.silogroup.org/data/derivative_storage/SMG.csv'. [2025-09-26T23:09:39.537577] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMG'. [2025-09-26T23:09:39.538269] [INFO ] [FORECASTER] Starting predict_future for SMG [2025-09-26T23:09:39.580684] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:39.581967] [DEBUG] [LOCAL ] No optimal features file found for SMG: ./output/feature-sets/SMG.txt [2025-09-26T23:09:39.582046] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:39.582098] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:39.582159] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:39.582285] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:39.606866] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:39.607906] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:39.608014] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:39.608052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:39.656247] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:39.656495] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:39.656560] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:39.656595] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:39.660915] [DEBUG] [FORECASTER] SMG: Forecast T+1@11:T+2@11: DOWN (p=49.05%) [2025-09-26T23:09:39.661231] [INFO ] [FORECASTER] Completed predict_future for SMG [2025-09-26T23:09:39.661401] [INFO ] [sig ] SMG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:39.814357] [INFO ] [LOCAL ] Saved forecast: SMG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SMG.txt [2025-09-26T23:09:39.814721] [WARN ] [sig ] [1642/2043] Failed SMG after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:39.814811] [INFO ] [sig ] [1643/2043] Forecasting SMHI... [2025-09-26T23:09:39.814851] [INFO ] [sig ] Generating forecast for: SMHI [2025-09-26T23:09:39.814885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'. [2025-09-26T23:09:39.819761] [WARN ] [REMOTE ] Historical data not found for symbol 'SMHI' (404). [2025-09-26T23:09:39.819958] [FATAL] [sig ] SMHI: No historical data fetched. [2025-09-26T23:09:39.820050] [WARN ] [sig ] [1643/2043] Failed SMHI after 0.0s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:39.820125] [INFO ] [sig ] [1644/2043] Forecasting SMP... [2025-09-26T23:09:39.820195] [INFO ] [sig ] Generating forecast for: SMP [2025-09-26T23:09:39.820266] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMP' from 'https://tdm.silogroup.org/data/derivative_storage/SMP.csv'. [2025-09-26T23:09:39.829857] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMP'. [2025-09-26T23:09:39.830251] [INFO ] [FORECASTER] Starting predict_future for SMP [2025-09-26T23:09:39.858069] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:39.858975] [DEBUG] [LOCAL ] No optimal features file found for SMP: ./output/feature-sets/SMP.txt [2025-09-26T23:09:39.859055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:39.859169] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:39.859212] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:39.859273] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:39.878801] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:39.879483] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:39.879575] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:39.879611] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:39.925915] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:39.926081] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:39.926124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:39.926154] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:39.929894] [DEBUG] [FORECASTER] SMP: Forecast T+1@11:T+2@11: UP (p=85.03%) [2025-09-26T23:09:39.930191] [INFO ] [FORECASTER] Completed predict_future for SMP [2025-09-26T23:09:39.930360] [INFO ] [sig ] SMP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:40.080246] [INFO ] [LOCAL ] Saved forecast: SMP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SMP.txt [2025-09-26T23:09:40.080546] [WARN ] [sig ] [1644/2043] Failed SMP after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:40.080632] [INFO ] [sig ] [1645/2043] Forecasting SMRT... [2025-09-26T23:09:40.080711] [INFO ] [sig ] Generating forecast for: SMRT [2025-09-26T23:09:40.080751] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMRT' from 'https://tdm.silogroup.org/data/derivative_storage/SMRT.csv'. [2025-09-26T23:09:40.092536] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMRT'. [2025-09-26T23:09:40.093049] [INFO ] [FORECASTER] Starting predict_future for SMRT [2025-09-26T23:09:40.119707] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:40.120456] [DEBUG] [LOCAL ] No optimal features file found for SMRT: ./output/feature-sets/SMRT.txt [2025-09-26T23:09:40.120513] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:40.120547] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:40.120575] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:40.120634] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:40.138946] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:40.139542] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:40.139635] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:40.139712] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:40.182802] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:40.183043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:40.183095] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:40.183128] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:40.187297] [DEBUG] [FORECASTER] SMRT: Forecast T+1@11:T+2@11: DOWN (p=5.63%) [2025-09-26T23:09:40.187607] [INFO ] [FORECASTER] Completed predict_future for SMRT [2025-09-26T23:09:40.187808] [INFO ] [sig ] SMRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:40.334147] [INFO ] [LOCAL ] Saved forecast: SMRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SMRT.txt [2025-09-26T23:09:40.334430] [WARN ] [sig ] [1645/2043] Failed SMRT after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:40.334511] [INFO ] [sig ] [1646/2043] Forecasting SMWB... [2025-09-26T23:09:40.334551] [INFO ] [sig ] Generating forecast for: SMWB [2025-09-26T23:09:40.334586] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'. [2025-09-26T23:09:40.346036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SMWB'. [2025-09-26T23:09:40.346440] [INFO ] [FORECASTER] Starting predict_future for SMWB [2025-09-26T23:09:40.373753] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:40.374490] [DEBUG] [LOCAL ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt [2025-09-26T23:09:40.374590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:40.374634] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:40.374707] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:40.374783] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:40.393421] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:40.394057] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:40.394151] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:40.394186] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:40.436095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:40.436203] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:40.436260] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:40.436291] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:40.439854] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=11.48%) [2025-09-26T23:09:40.440144] [INFO ] [FORECASTER] Completed predict_future for SMWB [2025-09-26T23:09:40.440291] [INFO ] [sig ] SMWB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:40.589700] [INFO ] [LOCAL ] Saved forecast: SMWB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SMWB.txt [2025-09-26T23:09:40.590022] [WARN ] [sig ] [1646/2043] Failed SMWB after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:40.590104] [INFO ] [sig ] [1647/2043] Forecasting SN... [2025-09-26T23:09:40.590144] [INFO ] [sig ] Generating forecast for: SN [2025-09-26T23:09:40.590178] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'. [2025-09-26T23:09:40.602429] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SN'. [2025-09-26T23:09:40.602824] [INFO ] [FORECASTER] Starting predict_future for SN [2025-09-26T23:09:40.631362] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:40.632193] [DEBUG] [LOCAL ] No optimal features file found for SN: ./output/feature-sets/SN.txt [2025-09-26T23:09:40.632251] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:40.632288] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:40.632332] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:40.632440] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:40.652462] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:40.653190] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:40.653285] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:40.653320] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:40.692927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:40.693061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:40.693103] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:40.693133] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:40.696877] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: UP (p=92.58%) [2025-09-26T23:09:40.697171] [INFO ] [FORECASTER] Completed predict_future for SN [2025-09-26T23:09:40.697317] [INFO ] [sig ] SN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:40.854452] [INFO ] [LOCAL ] Saved forecast: SN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SN.txt [2025-09-26T23:09:40.854803] [WARN ] [sig ] [1647/2043] Failed SN after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:40.854892] [INFO ] [sig ] [1648/2043] Forecasting SNA... [2025-09-26T23:09:40.854933] [INFO ] [sig ] Generating forecast for: SNA [2025-09-26T23:09:40.854974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'. [2025-09-26T23:09:40.865313] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNA'. [2025-09-26T23:09:40.865708] [INFO ] [FORECASTER] Starting predict_future for SNA [2025-09-26T23:09:40.894489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:40.895271] [DEBUG] [LOCAL ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt [2025-09-26T23:09:40.895330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:40.895366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:40.895395] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:40.895474] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:40.915135] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:40.915847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:40.915939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:40.915974] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:40.966423] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:40.966697] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:40.966765] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:40.966798] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:40.971198] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=41.06%) [2025-09-26T23:09:40.971581] [INFO ] [FORECASTER] Completed predict_future for SNA [2025-09-26T23:09:40.971799] [INFO ] [sig ] SNA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:41.121247] [INFO ] [LOCAL ] Saved forecast: SNA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SNA.txt [2025-09-26T23:09:41.121597] [WARN ] [sig ] [1648/2043] Failed SNA after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:41.121711] [INFO ] [sig ] [1649/2043] Forecasting SNAP... [2025-09-26T23:09:41.121752] [INFO ] [sig ] Generating forecast for: SNAP [2025-09-26T23:09:41.121788] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'. [2025-09-26T23:09:41.133087] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNAP'. [2025-09-26T23:09:41.133512] [INFO ] [FORECASTER] Starting predict_future for SNAP [2025-09-26T23:09:41.160933] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:41.161836] [DEBUG] [LOCAL ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt [2025-09-26T23:09:41.161895] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:41.161932] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:41.161962] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:41.162022] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:41.180159] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:41.181063] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:41.181158] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:41.181192] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:41.224087] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:41.224284] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:41.224333] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:41.224409] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:41.229992] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: DOWN (p=47.91%) [2025-09-26T23:09:41.230327] [INFO ] [FORECASTER] Completed predict_future for SNAP [2025-09-26T23:09:41.230490] [INFO ] [sig ] SNAP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:41.381590] [INFO ] [LOCAL ] Saved forecast: SNAP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SNAP.txt [2025-09-26T23:09:41.381865] [WARN ] [sig ] [1649/2043] Failed SNAP after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.7m [2025-09-26T23:09:41.381950] [INFO ] [sig ] [1650/2043] Forecasting SNDA... [2025-09-26T23:09:41.381990] [INFO ] [sig ] Generating forecast for: SNDA [2025-09-26T23:09:41.382024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDA' from 'https://tdm.silogroup.org/data/derivative_storage/SNDA.csv'. [2025-09-26T23:09:41.391971] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNDA'. [2025-09-26T23:09:41.392301] [INFO ] [FORECASTER] Starting predict_future for SNDA [2025-09-26T23:09:41.420542] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:41.421395] [DEBUG] [LOCAL ] No optimal features file found for SNDA: ./output/feature-sets/SNDA.txt [2025-09-26T23:09:41.421455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:41.421492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:41.421522] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:41.421580] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:41.439719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:41.440335] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:41.440422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:41.440457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:41.484203] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:41.484368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:41.484412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:41.484441] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:41.488078] [DEBUG] [FORECASTER] SNDA: Forecast T+1@11:T+2@11: DOWN (p=30.54%) [2025-09-26T23:09:41.488371] [INFO ] [FORECASTER] Completed predict_future for SNDA [2025-09-26T23:09:41.488522] [INFO ] [sig ] SNDA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:41.636466] [INFO ] [LOCAL ] Saved forecast: SNDA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SNDA.txt [2025-09-26T23:09:41.636773] [WARN ] [sig ] [1650/2043] Failed SNDA after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:41.636858] [INFO ] [sig ] [1651/2043] Forecasting SNDR... [2025-09-26T23:09:41.636898] [INFO ] [sig ] Generating forecast for: SNDR [2025-09-26T23:09:41.636932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNDR' from 'https://tdm.silogroup.org/data/derivative_storage/SNDR.csv'. [2025-09-26T23:09:41.647717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNDR'. [2025-09-26T23:09:41.648067] [INFO ] [FORECASTER] Starting predict_future for SNDR [2025-09-26T23:09:41.674514] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:41.675387] [DEBUG] [LOCAL ] No optimal features file found for SNDR: ./output/feature-sets/SNDR.txt [2025-09-26T23:09:41.675446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:41.675485] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:41.675517] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:41.675577] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:41.694401] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:41.695314] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:41.695409] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:41.695444] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:41.746004] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:41.746223] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:41.746286] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:41.746321] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:41.750124] [DEBUG] [FORECASTER] SNDR: Forecast T+1@11:T+2@11: DOWN (p=9.39%) [2025-09-26T23:09:41.750418] [INFO ] [FORECASTER] Completed predict_future for SNDR [2025-09-26T23:09:41.750571] [INFO ] [sig ] SNDR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:41.898128] [INFO ] [LOCAL ] Saved forecast: SNDR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SNDR.txt [2025-09-26T23:09:41.898402] [WARN ] [sig ] [1651/2043] Failed SNDR after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:41.898484] [INFO ] [sig ] [1652/2043] Forecasting SNN... [2025-09-26T23:09:41.898525] [INFO ] [sig ] Generating forecast for: SNN [2025-09-26T23:09:41.898560] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'. [2025-09-26T23:09:41.905197] [WARN ] [REMOTE ] Historical data not found for symbol 'SNN' (404). [2025-09-26T23:09:41.905599] [FATAL] [sig ] SNN: No historical data fetched. [2025-09-26T23:09:41.905725] [WARN ] [sig ] [1652/2043] Failed SNN after 0.0s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:41.905803] [INFO ] [sig ] [1653/2043] Forecasting SNV... [2025-09-26T23:09:41.905846] [INFO ] [sig ] Generating forecast for: SNV [2025-09-26T23:09:41.905880] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNV' from 'https://tdm.silogroup.org/data/derivative_storage/SNV.csv'. [2025-09-26T23:09:41.916630] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNV'. [2025-09-26T23:09:41.917151] [INFO ] [FORECASTER] Starting predict_future for SNV [2025-09-26T23:09:41.944223] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:41.945131] [DEBUG] [LOCAL ] No optimal features file found for SNV: ./output/feature-sets/SNV.txt [2025-09-26T23:09:41.945194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:41.945232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:41.945260] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:41.945320] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:41.963111] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:41.964142] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:41.964247] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:41.964282] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:42.010396] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:42.010693] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:42.010763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:42.010797] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:42.014990] [DEBUG] [FORECASTER] SNV: Forecast T+1@11:T+2@11: DOWN (p=17.50%) [2025-09-26T23:09:42.015311] [INFO ] [FORECASTER] Completed predict_future for SNV [2025-09-26T23:09:42.015464] [INFO ] [sig ] SNV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:42.170962] [INFO ] [LOCAL ] Saved forecast: SNV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SNV.txt [2025-09-26T23:09:42.171326] [WARN ] [sig ] [1653/2043] Failed SNV after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:42.171417] [INFO ] [sig ] [1654/2043] Forecasting SNX... [2025-09-26T23:09:42.171480] [INFO ] [sig ] Generating forecast for: SNX [2025-09-26T23:09:42.171516] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'. [2025-09-26T23:09:42.183469] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SNX'. [2025-09-26T23:09:42.184142] [INFO ] [FORECASTER] Starting predict_future for SNX [2025-09-26T23:09:42.211166] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:42.212075] [DEBUG] [LOCAL ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt [2025-09-26T23:09:42.212135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:42.212171] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:42.212229] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:42.212293] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:42.230203] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:42.231041] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:42.231141] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:42.231176] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:42.278554] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:42.278810] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:42.278866] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:42.278902] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:42.282871] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=3.84%) [2025-09-26T23:09:42.283178] [INFO ] [FORECASTER] Completed predict_future for SNX [2025-09-26T23:09:42.283340] [INFO ] [sig ] SNX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:42.430943] [INFO ] [LOCAL ] Saved forecast: SNX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SNX.txt [2025-09-26T23:09:42.431345] [WARN ] [sig ] [1654/2043] Failed SNX after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:42.431437] [INFO ] [sig ] [1655/2043] Forecasting SOBO... [2025-09-26T23:09:42.431478] [INFO ] [sig ] Generating forecast for: SOBO [2025-09-26T23:09:42.431514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOBO' from 'https://tdm.silogroup.org/data/derivative_storage/SOBO.csv'. [2025-09-26T23:09:42.443910] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOBO'. [2025-09-26T23:09:42.444365] [INFO ] [FORECASTER] Starting predict_future for SOBO [2025-09-26T23:09:42.472397] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:42.473206] [DEBUG] [LOCAL ] No optimal features file found for SOBO: ./output/feature-sets/SOBO.txt [2025-09-26T23:09:42.473264] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:42.473300] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:42.473329] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:42.473391] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:42.492210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:42.492918] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:42.493007] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:42.493044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:42.541216] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:42.541343] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:42.541384] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:42.541414] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:42.544871] [DEBUG] [FORECASTER] SOBO: Forecast T+1@11:T+2@11: DOWN (p=49.48%) [2025-09-26T23:09:42.545151] [INFO ] [FORECASTER] Completed predict_future for SOBO [2025-09-26T23:09:42.545297] [INFO ] [sig ] SOBO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:42.694765] [INFO ] [LOCAL ] Saved forecast: SOBO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SOBO.txt [2025-09-26T23:09:42.695085] [WARN ] [sig ] [1655/2043] Failed SOBO after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:42.695169] [INFO ] [sig ] [1656/2043] Forecasting SOC... [2025-09-26T23:09:42.695211] [INFO ] [sig ] Generating forecast for: SOC [2025-09-26T23:09:42.695247] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOC' from 'https://tdm.silogroup.org/data/derivative_storage/SOC.csv'. [2025-09-26T23:09:42.706115] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOC'. [2025-09-26T23:09:42.706523] [INFO ] [FORECASTER] Starting predict_future for SOC [2025-09-26T23:09:42.733249] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:42.734126] [DEBUG] [LOCAL ] No optimal features file found for SOC: ./output/feature-sets/SOC.txt [2025-09-26T23:09:42.734187] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:42.734223] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:42.734252] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:42.734312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:42.753790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:42.754418] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:42.754512] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:42.754551] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:42.803574] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:42.803840] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:42.803909] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:42.803963] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:42.808400] [DEBUG] [FORECASTER] SOC: Forecast T+1@11:T+2@11: UP (p=68.34%) [2025-09-26T23:09:42.808783] [INFO ] [FORECASTER] Completed predict_future for SOC [2025-09-26T23:09:42.808953] [INFO ] [sig ] SOC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:42.973771] [INFO ] [LOCAL ] Saved forecast: SOC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SOC.txt [2025-09-26T23:09:42.974128] [WARN ] [sig ] [1656/2043] Failed SOC after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:42.974213] [INFO ] [sig ] [1657/2043] Forecasting SOJC... [2025-09-26T23:09:42.974256] [INFO ] [sig ] Generating forecast for: SOJC [2025-09-26T23:09:42.974291] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'. [2025-09-26T23:09:42.986943] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOJC'. [2025-09-26T23:09:42.987270] [INFO ] [FORECASTER] Starting predict_future for SOJC [2025-09-26T23:09:43.016113] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:43.017057] [DEBUG] [LOCAL ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt [2025-09-26T23:09:43.017115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:43.017150] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:43.017232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:43.017330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:43.039836] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:43.040996] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:43.041092] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:43.041127] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:43.081192] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:43.081278] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:43.081316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:43.081349] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:43.084583] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=92.38%) [2025-09-26T23:09:43.084887] [INFO ] [FORECASTER] Completed predict_future for SOJC [2025-09-26T23:09:43.085045] [INFO ] [sig ] SOJC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:43.245945] [INFO ] [LOCAL ] Saved forecast: SOJC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SOJC.txt [2025-09-26T23:09:43.246223] [WARN ] [sig ] [1657/2043] Failed SOJC after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:43.246306] [INFO ] [sig ] [1658/2043] Forecasting SOJD... [2025-09-26T23:09:43.246371] [INFO ] [sig ] Generating forecast for: SOJD [2025-09-26T23:09:43.246426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'. [2025-09-26T23:09:43.257499] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOJD'. [2025-09-26T23:09:43.257828] [INFO ] [FORECASTER] Starting predict_future for SOJD [2025-09-26T23:09:43.284629] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:43.285468] [DEBUG] [LOCAL ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt [2025-09-26T23:09:43.285529] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:43.285564] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:43.285592] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:43.285672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:43.304367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:43.305006] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:43.305095] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:43.305131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:43.351828] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:43.352016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:43.352062] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:43.352093] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:43.356072] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: DOWN (p=45.94%) [2025-09-26T23:09:43.356447] [INFO ] [FORECASTER] Completed predict_future for SOJD [2025-09-26T23:09:43.356627] [INFO ] [sig ] SOJD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:43.509552] [INFO ] [LOCAL ] Saved forecast: SOJD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SOJD.txt [2025-09-26T23:09:43.509835] [WARN ] [sig ] [1658/2043] Failed SOJD after 0.3s | 3.98 sym/s | Total: 6.9m | ETA: 1.6m [2025-09-26T23:09:43.509921] [INFO ] [sig ] [1659/2043] Forecasting SOJE... [2025-09-26T23:09:43.509962] [INFO ] [sig ] Generating forecast for: SOJE [2025-09-26T23:09:43.510026] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'. [2025-09-26T23:09:43.521219] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOJE'. [2025-09-26T23:09:43.521562] [INFO ] [FORECASTER] Starting predict_future for SOJE [2025-09-26T23:09:43.548288] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:43.549147] [DEBUG] [LOCAL ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt [2025-09-26T23:09:43.549205] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:43.549240] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:43.549269] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:43.549327] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:43.568036] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:43.568874] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:43.568967] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:43.569002] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:43.617156] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:43.617360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:43.617443] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:43.617478] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:43.621468] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=34.13%) [2025-09-26T23:09:43.621846] [INFO ] [FORECASTER] Completed predict_future for SOJE [2025-09-26T23:09:43.622028] [INFO ] [sig ] SOJE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:43.770568] [INFO ] [LOCAL ] Saved forecast: SOJE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SOJE.txt [2025-09-26T23:09:43.770861] [WARN ] [sig ] [1659/2043] Failed SOJE after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:43.770945] [INFO ] [sig ] [1660/2043] Forecasting SOL... [2025-09-26T23:09:43.770985] [INFO ] [sig ] Generating forecast for: SOL [2025-09-26T23:09:43.771020] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'. [2025-09-26T23:09:43.782125] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOL'. [2025-09-26T23:09:43.782471] [INFO ] [FORECASTER] Starting predict_future for SOL [2025-09-26T23:09:43.808687] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:43.809485] [DEBUG] [LOCAL ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt [2025-09-26T23:09:43.809545] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:43.809581] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:43.809610] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:43.809688] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:43.829125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:43.829869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:43.829975] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:43.830043] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:43.875337] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:43.875527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:43.875573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:43.875603] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:43.882411] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: UP (p=89.17%) [2025-09-26T23:09:43.882749] [INFO ] [FORECASTER] Completed predict_future for SOL [2025-09-26T23:09:43.882912] [INFO ] [sig ] SOL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:44.040304] [INFO ] [LOCAL ] Saved forecast: SOL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SOL.txt [2025-09-26T23:09:44.040634] [WARN ] [sig ] [1660/2043] Failed SOL after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:44.040742] [INFO ] [sig ] [1661/2043] Forecasting SOLV... [2025-09-26T23:09:44.040787] [INFO ] [sig ] Generating forecast for: SOLV [2025-09-26T23:09:44.040823] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOLV' from 'https://tdm.silogroup.org/data/derivative_storage/SOLV.csv'. [2025-09-26T23:09:44.052104] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOLV'. [2025-09-26T23:09:44.052457] [INFO ] [FORECASTER] Starting predict_future for SOLV [2025-09-26T23:09:44.079923] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:44.080735] [DEBUG] [LOCAL ] No optimal features file found for SOLV: ./output/feature-sets/SOLV.txt [2025-09-26T23:09:44.080793] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:44.080829] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:44.080896] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:44.080957] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:44.099013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:44.099628] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:44.099741] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:44.099788] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:44.145311] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:44.145503] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:44.145548] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:44.145579] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:44.149788] [DEBUG] [FORECASTER] SOLV: Forecast T+1@11:T+2@11: UP (p=94.75%) [2025-09-26T23:09:44.150146] [INFO ] [FORECASTER] Completed predict_future for SOLV [2025-09-26T23:09:44.150308] [INFO ] [sig ] SOLV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:44.319769] [INFO ] [LOCAL ] Saved forecast: SOLV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SOLV.txt [2025-09-26T23:09:44.320119] [WARN ] [sig ] [1661/2043] Failed SOLV after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:44.320239] [INFO ] [sig ] [1662/2043] Forecasting SON... [2025-09-26T23:09:44.320306] [INFO ] [sig ] Generating forecast for: SON [2025-09-26T23:09:44.320374] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'. [2025-09-26T23:09:44.332710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SON'. [2025-09-26T23:09:44.333150] [INFO ] [FORECASTER] Starting predict_future for SON [2025-09-26T23:09:44.367702] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:44.368853] [DEBUG] [LOCAL ] No optimal features file found for SON: ./output/feature-sets/SON.txt [2025-09-26T23:09:44.368937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:44.368975] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:44.369005] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:44.369064] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:44.388472] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:44.389598] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:44.389745] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:44.389801] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:44.432303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:44.432507] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:44.432576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:44.432612] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:44.436603] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=55.33%) [2025-09-26T23:09:44.437007] [INFO ] [FORECASTER] Completed predict_future for SON [2025-09-26T23:09:44.437168] [INFO ] [sig ] SON: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:44.590040] [INFO ] [LOCAL ] Saved forecast: SON 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SON.txt [2025-09-26T23:09:44.590326] [WARN ] [sig ] [1662/2043] Failed SON after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:44.590419] [INFO ] [sig ] [1663/2043] Forecasting SONY... [2025-09-26T23:09:44.590461] [INFO ] [sig ] Generating forecast for: SONY [2025-09-26T23:09:44.590495] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SONY' from 'https://tdm.silogroup.org/data/derivative_storage/SONY.csv'. [2025-09-26T23:09:44.604262] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SONY'. [2025-09-26T23:09:44.604697] [INFO ] [FORECASTER] Starting predict_future for SONY [2025-09-26T23:09:44.632703] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:44.633543] [DEBUG] [LOCAL ] No optimal features file found for SONY: ./output/feature-sets/SONY.txt [2025-09-26T23:09:44.633604] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:44.633663] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:44.633723] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:44.633787] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:44.652964] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:44.653691] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:44.653787] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:44.653825] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:44.718583] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:44.718836] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:44.718931] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:44.719007] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:44.725083] [DEBUG] [FORECASTER] SONY: Forecast T+1@11:T+2@11: DOWN (p=49.63%) [2025-09-26T23:09:44.725539] [INFO ] [FORECASTER] Completed predict_future for SONY [2025-09-26T23:09:44.725800] [INFO ] [sig ] SONY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:44.877800] [INFO ] [LOCAL ] Saved forecast: SONY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SONY.txt [2025-09-26T23:09:44.878064] [WARN ] [sig ] [1663/2043] Failed SONY after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:44.878145] [INFO ] [sig ] [1664/2043] Forecasting SOR... [2025-09-26T23:09:44.878186] [INFO ] [sig ] Generating forecast for: SOR [2025-09-26T23:09:44.878221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOR' from 'https://tdm.silogroup.org/data/derivative_storage/SOR.csv'. [2025-09-26T23:09:44.887564] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOR'. [2025-09-26T23:09:44.887882] [INFO ] [FORECASTER] Starting predict_future for SOR [2025-09-26T23:09:44.914610] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:44.915422] [DEBUG] [LOCAL ] No optimal features file found for SOR: ./output/feature-sets/SOR.txt [2025-09-26T23:09:44.915485] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:44.915523] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:44.915554] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:44.915613] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:44.933524] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:44.934150] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:44.934237] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:44.934272] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:44.976314] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:44.976446] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:44.976492] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:44.976522] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:44.979906] [DEBUG] [FORECASTER] SOR: Forecast T+1@11:T+2@11: DOWN (p=43.39%) [2025-09-26T23:09:44.980189] [INFO ] [FORECASTER] Completed predict_future for SOR [2025-09-26T23:09:44.980338] [INFO ] [sig ] SOR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:45.129114] [INFO ] [LOCAL ] Saved forecast: SOR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SOR.txt [2025-09-26T23:09:45.129432] [WARN ] [sig ] [1664/2043] Failed SOR after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:45.129526] [INFO ] [sig ] [1665/2043] Forecasting SOS... [2025-09-26T23:09:45.129567] [INFO ] [sig ] Generating forecast for: SOS [2025-09-26T23:09:45.129603] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SOS' from 'https://tdm.silogroup.org/data/derivative_storage/SOS.csv'. [2025-09-26T23:09:45.140267] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SOS'. [2025-09-26T23:09:45.140710] [INFO ] [FORECASTER] Starting predict_future for SOS [2025-09-26T23:09:45.168292] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:45.169139] [DEBUG] [LOCAL ] No optimal features file found for SOS: ./output/feature-sets/SOS.txt [2025-09-26T23:09:45.169196] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:45.169232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:45.169260] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:45.169318] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:45.187504] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:45.188175] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:45.188264] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:45.188300] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:45.229723] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:45.229867] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:45.229907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:45.229935] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:45.233518] [DEBUG] [FORECASTER] SOS: Forecast T+1@11:T+2@11: UP (p=74.04%) [2025-09-26T23:09:45.233849] [INFO ] [FORECASTER] Completed predict_future for SOS [2025-09-26T23:09:45.234010] [INFO ] [sig ] SOS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:45.379211] [INFO ] [LOCAL ] Saved forecast: SOS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SOS.txt [2025-09-26T23:09:45.379797] [WARN ] [sig ] [1665/2043] Failed SOS after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:45.379883] [INFO ] [sig ] [1666/2043] Forecasting SPB... [2025-09-26T23:09:45.379923] [INFO ] [sig ] Generating forecast for: SPB [2025-09-26T23:09:45.379957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'. [2025-09-26T23:09:45.391317] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPB'. [2025-09-26T23:09:45.391609] [INFO ] [FORECASTER] Starting predict_future for SPB [2025-09-26T23:09:45.417581] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:45.418398] [DEBUG] [LOCAL ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt [2025-09-26T23:09:45.418454] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:45.418490] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:45.418518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:45.418575] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:45.436852] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:45.437456] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:45.437543] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:45.437579] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:45.481438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:45.481561] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:45.481623] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:45.481688] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:45.485064] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: UP (p=70.66%) [2025-09-26T23:09:45.485343] [INFO ] [FORECASTER] Completed predict_future for SPB [2025-09-26T23:09:45.485491] [INFO ] [sig ] SPB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:45.631534] [INFO ] [LOCAL ] Saved forecast: SPB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPB.txt [2025-09-26T23:09:45.631817] [WARN ] [sig ] [1666/2043] Failed SPB after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:45.631901] [INFO ] [sig ] [1667/2043] Forecasting SPCE... [2025-09-26T23:09:45.631942] [INFO ] [sig ] Generating forecast for: SPCE [2025-09-26T23:09:45.631976] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'. [2025-09-26T23:09:45.643673] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPCE'. [2025-09-26T23:09:45.643972] [INFO ] [FORECASTER] Starting predict_future for SPCE [2025-09-26T23:09:45.670229] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:45.671027] [DEBUG] [LOCAL ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt [2025-09-26T23:09:45.671085] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:45.671119] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:45.671147] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:45.671206] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:45.689449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:45.690058] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:45.690142] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:45.690177] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:45.729246] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:45.729358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:45.729398] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:45.729429] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:45.732928] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=19.26%) [2025-09-26T23:09:45.733218] [INFO ] [FORECASTER] Completed predict_future for SPCE [2025-09-26T23:09:45.733370] [INFO ] [sig ] SPCE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:45.885703] [INFO ] [LOCAL ] Saved forecast: SPCE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPCE.txt [2025-09-26T23:09:45.885987] [WARN ] [sig ] [1667/2043] Failed SPCE after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:45.886077] [INFO ] [sig ] [1668/2043] Forecasting SPE... [2025-09-26T23:09:45.886128] [INFO ] [sig ] Generating forecast for: SPE [2025-09-26T23:09:45.886188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'. [2025-09-26T23:09:45.896917] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPE'. [2025-09-26T23:09:45.897265] [INFO ] [FORECASTER] Starting predict_future for SPE [2025-09-26T23:09:45.923865] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:45.924636] [DEBUG] [LOCAL ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt [2025-09-26T23:09:45.924722] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:45.924762] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:45.924793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:45.924873] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:45.943897] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:45.944519] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:45.944606] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:45.944800] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:45.982438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:45.982619] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:45.982698] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:45.982747] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:45.986585] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=14.84%) [2025-09-26T23:09:45.986899] [INFO ] [FORECASTER] Completed predict_future for SPE [2025-09-26T23:09:45.987054] [INFO ] [sig ] SPE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:46.135840] [INFO ] [LOCAL ] Saved forecast: SPE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPE.txt [2025-09-26T23:09:46.136157] [WARN ] [sig ] [1668/2043] Failed SPE after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:46.136244] [INFO ] [sig ] [1669/2043] Forecasting SPG... [2025-09-26T23:09:46.136286] [INFO ] [sig ] Generating forecast for: SPG [2025-09-26T23:09:46.136321] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'. [2025-09-26T23:09:46.146795] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPG'. [2025-09-26T23:09:46.147216] [INFO ] [FORECASTER] Starting predict_future for SPG [2025-09-26T23:09:46.174450] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:46.175336] [DEBUG] [LOCAL ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt [2025-09-26T23:09:46.175396] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:46.175432] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:46.175461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:46.175519] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:46.193765] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:46.194380] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:46.194466] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:46.194500] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:46.234111] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:46.234277] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:46.234326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:46.234360] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:46.238061] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=3.19%) [2025-09-26T23:09:46.238352] [INFO ] [FORECASTER] Completed predict_future for SPG [2025-09-26T23:09:46.238506] [INFO ] [sig ] SPG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:46.386312] [INFO ] [LOCAL ] Saved forecast: SPG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPG.txt [2025-09-26T23:09:46.386690] [WARN ] [sig ] [1669/2043] Failed SPG after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:46.386787] [INFO ] [sig ] [1670/2043] Forecasting SPGI... [2025-09-26T23:09:46.386828] [INFO ] [sig ] Generating forecast for: SPGI [2025-09-26T23:09:46.386862] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'. [2025-09-26T23:09:46.397346] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPGI'. [2025-09-26T23:09:46.397830] [INFO ] [FORECASTER] Starting predict_future for SPGI [2025-09-26T23:09:46.424153] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:46.424989] [DEBUG] [LOCAL ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt [2025-09-26T23:09:46.425045] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:46.425080] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:46.425109] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:46.425169] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:46.442889] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:46.443452] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:46.443536] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:46.443570] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:46.486599] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:46.486741] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:46.486791] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:46.486822] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:46.490236] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=45.98%) [2025-09-26T23:09:46.490525] [INFO ] [FORECASTER] Completed predict_future for SPGI [2025-09-26T23:09:46.490705] [INFO ] [sig ] SPGI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:46.637177] [INFO ] [LOCAL ] Saved forecast: SPGI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPGI.txt [2025-09-26T23:09:46.637455] [WARN ] [sig ] [1670/2043] Failed SPGI after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:46.637533] [INFO ] [sig ] [1671/2043] Forecasting SPH... [2025-09-26T23:09:46.637589] [INFO ] [sig ] Generating forecast for: SPH [2025-09-26T23:09:46.637624] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'. [2025-09-26T23:09:46.650478] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPH'. [2025-09-26T23:09:46.651010] [INFO ] [FORECASTER] Starting predict_future for SPH [2025-09-26T23:09:46.679324] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:46.680231] [DEBUG] [LOCAL ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt [2025-09-26T23:09:46.680289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:46.680328] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:46.680357] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:46.680418] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:46.698692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:46.699305] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:46.699400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:46.699435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:46.745663] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:46.745791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:46.745834] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:46.745865] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:46.749410] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=54.30%) [2025-09-26T23:09:46.749745] [INFO ] [FORECASTER] Completed predict_future for SPH [2025-09-26T23:09:46.749912] [INFO ] [sig ] SPH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:46.896020] [INFO ] [LOCAL ] Saved forecast: SPH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPH.txt [2025-09-26T23:09:46.896386] [WARN ] [sig ] [1671/2043] Failed SPH after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:46.896473] [INFO ] [sig ] [1672/2043] Forecasting SPHR... [2025-09-26T23:09:46.896512] [INFO ] [sig ] Generating forecast for: SPHR [2025-09-26T23:09:46.896547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPHR' from 'https://tdm.silogroup.org/data/derivative_storage/SPHR.csv'. [2025-09-26T23:09:46.911103] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPHR'. [2025-09-26T23:09:46.911532] [INFO ] [FORECASTER] Starting predict_future for SPHR [2025-09-26T23:09:46.938159] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:46.938946] [DEBUG] [LOCAL ] No optimal features file found for SPHR: ./output/feature-sets/SPHR.txt [2025-09-26T23:09:46.939002] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:46.939036] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:46.939063] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:46.939123] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:46.957012] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:46.957593] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:46.957708] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:46.957759] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:47.001780] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:47.001952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:47.001996] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:47.002026] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:47.005781] [DEBUG] [FORECASTER] SPHR: Forecast T+1@11:T+2@11: UP (p=51.65%) [2025-09-26T23:09:47.006081] [INFO ] [FORECASTER] Completed predict_future for SPHR [2025-09-26T23:09:47.006234] [INFO ] [sig ] SPHR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:47.151125] [INFO ] [LOCAL ] Saved forecast: SPHR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPHR.txt [2025-09-26T23:09:47.151394] [WARN ] [sig ] [1672/2043] Failed SPHR after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:47.151474] [INFO ] [sig ] [1673/2043] Forecasting SPIR... [2025-09-26T23:09:47.151515] [INFO ] [sig ] Generating forecast for: SPIR [2025-09-26T23:09:47.151548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPIR' from 'https://tdm.silogroup.org/data/derivative_storage/SPIR.csv'. [2025-09-26T23:09:47.162719] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPIR'. [2025-09-26T23:09:47.163058] [INFO ] [FORECASTER] Starting predict_future for SPIR [2025-09-26T23:09:47.189425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:47.190238] [DEBUG] [LOCAL ] No optimal features file found for SPIR: ./output/feature-sets/SPIR.txt [2025-09-26T23:09:47.190295] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:47.190329] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:47.190359] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:47.190417] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:47.208385] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:47.209064] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:47.209148] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:47.209181] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:47.251222] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:47.251341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:47.251401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:47.251432] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:47.254808] [DEBUG] [FORECASTER] SPIR: Forecast T+1@11:T+2@11: DOWN (p=26.82%) [2025-09-26T23:09:47.255089] [INFO ] [FORECASTER] Completed predict_future for SPIR [2025-09-26T23:09:47.255271] [INFO ] [sig ] SPIR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:47.401898] [INFO ] [LOCAL ] Saved forecast: SPIR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPIR.txt [2025-09-26T23:09:47.402171] [WARN ] [sig ] [1673/2043] Failed SPIR after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.6m [2025-09-26T23:09:47.402250] [INFO ] [sig ] [1674/2043] Forecasting SPMC... [2025-09-26T23:09:47.402290] [INFO ] [sig ] Generating forecast for: SPMC [2025-09-26T23:09:47.402324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPMC' from 'https://tdm.silogroup.org/data/derivative_storage/SPMC.csv'. [2025-09-26T23:09:47.413888] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPMC'. [2025-09-26T23:09:47.414378] [INFO ] [FORECASTER] Starting predict_future for SPMC [2025-09-26T23:09:47.446806] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:47.448051] [DEBUG] [LOCAL ] No optimal features file found for SPMC: ./output/feature-sets/SPMC.txt [2025-09-26T23:09:47.448115] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:47.448153] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:47.448280] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:47.448356] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:47.470110] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:47.470891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:47.470988] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:47.471026] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:47.515438] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:47.515674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:47.515745] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:47.515781] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:47.520258] [DEBUG] [FORECASTER] SPMC: Forecast T+1@11:T+2@11: DOWN (p=44.69%) [2025-09-26T23:09:47.520631] [INFO ] [FORECASTER] Completed predict_future for SPMC [2025-09-26T23:09:47.520882] [INFO ] [sig ] SPMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:47.684494] [INFO ] [LOCAL ] Saved forecast: SPMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPMC.txt [2025-09-26T23:09:47.684935] [WARN ] [sig ] [1674/2043] Failed SPMC after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:47.685032] [INFO ] [sig ] [1675/2043] Forecasting SPNT... [2025-09-26T23:09:47.685074] [INFO ] [sig ] Generating forecast for: SPNT [2025-09-26T23:09:47.685110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPNT' from 'https://tdm.silogroup.org/data/derivative_storage/SPNT.csv'. [2025-09-26T23:09:47.699756] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPNT'. [2025-09-26T23:09:47.700220] [INFO ] [FORECASTER] Starting predict_future for SPNT [2025-09-26T23:09:47.727453] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:47.728279] [DEBUG] [LOCAL ] No optimal features file found for SPNT: ./output/feature-sets/SPNT.txt [2025-09-26T23:09:47.728336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:47.728372] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:47.728401] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:47.728502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:47.748084] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:47.748795] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:47.748882] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:47.748915] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:47.788236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:47.788372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:47.788414] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:47.788444] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:47.791978] [DEBUG] [FORECASTER] SPNT: Forecast T+1@11:T+2@11: UP (p=99.75%) [2025-09-26T23:09:47.792272] [INFO ] [FORECASTER] Completed predict_future for SPNT [2025-09-26T23:09:47.792422] [INFO ] [sig ] SPNT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:47.936578] [INFO ] [LOCAL ] Saved forecast: SPNT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPNT.txt [2025-09-26T23:09:47.936878] [WARN ] [sig ] [1675/2043] Failed SPNT after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:47.936961] [INFO ] [sig ] [1676/2043] Forecasting SPOT... [2025-09-26T23:09:47.937002] [INFO ] [sig ] Generating forecast for: SPOT [2025-09-26T23:09:47.937035] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPOT' from 'https://tdm.silogroup.org/data/derivative_storage/SPOT.csv'. [2025-09-26T23:09:47.949450] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPOT'. [2025-09-26T23:09:47.949820] [INFO ] [FORECASTER] Starting predict_future for SPOT [2025-09-26T23:09:47.976276] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:47.977091] [DEBUG] [LOCAL ] No optimal features file found for SPOT: ./output/feature-sets/SPOT.txt [2025-09-26T23:09:47.977152] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:47.977194] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:47.977223] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:47.977282] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:47.995832] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:47.996457] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:47.996543] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:47.996578] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:48.038130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:48.038283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:48.038327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:48.038358] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:48.042094] [DEBUG] [FORECASTER] SPOT: Forecast T+1@11:T+2@11: UP (p=56.90%) [2025-09-26T23:09:48.042391] [INFO ] [FORECASTER] Completed predict_future for SPOT [2025-09-26T23:09:48.042540] [INFO ] [sig ] SPOT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:48.190961] [INFO ] [LOCAL ] Saved forecast: SPOT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPOT.txt [2025-09-26T23:09:48.191242] [WARN ] [sig ] [1676/2043] Failed SPOT after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:48.191324] [INFO ] [sig ] [1677/2043] Forecasting SPR... [2025-09-26T23:09:48.191364] [INFO ] [sig ] Generating forecast for: SPR [2025-09-26T23:09:48.191399] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPR' from 'https://tdm.silogroup.org/data/derivative_storage/SPR.csv'. [2025-09-26T23:09:48.202596] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPR'. [2025-09-26T23:09:48.202958] [INFO ] [FORECASTER] Starting predict_future for SPR [2025-09-26T23:09:48.229486] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:48.230384] [DEBUG] [LOCAL ] No optimal features file found for SPR: ./output/feature-sets/SPR.txt [2025-09-26T23:09:48.230443] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:48.230479] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:48.230507] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:48.230564] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:48.249239] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:48.250027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:48.250121] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:48.250158] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:48.294578] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:48.294759] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:48.294810] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:48.294842] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:48.301359] [DEBUG] [FORECASTER] SPR: Forecast T+1@11:T+2@11: DOWN (p=2.24%) [2025-09-26T23:09:48.301704] [INFO ] [FORECASTER] Completed predict_future for SPR [2025-09-26T23:09:48.301872] [INFO ] [sig ] SPR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:48.454064] [INFO ] [LOCAL ] Saved forecast: SPR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SPR.txt [2025-09-26T23:09:48.454369] [WARN ] [sig ] [1677/2043] Failed SPR after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:48.454456] [INFO ] [sig ] [1678/2043] Forecasting SPRU... [2025-09-26T23:09:48.454496] [INFO ] [sig ] Generating forecast for: SPRU [2025-09-26T23:09:48.454531] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPRU' from 'https://tdm.silogroup.org/data/derivative_storage/SPRU.csv'. [2025-09-26T23:09:48.465010] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPRU'. [2025-09-26T23:09:48.465359] [INFO ] [FORECASTER] Starting predict_future for SPRU [2025-09-26T23:09:48.493514] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:48.494494] [DEBUG] [LOCAL ] No optimal features file found for SPRU: ./output/feature-sets/SPRU.txt [2025-09-26T23:09:48.494551] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:48.494592] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:48.494674] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:48.494756] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:48.520198] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:48.521167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:48.521257] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:48.521293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:48.566118] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:48.566260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:48.566301] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:48.566330] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:48.570025] [DEBUG] [FORECASTER] SPRU: Forecast T+1@11:T+2@11: UP (p=59.56%) [2025-09-26T23:09:48.570350] [INFO ] [FORECASTER] Completed predict_future for SPRU [2025-09-26T23:09:48.570529] [INFO ] [sig ] SPRU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:48.718370] [INFO ] [LOCAL ] Saved forecast: SPRU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPRU.txt [2025-09-26T23:09:48.718637] [WARN ] [sig ] [1678/2043] Failed SPRU after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:48.718760] [INFO ] [sig ] [1679/2043] Forecasting SPXC... [2025-09-26T23:09:48.718817] [INFO ] [sig ] Generating forecast for: SPXC [2025-09-26T23:09:48.718856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'. [2025-09-26T23:09:48.731863] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPXC'. [2025-09-26T23:09:48.732494] [INFO ] [FORECASTER] Starting predict_future for SPXC [2025-09-26T23:09:48.760407] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:48.761366] [DEBUG] [LOCAL ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt [2025-09-26T23:09:48.761424] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:48.761462] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:48.761491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:48.761552] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:48.779722] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:48.780777] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:48.780883] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:48.780917] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:48.829376] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:48.829632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:48.829724] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:48.829765] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:48.833879] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: UP (p=94.96%) [2025-09-26T23:09:48.834193] [INFO ] [FORECASTER] Completed predict_future for SPXC [2025-09-26T23:09:48.834358] [INFO ] [sig ] SPXC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:48.987601] [INFO ] [LOCAL ] Saved forecast: SPXC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPXC.txt [2025-09-26T23:09:48.988054] [WARN ] [sig ] [1679/2043] Failed SPXC after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:48.988143] [INFO ] [sig ] [1680/2043] Forecasting SPXX... [2025-09-26T23:09:48.988187] [INFO ] [sig ] Generating forecast for: SPXX [2025-09-26T23:09:48.988225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'. [2025-09-26T23:09:49.000792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SPXX'. [2025-09-26T23:09:49.001233] [INFO ] [FORECASTER] Starting predict_future for SPXX [2025-09-26T23:09:49.028981] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:49.029837] [DEBUG] [LOCAL ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt [2025-09-26T23:09:49.029896] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:49.029931] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:49.029959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:49.030020] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:49.049373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:49.050079] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:49.050167] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:49.050204] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:49.093125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:49.093275] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:49.093338] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:49.093370] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:49.097223] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: UP (p=56.43%) [2025-09-26T23:09:49.097520] [INFO ] [FORECASTER] Completed predict_future for SPXX [2025-09-26T23:09:49.097719] [INFO ] [sig ] SPXX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:49.258959] [INFO ] [LOCAL ] Saved forecast: SPXX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SPXX.txt [2025-09-26T23:09:49.259293] [WARN ] [sig ] [1680/2043] Failed SPXX after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:49.259381] [INFO ] [sig ] [1681/2043] Forecasting SQM... [2025-09-26T23:09:49.259425] [INFO ] [sig ] Generating forecast for: SQM [2025-09-26T23:09:49.259459] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'. [2025-09-26T23:09:49.271698] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SQM'. [2025-09-26T23:09:49.272261] [INFO ] [FORECASTER] Starting predict_future for SQM [2025-09-26T23:09:49.299503] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:49.300356] [DEBUG] [LOCAL ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt [2025-09-26T23:09:49.300413] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:49.300449] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:49.300478] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:49.300539] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:49.318251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:49.318892] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:49.318986] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:49.319021] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:49.371432] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:49.371663] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:49.371736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:49.371790] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:49.376330] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=67.47%) [2025-09-26T23:09:49.376774] [INFO ] [FORECASTER] Completed predict_future for SQM [2025-09-26T23:09:49.376984] [INFO ] [sig ] SQM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:49.522485] [INFO ] [LOCAL ] Saved forecast: SQM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SQM.txt [2025-09-26T23:09:49.522871] [WARN ] [sig ] [1681/2043] Failed SQM after 0.3s | 3.98 sym/s | Total: 7.0m | ETA: 1.5m [2025-09-26T23:09:49.522964] [INFO ] [sig ] [1682/2043] Forecasting SQNS... [2025-09-26T23:09:49.523006] [INFO ] [sig ] Generating forecast for: SQNS [2025-09-26T23:09:49.523043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'. [2025-09-26T23:09:49.536505] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SQNS'. [2025-09-26T23:09:49.536889] [INFO ] [FORECASTER] Starting predict_future for SQNS [2025-09-26T23:09:49.563980] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:49.564774] [DEBUG] [LOCAL ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt [2025-09-26T23:09:49.564831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:49.564867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:49.564895] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:49.564980] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:49.582890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:49.583732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:49.583835] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:49.583870] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:49.629305] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:49.629611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:49.629713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:49.629760] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:49.634639] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: UP (p=79.60%) [2025-09-26T23:09:49.635089] [INFO ] [FORECASTER] Completed predict_future for SQNS [2025-09-26T23:09:49.635287] [INFO ] [sig ] SQNS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:49.788348] [INFO ] [LOCAL ] Saved forecast: SQNS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SQNS.txt [2025-09-26T23:09:49.788685] [WARN ] [sig ] [1682/2043] Failed SQNS after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:49.788769] [INFO ] [sig ] [1683/2043] Forecasting SR... [2025-09-26T23:09:49.788809] [INFO ] [sig ] Generating forecast for: SR [2025-09-26T23:09:49.788846] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SR' from 'https://tdm.silogroup.org/data/derivative_storage/SR.csv'. [2025-09-26T23:09:49.799062] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SR'. [2025-09-26T23:09:49.799438] [INFO ] [FORECASTER] Starting predict_future for SR [2025-09-26T23:09:49.826720] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:49.827545] [DEBUG] [LOCAL ] No optimal features file found for SR: ./output/feature-sets/SR.txt [2025-09-26T23:09:49.827660] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:49.827719] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:49.827753] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:49.827813] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:49.846900] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:49.847725] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:49.847822] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:49.847862] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:49.887730] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:49.887918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:49.887965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:49.887996] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:49.892107] [DEBUG] [FORECASTER] SR: Forecast T+1@11:T+2@11: UP (p=84.08%) [2025-09-26T23:09:49.892463] [INFO ] [FORECASTER] Completed predict_future for SR [2025-09-26T23:09:49.892626] [INFO ] [sig ] SR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:50.046677] [INFO ] [LOCAL ] Saved forecast: SR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SR.txt [2025-09-26T23:09:50.046941] [WARN ] [sig ] [1683/2043] Failed SR after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:50.047034] [INFO ] [sig ] [1684/2043] Forecasting SRE... [2025-09-26T23:09:50.047090] [INFO ] [sig ] Generating forecast for: SRE [2025-09-26T23:09:50.047128] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'. [2025-09-26T23:09:50.058273] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRE'. [2025-09-26T23:09:50.058692] [INFO ] [FORECASTER] Starting predict_future for SRE [2025-09-26T23:09:50.091543] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:50.093012] [DEBUG] [LOCAL ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt [2025-09-26T23:09:50.093099] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:50.093179] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:50.093252] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:50.093376] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:50.114433] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:50.115400] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:50.115493] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:50.115604] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:50.156114] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:50.156288] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:50.156363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:50.156420] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:50.160322] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=39.45%) [2025-09-26T23:09:50.160624] [INFO ] [FORECASTER] Completed predict_future for SRE [2025-09-26T23:09:50.160811] [INFO ] [sig ] SRE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:50.324335] [INFO ] [LOCAL ] Saved forecast: SRE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SRE.txt [2025-09-26T23:09:50.324592] [WARN ] [sig ] [1684/2043] Failed SRE after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:50.324697] [INFO ] [sig ] [1685/2043] Forecasting SREA... [2025-09-26T23:09:50.324742] [INFO ] [sig ] Generating forecast for: SREA [2025-09-26T23:09:50.324799] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'. [2025-09-26T23:09:50.335964] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SREA'. [2025-09-26T23:09:50.336286] [INFO ] [FORECASTER] Starting predict_future for SREA [2025-09-26T23:09:50.364275] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:50.365103] [DEBUG] [LOCAL ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt [2025-09-26T23:09:50.365160] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:50.365196] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:50.365224] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:50.365282] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:50.385186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:50.385955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:50.386046] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:50.386082] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:50.425692] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:50.425891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:50.425937] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:50.425966] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:50.430053] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=33.47%) [2025-09-26T23:09:50.430487] [INFO ] [FORECASTER] Completed predict_future for SREA [2025-09-26T23:09:50.430680] [INFO ] [sig ] SREA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:50.581673] [INFO ] [LOCAL ] Saved forecast: SREA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SREA.txt [2025-09-26T23:09:50.582253] [WARN ] [sig ] [1685/2043] Failed SREA after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:50.582345] [INFO ] [sig ] [1686/2043] Forecasting SRFM... [2025-09-26T23:09:50.582390] [INFO ] [sig ] Generating forecast for: SRFM [2025-09-26T23:09:50.582426] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'. [2025-09-26T23:09:50.594188] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRFM'. [2025-09-26T23:09:50.594702] [INFO ] [FORECASTER] Starting predict_future for SRFM [2025-09-26T23:09:50.623097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:50.623940] [DEBUG] [LOCAL ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt [2025-09-26T23:09:50.623996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:50.624030] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:50.624081] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:50.624163] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:50.643058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:50.643702] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:50.643790] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:50.643825] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:50.682607] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:50.682724] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:50.682772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:50.682803] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:50.686049] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=50.55%) [2025-09-26T23:09:50.686320] [INFO ] [FORECASTER] Completed predict_future for SRFM [2025-09-26T23:09:50.686501] [INFO ] [sig ] SRFM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:50.842307] [INFO ] [LOCAL ] Saved forecast: SRFM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SRFM.txt [2025-09-26T23:09:50.842693] [WARN ] [sig ] [1686/2043] Failed SRFM after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:50.842777] [INFO ] [sig ] [1687/2043] Forecasting SRG... [2025-09-26T23:09:50.842818] [INFO ] [sig ] Generating forecast for: SRG [2025-09-26T23:09:50.842851] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'. [2025-09-26T23:09:50.851296] [WARN ] [REMOTE ] Historical data not found for symbol 'SRG' (404). [2025-09-26T23:09:50.851498] [FATAL] [sig ] SRG: No historical data fetched. [2025-09-26T23:09:50.851592] [WARN ] [sig ] [1687/2043] Failed SRG after 0.0s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:50.851637] [INFO ] [sig ] [1688/2043] Forecasting SRI... [2025-09-26T23:09:50.851720] [INFO ] [sig ] Generating forecast for: SRI [2025-09-26T23:09:50.851756] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'. [2025-09-26T23:09:50.862258] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRI'. [2025-09-26T23:09:50.862551] [INFO ] [FORECASTER] Starting predict_future for SRI [2025-09-26T23:09:50.891034] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:50.891809] [DEBUG] [LOCAL ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt [2025-09-26T23:09:50.891868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:50.891904] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:50.891951] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:50.892012] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:50.910975] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:50.911989] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:50.912094] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:50.912131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:50.953101] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:50.953282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:50.953327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:50.953358] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:50.957227] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=91.45%) [2025-09-26T23:09:50.957553] [INFO ] [FORECASTER] Completed predict_future for SRI [2025-09-26T23:09:50.958111] [INFO ] [sig ] SRI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:51.106483] [INFO ] [LOCAL ] Saved forecast: SRI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SRI.txt [2025-09-26T23:09:51.106764] [WARN ] [sig ] [1688/2043] Failed SRI after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:51.106853] [INFO ] [sig ] [1689/2043] Forecasting SRV... [2025-09-26T23:09:51.106895] [INFO ] [sig ] Generating forecast for: SRV [2025-09-26T23:09:51.106932] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SRV' from 'https://tdm.silogroup.org/data/derivative_storage/SRV.csv'. [2025-09-26T23:09:51.118703] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SRV'. [2025-09-26T23:09:51.119009] [INFO ] [FORECASTER] Starting predict_future for SRV [2025-09-26T23:09:51.146919] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:51.147765] [DEBUG] [LOCAL ] No optimal features file found for SRV: ./output/feature-sets/SRV.txt [2025-09-26T23:09:51.147822] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:51.147856] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:51.147883] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:51.147941] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:51.166077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:51.166784] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:51.166868] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:51.166902] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:51.207444] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:51.207541] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:51.207578] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:51.207606] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:51.211011] [DEBUG] [FORECASTER] SRV: Forecast T+1@11:T+2@11: UP (p=78.89%) [2025-09-26T23:09:51.211290] [INFO ] [FORECASTER] Completed predict_future for SRV [2025-09-26T23:09:51.211440] [INFO ] [sig ] SRV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:51.361295] [INFO ] [LOCAL ] Saved forecast: SRV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SRV.txt [2025-09-26T23:09:51.361595] [WARN ] [sig ] [1689/2043] Failed SRV after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:51.361728] [INFO ] [sig ] [1690/2043] Forecasting SSB... [2025-09-26T23:09:51.361793] [INFO ] [sig ] Generating forecast for: SSB [2025-09-26T23:09:51.361835] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'. [2025-09-26T23:09:51.372611] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSB'. [2025-09-26T23:09:51.372933] [INFO ] [FORECASTER] Starting predict_future for SSB [2025-09-26T23:09:51.399388] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:51.400253] [DEBUG] [LOCAL ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt [2025-09-26T23:09:51.400312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:51.400348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:51.400377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:51.400436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:51.419699] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:51.420328] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:51.420416] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:51.420450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:51.467013] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:51.467210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:51.467279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:51.467367] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:51.471452] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: UP (p=73.50%) [2025-09-26T23:09:51.471822] [INFO ] [FORECASTER] Completed predict_future for SSB [2025-09-26T23:09:51.471988] [INFO ] [sig ] SSB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:51.635493] [INFO ] [LOCAL ] Saved forecast: SSB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SSB.txt [2025-09-26T23:09:51.635846] [WARN ] [sig ] [1690/2043] Failed SSB after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:51.635937] [INFO ] [sig ] [1691/2043] Forecasting SSD... [2025-09-26T23:09:51.635978] [INFO ] [sig ] Generating forecast for: SSD [2025-09-26T23:09:51.636013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'. [2025-09-26T23:09:51.647898] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSD'. [2025-09-26T23:09:51.648358] [INFO ] [FORECASTER] Starting predict_future for SSD [2025-09-26T23:09:51.676968] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:51.677891] [DEBUG] [LOCAL ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt [2025-09-26T23:09:51.677950] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:51.677985] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:51.678015] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:51.678074] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:51.697513] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:51.698501] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:51.698599] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:51.698636] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:51.748504] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:51.749290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:51.749379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:51.749443] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:51.754671] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: UP (p=69.21%) [2025-09-26T23:09:51.755031] [INFO ] [FORECASTER] Completed predict_future for SSD [2025-09-26T23:09:51.755220] [INFO ] [sig ] SSD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:51.911078] [INFO ] [LOCAL ] Saved forecast: SSD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SSD.txt [2025-09-26T23:09:51.911441] [WARN ] [sig ] [1691/2043] Failed SSD after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:51.911531] [INFO ] [sig ] [1692/2043] Forecasting SSL... [2025-09-26T23:09:51.911573] [INFO ] [sig ] Generating forecast for: SSL [2025-09-26T23:09:51.911610] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'. [2025-09-26T23:09:51.928952] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSL'. [2025-09-26T23:09:51.929382] [INFO ] [FORECASTER] Starting predict_future for SSL [2025-09-26T23:09:51.956875] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:51.957784] [DEBUG] [LOCAL ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt [2025-09-26T23:09:51.957844] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:51.957879] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:51.957908] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:51.957966] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:51.977061] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:51.977862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:51.977955] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:51.977996] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:52.023024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:52.023215] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:52.023261] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:52.023293] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:52.027306] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: UP (p=83.47%) [2025-09-26T23:09:52.027613] [INFO ] [FORECASTER] Completed predict_future for SSL [2025-09-26T23:09:52.027809] [INFO ] [sig ] SSL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:52.218074] [INFO ] [LOCAL ] Saved forecast: SSL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SSL.txt [2025-09-26T23:09:52.218332] [WARN ] [sig ] [1692/2043] Failed SSL after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:52.218414] [INFO ] [sig ] [1693/2043] Forecasting SST... [2025-09-26T23:09:52.218455] [INFO ] [sig ] Generating forecast for: SST [2025-09-26T23:09:52.218490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SST' from 'https://tdm.silogroup.org/data/derivative_storage/SST.csv'. [2025-09-26T23:09:52.229309] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SST'. [2025-09-26T23:09:52.229634] [INFO ] [FORECASTER] Starting predict_future for SST [2025-09-26T23:09:52.255571] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:52.256338] [DEBUG] [LOCAL ] No optimal features file found for SST: ./output/feature-sets/SST.txt [2025-09-26T23:09:52.256426] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:52.256463] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:52.256492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:52.256551] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:52.274320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:52.274920] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:52.275005] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:52.275041] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:52.321256] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:52.321349] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:52.321388] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:52.321438] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:52.324764] [DEBUG] [FORECASTER] SST: Forecast T+1@11:T+2@11: UP (p=50.61%) [2025-09-26T23:09:52.325042] [INFO ] [FORECASTER] Completed predict_future for SST [2025-09-26T23:09:52.325186] [INFO ] [sig ] SST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:52.470909] [INFO ] [LOCAL ] Saved forecast: SST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SST.txt [2025-09-26T23:09:52.471142] [WARN ] [sig ] [1693/2043] Failed SST after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:52.471224] [INFO ] [sig ] [1694/2043] Forecasting SSTK... [2025-09-26T23:09:52.471266] [INFO ] [sig ] Generating forecast for: SSTK [2025-09-26T23:09:52.471302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'. [2025-09-26T23:09:52.490790] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SSTK'. [2025-09-26T23:09:52.491694] [INFO ] [FORECASTER] Starting predict_future for SSTK [2025-09-26T23:09:52.520388] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:52.521251] [DEBUG] [LOCAL ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt [2025-09-26T23:09:52.521309] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:52.521345] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:52.521374] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:52.521436] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:52.539161] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:52.540061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:52.540166] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:52.540204] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:52.583564] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:52.583856] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:52.583919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:52.583954] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:52.588310] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=14.38%) [2025-09-26T23:09:52.588676] [INFO ] [FORECASTER] Completed predict_future for SSTK [2025-09-26T23:09:52.588868] [INFO ] [sig ] SSTK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:52.737588] [INFO ] [LOCAL ] Saved forecast: SSTK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SSTK.txt [2025-09-26T23:09:52.737960] [WARN ] [sig ] [1694/2043] Failed SSTK after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:52.738047] [INFO ] [sig ] [1695/2043] Forecasting ST... [2025-09-26T23:09:52.738089] [INFO ] [sig ] Generating forecast for: ST [2025-09-26T23:09:52.738125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ST' from 'https://tdm.silogroup.org/data/derivative_storage/ST.csv'. [2025-09-26T23:09:52.749691] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ST'. [2025-09-26T23:09:52.750050] [INFO ] [FORECASTER] Starting predict_future for ST [2025-09-26T23:09:52.778410] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:52.779224] [DEBUG] [LOCAL ] No optimal features file found for ST: ./output/feature-sets/ST.txt [2025-09-26T23:09:52.779281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:52.779316] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:52.779344] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:52.779850] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:52.797620] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:52.798618] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:52.798747] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:52.798790] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:52.837216] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:52.837457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:52.837519] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:52.837554] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:52.843915] [DEBUG] [FORECASTER] ST: Forecast T+1@11:T+2@11: UP (p=84.20%) [2025-09-26T23:09:52.844231] [INFO ] [FORECASTER] Completed predict_future for ST [2025-09-26T23:09:52.844394] [INFO ] [sig ] ST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:52.998347] [INFO ] [LOCAL ] Saved forecast: ST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ST.txt [2025-09-26T23:09:52.998673] [WARN ] [sig ] [1695/2043] Failed ST after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:52.998760] [INFO ] [sig ] [1696/2043] Forecasting STAG... [2025-09-26T23:09:52.998802] [INFO ] [sig ] Generating forecast for: STAG [2025-09-26T23:09:52.998837] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'. [2025-09-26T23:09:53.010427] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STAG'. [2025-09-26T23:09:53.010817] [INFO ] [FORECASTER] Starting predict_future for STAG [2025-09-26T23:09:53.037936] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:53.038789] [DEBUG] [LOCAL ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt [2025-09-26T23:09:53.038848] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:53.038884] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:53.038914] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:53.038973] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:53.057408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:53.058038] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:53.058126] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:53.058161] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:53.099236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:53.099397] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:53.099441] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:53.099473] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:53.103184] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=52.85%) [2025-09-26T23:09:53.103480] [INFO ] [FORECASTER] Completed predict_future for STAG [2025-09-26T23:09:53.103634] [INFO ] [sig ] STAG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:53.262942] [INFO ] [LOCAL ] Saved forecast: STAG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STAG.txt [2025-09-26T23:09:53.263166] [WARN ] [sig ] [1696/2043] Failed STAG after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:53.263243] [INFO ] [sig ] [1697/2043] Forecasting STC... [2025-09-26T23:09:53.263284] [INFO ] [sig ] Generating forecast for: STC [2025-09-26T23:09:53.263318] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'. [2025-09-26T23:09:53.274278] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STC'. [2025-09-26T23:09:53.274737] [INFO ] [FORECASTER] Starting predict_future for STC [2025-09-26T23:09:53.301821] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:53.302694] [DEBUG] [LOCAL ] No optimal features file found for STC: ./output/feature-sets/STC.txt [2025-09-26T23:09:53.302757] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:53.302793] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:53.302822] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:53.302880] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:53.322905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:53.324061] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:53.324178] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:53.324228] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:53.365549] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:53.365781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:53.365845] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:53.365882] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:53.370772] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=99.30%) [2025-09-26T23:09:53.371186] [INFO ] [FORECASTER] Completed predict_future for STC [2025-09-26T23:09:53.371347] [INFO ] [sig ] STC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:53.528304] [INFO ] [LOCAL ] Saved forecast: STC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STC.txt [2025-09-26T23:09:53.528531] [WARN ] [sig ] [1697/2043] Failed STC after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.5m [2025-09-26T23:09:53.528606] [INFO ] [sig ] [1698/2043] Forecasting STE... [2025-09-26T23:09:53.528680] [INFO ] [sig ] Generating forecast for: STE [2025-09-26T23:09:53.528736] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'. [2025-09-26T23:09:53.539623] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STE'. [2025-09-26T23:09:53.539935] [INFO ] [FORECASTER] Starting predict_future for STE [2025-09-26T23:09:53.567188] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:53.568007] [DEBUG] [LOCAL ] No optimal features file found for STE: ./output/feature-sets/STE.txt [2025-09-26T23:09:53.568074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:53.568115] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:53.568151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:53.568219] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:53.587254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:53.587902] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:53.587992] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:53.588026] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:53.627154] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:53.627243] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:53.627281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:53.627310] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:53.630662] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: DOWN (p=37.04%) [2025-09-26T23:09:53.630950] [INFO ] [FORECASTER] Completed predict_future for STE [2025-09-26T23:09:53.631129] [INFO ] [sig ] STE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:53.782136] [INFO ] [LOCAL ] Saved forecast: STE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STE.txt [2025-09-26T23:09:53.782362] [WARN ] [sig ] [1698/2043] Failed STE after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:53.782456] [INFO ] [sig ] [1699/2043] Forecasting STEL... [2025-09-26T23:09:53.782497] [INFO ] [sig ] Generating forecast for: STEL [2025-09-26T23:09:53.782547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'. [2025-09-26T23:09:53.793142] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STEL'. [2025-09-26T23:09:53.793453] [INFO ] [FORECASTER] Starting predict_future for STEL [2025-09-26T23:09:53.820283] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:53.821098] [DEBUG] [LOCAL ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt [2025-09-26T23:09:53.821155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:53.821190] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:53.821217] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:53.821278] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:53.839814] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:53.840360] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:53.840444] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:53.840477] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:53.880019] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:53.880111] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:53.880149] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:53.880179] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:53.883472] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: DOWN (p=39.33%) [2025-09-26T23:09:53.883808] [INFO ] [FORECASTER] Completed predict_future for STEL [2025-09-26T23:09:53.883962] [INFO ] [sig ] STEL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:54.033921] [INFO ] [LOCAL ] Saved forecast: STEL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STEL.txt [2025-09-26T23:09:54.034147] [WARN ] [sig ] [1699/2043] Failed STEL after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:54.034246] [INFO ] [sig ] [1700/2043] Forecasting STEM... [2025-09-26T23:09:54.034317] [INFO ] [sig ] Generating forecast for: STEM [2025-09-26T23:09:54.034389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'. [2025-09-26T23:09:54.045206] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STEM'. [2025-09-26T23:09:54.045674] [INFO ] [FORECASTER] Starting predict_future for STEM [2025-09-26T23:09:54.073871] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:54.074841] [DEBUG] [LOCAL ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt [2025-09-26T23:09:54.074904] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:54.074941] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:54.074971] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:54.075029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:54.094616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:54.095506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:54.095601] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:54.095637] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:54.141760] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:54.141851] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:54.141891] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:54.141948] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:54.145764] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=85.46%) [2025-09-26T23:09:54.146075] [INFO ] [FORECASTER] Completed predict_future for STEM [2025-09-26T23:09:54.146237] [INFO ] [sig ] STEM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:54.295519] [INFO ] [LOCAL ] Saved forecast: STEM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STEM.txt [2025-09-26T23:09:54.295746] [WARN ] [sig ] [1700/2043] Failed STEM after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:54.295840] [INFO ] [sig ] [1701/2043] Forecasting STEW... [2025-09-26T23:09:54.295918] [INFO ] [sig ] Generating forecast for: STEW [2025-09-26T23:09:54.295979] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STEW' from 'https://tdm.silogroup.org/data/derivative_storage/STEW.csv'. [2025-09-26T23:09:54.307740] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STEW'. [2025-09-26T23:09:54.308023] [INFO ] [FORECASTER] Starting predict_future for STEW [2025-09-26T23:09:54.335413] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:54.336159] [DEBUG] [LOCAL ] No optimal features file found for STEW: ./output/feature-sets/STEW.txt [2025-09-26T23:09:54.336216] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:54.336250] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:54.336278] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:54.336338] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:54.355484] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:54.356130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:54.356213] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:54.356248] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:54.401463] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:54.401573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:54.401615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:54.401679] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:54.405535] [DEBUG] [FORECASTER] STEW: Forecast T+1@11:T+2@11: DOWN (p=8.14%) [2025-09-26T23:09:54.405887] [INFO ] [FORECASTER] Completed predict_future for STEW [2025-09-26T23:09:54.406050] [INFO ] [sig ] STEW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:54.565740] [INFO ] [LOCAL ] Saved forecast: STEW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STEW.txt [2025-09-26T23:09:54.566148] [WARN ] [sig ] [1701/2043] Failed STEW after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:54.566293] [INFO ] [sig ] [1702/2043] Forecasting STK... [2025-09-26T23:09:54.566394] [INFO ] [sig ] Generating forecast for: STK [2025-09-26T23:09:54.566490] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'. [2025-09-26T23:09:54.578441] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STK'. [2025-09-26T23:09:54.578872] [INFO ] [FORECASTER] Starting predict_future for STK [2025-09-26T23:09:54.606064] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:54.606897] [DEBUG] [LOCAL ] No optimal features file found for STK: ./output/feature-sets/STK.txt [2025-09-26T23:09:54.606953] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:54.606987] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:54.607015] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:54.607163] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:54.628808] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:54.629369] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:54.629452] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:54.629485] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:54.675494] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:54.675634] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:54.675723] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:54.675762] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:54.679604] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=89.05%) [2025-09-26T23:09:54.679942] [INFO ] [FORECASTER] Completed predict_future for STK [2025-09-26T23:09:54.680127] [INFO ] [sig ] STK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:54.837191] [INFO ] [LOCAL ] Saved forecast: STK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STK.txt [2025-09-26T23:09:54.837423] [WARN ] [sig ] [1702/2043] Failed STK after 0.3s | 3.98 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:54.837498] [INFO ] [sig ] [1703/2043] Forecasting STLA... [2025-09-26T23:09:54.837537] [INFO ] [sig ] Generating forecast for: STLA [2025-09-26T23:09:54.837572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'. [2025-09-26T23:09:54.849136] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STLA'. [2025-09-26T23:09:54.849457] [INFO ] [FORECASTER] Starting predict_future for STLA [2025-09-26T23:09:54.876060] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:54.876896] [DEBUG] [LOCAL ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt [2025-09-26T23:09:54.876957] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:54.876991] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:54.877020] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:54.877078] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:54.895701] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:54.896272] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:54.896380] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:54.896437] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:54.942561] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:54.942685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:54.942744] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:54.942779] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:54.946753] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: DOWN (p=10.11%) [2025-09-26T23:09:54.947057] [INFO ] [FORECASTER] Completed predict_future for STLA [2025-09-26T23:09:54.947205] [INFO ] [sig ] STLA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:55.212398] [INFO ] [LOCAL ] Saved forecast: STLA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STLA.txt [2025-09-26T23:09:55.212612] [WARN ] [sig ] [1703/2043] Failed STLA after 0.4s | 3.97 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:55.212709] [INFO ] [sig ] [1704/2043] Forecasting STM... [2025-09-26T23:09:55.212750] [INFO ] [sig ] Generating forecast for: STM [2025-09-26T23:09:55.212784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'. [2025-09-26T23:09:55.223566] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STM'. [2025-09-26T23:09:55.223902] [INFO ] [FORECASTER] Starting predict_future for STM [2025-09-26T23:09:55.250859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:55.251697] [DEBUG] [LOCAL ] No optimal features file found for STM: ./output/feature-sets/STM.txt [2025-09-26T23:09:55.251758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:55.251793] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:55.251823] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:55.251884] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:55.270619] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:55.271212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:55.271300] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:55.271341] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:55.311237] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:55.311327] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:55.311363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:55.311392] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:55.314663] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=10.02%) [2025-09-26T23:09:55.314945] [INFO ] [FORECASTER] Completed predict_future for STM [2025-09-26T23:09:55.315081] [INFO ] [sig ] STM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:55.464939] [INFO ] [LOCAL ] Saved forecast: STM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STM.txt [2025-09-26T23:09:55.465166] [WARN ] [sig ] [1704/2043] Failed STM after 0.3s | 3.97 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:55.465248] [INFO ] [sig ] [1705/2043] Forecasting STN... [2025-09-26T23:09:55.465289] [INFO ] [sig ] Generating forecast for: STN [2025-09-26T23:09:55.465324] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'. [2025-09-26T23:09:55.475866] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STN'. [2025-09-26T23:09:55.476241] [INFO ] [FORECASTER] Starting predict_future for STN [2025-09-26T23:09:55.503686] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:55.504453] [DEBUG] [LOCAL ] No optimal features file found for STN: ./output/feature-sets/STN.txt [2025-09-26T23:09:55.504515] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:55.504549] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:55.504577] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:55.504635] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:55.524153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:55.524812] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:55.524898] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:55.524937] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:55.567497] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:55.567607] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:55.567669] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:55.567725] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:55.571175] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=24.90%) [2025-09-26T23:09:55.571493] [INFO ] [FORECASTER] Completed predict_future for STN [2025-09-26T23:09:55.571635] [INFO ] [sig ] STN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:55.727790] [INFO ] [LOCAL ] Saved forecast: STN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STN.txt [2025-09-26T23:09:55.728131] [WARN ] [sig ] [1705/2043] Failed STN after 0.3s | 3.97 sym/s | Total: 7.1m | ETA: 1.4m [2025-09-26T23:09:55.728226] [INFO ] [sig ] [1706/2043] Forecasting STNG... [2025-09-26T23:09:55.728268] [INFO ] [sig ] Generating forecast for: STNG [2025-09-26T23:09:55.728304] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STNG' from 'https://tdm.silogroup.org/data/derivative_storage/STNG.csv'. [2025-09-26T23:09:55.739172] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STNG'. [2025-09-26T23:09:55.739582] [INFO ] [FORECASTER] Starting predict_future for STNG [2025-09-26T23:09:55.767339] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:55.768176] [DEBUG] [LOCAL ] No optimal features file found for STNG: ./output/feature-sets/STNG.txt [2025-09-26T23:09:55.768235] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:55.768271] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:55.768300] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:55.768360] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:55.787376] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:55.788008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:55.788103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:55.788140] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:55.833129] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:55.833257] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:55.833305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:55.833346] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:55.837205] [DEBUG] [FORECASTER] STNG: Forecast T+1@11:T+2@11: UP (p=72.51%) [2025-09-26T23:09:55.837555] [INFO ] [FORECASTER] Completed predict_future for STNG [2025-09-26T23:09:55.837767] [INFO ] [sig ] STNG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:55.988555] [INFO ] [LOCAL ] Saved forecast: STNG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STNG.txt [2025-09-26T23:09:55.988863] [WARN ] [sig ] [1706/2043] Failed STNG after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:55.988949] [INFO ] [sig ] [1707/2043] Forecasting STRV... [2025-09-26T23:09:55.988989] [INFO ] [sig ] Generating forecast for: STRV [2025-09-26T23:09:55.989024] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STRV' from 'https://tdm.silogroup.org/data/derivative_storage/STRV.csv'. [2025-09-26T23:09:55.999941] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STRV'. [2025-09-26T23:09:56.000287] [INFO ] [FORECASTER] Starting predict_future for STRV [2025-09-26T23:09:56.027150] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:56.028085] [DEBUG] [LOCAL ] No optimal features file found for STRV: ./output/feature-sets/STRV.txt [2025-09-26T23:09:56.028144] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:56.028180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:56.028209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:56.028269] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:56.046787] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:56.047597] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:56.047722] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:56.047771] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:56.087017] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:56.087202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:56.087249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:56.087301] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:56.091273] [DEBUG] [FORECASTER] STRV: Forecast T+1@11:T+2@11: UP (p=88.76%) [2025-09-26T23:09:56.091590] [INFO ] [FORECASTER] Completed predict_future for STRV [2025-09-26T23:09:56.091778] [INFO ] [sig ] STRV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:56.240804] [INFO ] [LOCAL ] Saved forecast: STRV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STRV.txt [2025-09-26T23:09:56.241099] [WARN ] [sig ] [1707/2043] Failed STRV after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:56.241179] [INFO ] [sig ] [1708/2043] Forecasting STT... [2025-09-26T23:09:56.241219] [INFO ] [sig ] Generating forecast for: STT [2025-09-26T23:09:56.241253] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STT' from 'https://tdm.silogroup.org/data/derivative_storage/STT.csv'. [2025-09-26T23:09:56.251847] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STT'. [2025-09-26T23:09:56.252188] [INFO ] [FORECASTER] Starting predict_future for STT [2025-09-26T23:09:56.278179] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:56.278941] [DEBUG] [LOCAL ] No optimal features file found for STT: ./output/feature-sets/STT.txt [2025-09-26T23:09:56.279001] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:56.279035] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:56.279064] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:56.279121] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:56.297314] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:56.298214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:56.298304] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:56.298340] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:56.338030] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:56.338263] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:56.338318] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:56.338350] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:56.342400] [DEBUG] [FORECASTER] STT: Forecast T+1@11:T+2@11: DOWN (p=19.25%) [2025-09-26T23:09:56.342790] [INFO ] [FORECASTER] Completed predict_future for STT [2025-09-26T23:09:56.342944] [INFO ] [sig ] STT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:56.488674] [INFO ] [LOCAL ] Saved forecast: STT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STT.txt [2025-09-26T23:09:56.488942] [WARN ] [sig ] [1708/2043] Failed STT after 0.2s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:56.489021] [INFO ] [sig ] [1709/2043] Forecasting STVN... [2025-09-26T23:09:56.489061] [INFO ] [sig ] Generating forecast for: STVN [2025-09-26T23:09:56.489096] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'. [2025-09-26T23:09:56.499406] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STVN'. [2025-09-26T23:09:56.499754] [INFO ] [FORECASTER] Starting predict_future for STVN [2025-09-26T23:09:56.526606] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:56.527499] [DEBUG] [LOCAL ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt [2025-09-26T23:09:56.527560] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:56.527597] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:56.527626] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:56.527726] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:56.545948] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:56.546676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:56.546764] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:56.546799] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:56.586877] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:56.587029] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:56.587070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:56.587101] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:56.590836] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=98.10%) [2025-09-26T23:09:56.591140] [INFO ] [FORECASTER] Completed predict_future for STVN [2025-09-26T23:09:56.591316] [INFO ] [sig ] STVN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:56.746405] [INFO ] [LOCAL ] Saved forecast: STVN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STVN.txt [2025-09-26T23:09:56.746680] [WARN ] [sig ] [1709/2043] Failed STVN after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:56.746766] [INFO ] [sig ] [1710/2043] Forecasting STWD... [2025-09-26T23:09:56.746807] [INFO ] [sig ] Generating forecast for: STWD [2025-09-26T23:09:56.746843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'. [2025-09-26T23:09:56.757415] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STWD'. [2025-09-26T23:09:56.757791] [INFO ] [FORECASTER] Starting predict_future for STWD [2025-09-26T23:09:56.783789] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:56.784535] [DEBUG] [LOCAL ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt [2025-09-26T23:09:56.784592] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:56.784626] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:56.784693] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:56.784766] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:56.802573] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:56.803262] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:56.803349] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:56.803385] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:56.838738] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:56.838898] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:56.838943] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:56.838973] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:56.842496] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=1.36%) [2025-09-26T23:09:56.842831] [INFO ] [FORECASTER] Completed predict_future for STWD [2025-09-26T23:09:56.842987] [INFO ] [sig ] STWD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:56.988671] [INFO ] [LOCAL ] Saved forecast: STWD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STWD.txt [2025-09-26T23:09:56.988990] [WARN ] [sig ] [1710/2043] Failed STWD after 0.2s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:56.989076] [INFO ] [sig ] [1711/2043] Forecasting STXD... [2025-09-26T23:09:56.989117] [INFO ] [sig ] Generating forecast for: STXD [2025-09-26T23:09:56.989152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXD' from 'https://tdm.silogroup.org/data/derivative_storage/STXD.csv'. [2025-09-26T23:09:56.998779] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXD'. [2025-09-26T23:09:56.999144] [INFO ] [FORECASTER] Starting predict_future for STXD [2025-09-26T23:09:57.025605] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:57.026454] [DEBUG] [LOCAL ] No optimal features file found for STXD: ./output/feature-sets/STXD.txt [2025-09-26T23:09:57.026512] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:57.026546] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:57.026574] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:57.026632] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:57.045010] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:57.045861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:57.045951] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:57.045986] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:57.088388] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:57.088571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:57.088622] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:57.088713] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:57.092624] [DEBUG] [FORECASTER] STXD: Forecast T+1@11:T+2@11: UP (p=56.10%) [2025-09-26T23:09:57.092979] [INFO ] [FORECASTER] Completed predict_future for STXD [2025-09-26T23:09:57.093147] [INFO ] [sig ] STXD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:57.256688] [INFO ] [LOCAL ] Saved forecast: STXD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STXD.txt [2025-09-26T23:09:57.256933] [WARN ] [sig ] [1711/2043] Failed STXD after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:57.257013] [INFO ] [sig ] [1712/2043] Forecasting STXE... [2025-09-26T23:09:57.257056] [INFO ] [sig ] Generating forecast for: STXE [2025-09-26T23:09:57.257092] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'. [2025-09-26T23:09:57.267109] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXE'. [2025-09-26T23:09:57.267429] [INFO ] [FORECASTER] Starting predict_future for STXE [2025-09-26T23:09:57.295796] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:57.296826] [DEBUG] [LOCAL ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt [2025-09-26T23:09:57.296891] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:57.296928] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:57.296982] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:57.297086] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:57.316616] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:57.317274] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:57.317363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:57.317399] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:57.357001] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:57.357157] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:57.357201] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:57.357232] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:57.362971] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=79.39%) [2025-09-26T23:09:57.363265] [INFO ] [FORECASTER] Completed predict_future for STXE [2025-09-26T23:09:57.363423] [INFO ] [sig ] STXE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:57.510880] [INFO ] [LOCAL ] Saved forecast: STXE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STXE.txt [2025-09-26T23:09:57.511092] [WARN ] [sig ] [1712/2043] Failed STXE after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:57.511168] [INFO ] [sig ] [1713/2043] Forecasting STXG... [2025-09-26T23:09:57.511207] [INFO ] [sig ] Generating forecast for: STXG [2025-09-26T23:09:57.511241] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'. [2025-09-26T23:09:57.521247] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXG'. [2025-09-26T23:09:57.521514] [INFO ] [FORECASTER] Starting predict_future for STXG [2025-09-26T23:09:57.547573] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:57.548361] [DEBUG] [LOCAL ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt [2025-09-26T23:09:57.548422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:57.548459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:57.548487] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:57.548545] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:57.567664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:57.568275] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:57.568361] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:57.568397] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:57.605156] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:57.605295] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:57.605337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:57.605368] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:57.609021] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=91.58%) [2025-09-26T23:09:57.609319] [INFO ] [FORECASTER] Completed predict_future for STXG [2025-09-26T23:09:57.609484] [INFO ] [sig ] STXG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:57.774336] [INFO ] [LOCAL ] Saved forecast: STXG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STXG.txt [2025-09-26T23:09:57.774741] [WARN ] [sig ] [1713/2043] Failed STXG after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:57.774832] [INFO ] [sig ] [1714/2043] Forecasting STXK... [2025-09-26T23:09:57.774872] [INFO ] [sig ] Generating forecast for: STXK [2025-09-26T23:09:57.774909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXK' from 'https://tdm.silogroup.org/data/derivative_storage/STXK.csv'. [2025-09-26T23:09:57.785181] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXK'. [2025-09-26T23:09:57.785560] [INFO ] [FORECASTER] Starting predict_future for STXK [2025-09-26T23:09:57.813336] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:57.814254] [DEBUG] [LOCAL ] No optimal features file found for STXK: ./output/feature-sets/STXK.txt [2025-09-26T23:09:57.814315] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:57.814353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:57.814383] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:57.814442] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:57.832276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:57.833168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:57.833275] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:57.833310] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:57.878322] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:57.878578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:57.878627] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:57.878727] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:57.882914] [DEBUG] [FORECASTER] STXK: Forecast T+1@11:T+2@11: DOWN (p=18.39%) [2025-09-26T23:09:57.883235] [INFO ] [FORECASTER] Completed predict_future for STXK [2025-09-26T23:09:57.883403] [INFO ] [sig ] STXK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:58.027946] [INFO ] [LOCAL ] Saved forecast: STXK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STXK.txt [2025-09-26T23:09:58.028314] [WARN ] [sig ] [1714/2043] Failed STXK after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:58.028403] [INFO ] [sig ] [1715/2043] Forecasting STXT... [2025-09-26T23:09:58.028443] [INFO ] [sig ] Generating forecast for: STXT [2025-09-26T23:09:58.028479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXT' from 'https://tdm.silogroup.org/data/derivative_storage/STXT.csv'. [2025-09-26T23:09:58.041124] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXT'. [2025-09-26T23:09:58.041510] [INFO ] [FORECASTER] Starting predict_future for STXT [2025-09-26T23:09:58.067926] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:58.068732] [DEBUG] [LOCAL ] No optimal features file found for STXT: ./output/feature-sets/STXT.txt [2025-09-26T23:09:58.068790] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:58.068824] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:58.068853] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:58.068912] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:58.086569] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:58.087246] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:58.087340] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:58.087373] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:58.130389] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:58.130578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:58.130620] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:58.130685] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:58.134425] [DEBUG] [FORECASTER] STXT: Forecast T+1@11:T+2@11: UP (p=67.48%) [2025-09-26T23:09:58.134773] [INFO ] [FORECASTER] Completed predict_future for STXT [2025-09-26T23:09:58.134944] [INFO ] [sig ] STXT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:58.279915] [INFO ] [LOCAL ] Saved forecast: STXT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STXT.txt [2025-09-26T23:09:58.280233] [WARN ] [sig ] [1715/2043] Failed STXT after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:58.280319] [INFO ] [sig ] [1716/2043] Forecasting STXV... [2025-09-26T23:09:58.280359] [INFO ] [sig ] Generating forecast for: STXV [2025-09-26T23:09:58.280414] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STXV' from 'https://tdm.silogroup.org/data/derivative_storage/STXV.csv'. [2025-09-26T23:09:58.291277] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'STXV'. [2025-09-26T23:09:58.291695] [INFO ] [FORECASTER] Starting predict_future for STXV [2025-09-26T23:09:58.318221] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:58.319113] [DEBUG] [LOCAL ] No optimal features file found for STXV: ./output/feature-sets/STXV.txt [2025-09-26T23:09:58.319176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:58.319214] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:58.319242] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:58.319327] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:58.337154] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:58.337823] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:58.337917] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:58.337952] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:58.382813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:58.382963] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:58.383003] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:58.383034] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:58.386671] [DEBUG] [FORECASTER] STXV: Forecast T+1@11:T+2@11: UP (p=95.70%) [2025-09-26T23:09:58.386974] [INFO ] [FORECASTER] Completed predict_future for STXV [2025-09-26T23:09:58.387128] [INFO ] [sig ] STXV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:58.531746] [INFO ] [LOCAL ] Saved forecast: STXV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/STXV.txt [2025-09-26T23:09:58.532090] [WARN ] [sig ] [1716/2043] Failed STXV after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:58.532173] [INFO ] [sig ] [1717/2043] Forecasting STZ... [2025-09-26T23:09:58.532213] [INFO ] [sig ] Generating forecast for: STZ [2025-09-26T23:09:58.532248] [DEBUG] [REMOTE ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'. [2025-09-26T23:09:58.544150] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'STZ'. [2025-09-26T23:09:58.544537] [INFO ] [FORECASTER] Starting predict_future for STZ [2025-09-26T23:09:58.570845] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:58.571587] [DEBUG] [LOCAL ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt [2025-09-26T23:09:58.571671] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:58.571725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:58.571763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:58.571827] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:58.589638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:58.590270] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:58.590361] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:58.590395] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:58.634726] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:58.634924] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:58.634969] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:58.634999] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:58.638896] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=30.57%) [2025-09-26T23:09:58.639195] [INFO ] [FORECASTER] Completed predict_future for STZ [2025-09-26T23:09:58.639347] [INFO ] [sig ] STZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:58.783390] [INFO ] [LOCAL ] Saved forecast: STZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/STZ.txt [2025-09-26T23:09:58.783750] [WARN ] [sig ] [1717/2043] Failed STZ after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:58.783840] [INFO ] [sig ] [1718/2043] Forecasting SU... [2025-09-26T23:09:58.783880] [INFO ] [sig ] Generating forecast for: SU [2025-09-26T23:09:58.783916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SU' from 'https://tdm.silogroup.org/data/derivative_storage/SU.csv'. [2025-09-26T23:09:58.795182] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SU'. [2025-09-26T23:09:58.795553] [INFO ] [FORECASTER] Starting predict_future for SU [2025-09-26T23:09:58.821851] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:58.822612] [DEBUG] [LOCAL ] No optimal features file found for SU: ./output/feature-sets/SU.txt [2025-09-26T23:09:58.822694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:58.822740] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:58.822769] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:58.822832] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:58.840497] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:58.841471] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:58.841567] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:58.841602] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:58.885539] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:58.885717] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:58.885772] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:58.885804] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:58.889442] [DEBUG] [FORECASTER] SU: Forecast T+1@11:T+2@11: DOWN (p=20.65%) [2025-09-26T23:09:58.889790] [INFO ] [FORECASTER] Completed predict_future for SU [2025-09-26T23:09:58.889946] [INFO ] [sig ] SU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:59.033490] [INFO ] [LOCAL ] Saved forecast: SU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SU.txt [2025-09-26T23:09:59.033849] [WARN ] [sig ] [1718/2043] Failed SU after 0.2s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:59.033937] [INFO ] [sig ] [1719/2043] Forecasting SUI... [2025-09-26T23:09:59.033976] [INFO ] [sig ] Generating forecast for: SUI [2025-09-26T23:09:59.034011] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'. [2025-09-26T23:09:59.046409] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUI'. [2025-09-26T23:09:59.046756] [INFO ] [FORECASTER] Starting predict_future for SUI [2025-09-26T23:09:59.073013] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:59.073781] [DEBUG] [LOCAL ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt [2025-09-26T23:09:59.073840] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:59.073875] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:59.073903] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:59.074021] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:59.091856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:59.092443] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:59.092532] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:59.092566] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:59.140134] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:59.140304] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:59.140344] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:59.140373] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:59.144051] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=7.05%) [2025-09-26T23:09:59.144355] [INFO ] [FORECASTER] Completed predict_future for SUI [2025-09-26T23:09:59.144507] [INFO ] [sig ] SUI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:59.290602] [INFO ] [LOCAL ] Saved forecast: SUI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SUI.txt [2025-09-26T23:09:59.291020] [WARN ] [sig ] [1719/2043] Failed SUI after 0.3s | 3.97 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:59.291118] [INFO ] [sig ] [1720/2043] Forecasting SUN... [2025-09-26T23:09:59.291160] [INFO ] [sig ] Generating forecast for: SUN [2025-09-26T23:09:59.291196] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'. [2025-09-26T23:09:59.296374] [WARN ] [REMOTE ] Historical data not found for symbol 'SUN' (404). [2025-09-26T23:09:59.296614] [FATAL] [sig ] SUN: No historical data fetched. [2025-09-26T23:09:59.296725] [WARN ] [sig ] [1720/2043] Failed SUN after 0.0s | 3.98 sym/s | Total: 7.2m | ETA: 1.4m [2025-09-26T23:09:59.296793] [INFO ] [sig ] [1721/2043] Forecasting SUPV... [2025-09-26T23:09:59.296832] [INFO ] [sig ] Generating forecast for: SUPV [2025-09-26T23:09:59.296863] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUPV' from 'https://tdm.silogroup.org/data/derivative_storage/SUPV.csv'. [2025-09-26T23:09:59.306017] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUPV'. [2025-09-26T23:09:59.306429] [INFO ] [FORECASTER] Starting predict_future for SUPV [2025-09-26T23:09:59.334079] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:59.334978] [DEBUG] [LOCAL ] No optimal features file found for SUPV: ./output/feature-sets/SUPV.txt [2025-09-26T23:09:59.335039] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:59.335075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:59.335106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:59.335168] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:59.354178] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:59.355179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:59.355282] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:59.355317] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:59.392256] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:59.392420] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:59.392466] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:59.392496] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:59.396331] [DEBUG] [FORECASTER] SUPV: Forecast T+1@11:T+2@11: UP (p=99.14%) [2025-09-26T23:09:59.396692] [INFO ] [FORECASTER] Completed predict_future for SUPV [2025-09-26T23:09:59.396870] [INFO ] [sig ] SUPV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:09:59.550690] [INFO ] [LOCAL ] Saved forecast: SUPV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SUPV.txt [2025-09-26T23:09:59.550994] [WARN ] [sig ] [1721/2043] Failed SUPV after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:09:59.551083] [INFO ] [sig ] [1722/2043] Forecasting SUZ... [2025-09-26T23:09:59.551122] [INFO ] [sig ] Generating forecast for: SUZ [2025-09-26T23:09:59.551157] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'. [2025-09-26T23:09:59.561327] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SUZ'. [2025-09-26T23:09:59.561631] [INFO ] [FORECASTER] Starting predict_future for SUZ [2025-09-26T23:09:59.587737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:59.588518] [DEBUG] [LOCAL ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt [2025-09-26T23:09:59.588578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:59.588613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:59.588662] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:59.588767] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:59.606706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:59.607323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:59.607411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:59.607445] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:59.647124] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:59.647292] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:59.647336] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:59.647365] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:59.651089] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=10.57%) [2025-09-26T23:09:59.651390] [INFO ] [FORECASTER] Completed predict_future for SUZ [2025-09-26T23:09:59.651535] [INFO ] [sig ] SUZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:09:59.799714] [INFO ] [LOCAL ] Saved forecast: SUZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SUZ.txt [2025-09-26T23:09:59.799953] [WARN ] [sig ] [1722/2043] Failed SUZ after 0.2s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:09:59.800029] [INFO ] [sig ] [1723/2043] Forecasting SVV... [2025-09-26T23:09:59.800069] [INFO ] [sig ] Generating forecast for: SVV [2025-09-26T23:09:59.800104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SVV' from 'https://tdm.silogroup.org/data/derivative_storage/SVV.csv'. [2025-09-26T23:09:59.810300] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SVV'. [2025-09-26T23:09:59.810607] [INFO ] [FORECASTER] Starting predict_future for SVV [2025-09-26T23:09:59.836577] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:09:59.837698] [DEBUG] [LOCAL ] No optimal features file found for SVV: ./output/feature-sets/SVV.txt [2025-09-26T23:09:59.837782] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:09:59.837857] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:09:59.837933] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:09:59.838022] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:09:59.857389] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:09:59.858065] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:09:59.858152] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:09:59.858186] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:09:59.897335] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:09:59.897470] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:09:59.897547] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:09:59.897579] [INFO ] [FORECASTER] Training complete [2025-09-26T23:09:59.902625] [DEBUG] [FORECASTER] SVV: Forecast T+1@11:T+2@11: UP (p=94.16%) [2025-09-26T23:09:59.902946] [INFO ] [FORECASTER] Completed predict_future for SVV [2025-09-26T23:09:59.903094] [INFO ] [sig ] SVV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:00.059331] [INFO ] [LOCAL ] Saved forecast: SVV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SVV.txt [2025-09-26T23:10:00.059574] [WARN ] [sig ] [1723/2043] Failed SVV after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:00.059680] [INFO ] [sig ] [1724/2043] Forecasting SW... [2025-09-26T23:10:00.059733] [INFO ] [sig ] Generating forecast for: SW [2025-09-26T23:10:00.059770] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SW' from 'https://tdm.silogroup.org/data/derivative_storage/SW.csv'. [2025-09-26T23:10:00.070484] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SW'. [2025-09-26T23:10:00.070849] [INFO ] [FORECASTER] Starting predict_future for SW [2025-09-26T23:10:00.097896] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:00.098691] [DEBUG] [LOCAL ] No optimal features file found for SW: ./output/feature-sets/SW.txt [2025-09-26T23:10:00.098752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:00.098787] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:00.098816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:00.098875] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:00.118572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:00.119468] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:00.119559] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:00.119594] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:00.157080] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:00.157261] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:00.157306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:00.157337] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:00.161165] [DEBUG] [FORECASTER] SW: Forecast T+1@11:T+2@11: DOWN (p=1.76%) [2025-09-26T23:10:00.161471] [INFO ] [FORECASTER] Completed predict_future for SW [2025-09-26T23:10:00.161614] [INFO ] [sig ] SW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:00.314153] [INFO ] [LOCAL ] Saved forecast: SW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SW.txt [2025-09-26T23:10:00.314503] [WARN ] [sig ] [1724/2043] Failed SW after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:00.314600] [INFO ] [sig ] [1725/2043] Forecasting SWK... [2025-09-26T23:10:00.314713] [INFO ] [sig ] Generating forecast for: SWK [2025-09-26T23:10:00.314772] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'. [2025-09-26T23:10:00.327291] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SWK'. [2025-09-26T23:10:00.327776] [INFO ] [FORECASTER] Starting predict_future for SWK [2025-09-26T23:10:00.360299] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:00.361266] [DEBUG] [LOCAL ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt [2025-09-26T23:10:00.361329] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:00.361366] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:00.361396] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:00.361455] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:00.381101] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:00.381692] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:00.381785] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:00.381823] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:00.420756] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:00.420937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:00.420983] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:00.421015] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:00.425023] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: DOWN (p=21.05%) [2025-09-26T23:10:00.425387] [INFO ] [FORECASTER] Completed predict_future for SWK [2025-09-26T23:10:00.425539] [INFO ] [sig ] SWK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:00.581748] [INFO ] [LOCAL ] Saved forecast: SWK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SWK.txt [2025-09-26T23:10:00.581977] [WARN ] [sig ] [1725/2043] Failed SWK after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:00.582064] [INFO ] [sig ] [1726/2043] Forecasting SWX... [2025-09-26T23:10:00.582105] [INFO ] [sig ] Generating forecast for: SWX [2025-09-26T23:10:00.582140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'. [2025-09-26T23:10:00.591893] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SWX'. [2025-09-26T23:10:00.592246] [INFO ] [FORECASTER] Starting predict_future for SWX [2025-09-26T23:10:00.620720] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:00.621675] [DEBUG] [LOCAL ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt [2025-09-26T23:10:00.621738] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:00.621775] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:00.621804] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:00.621862] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:00.641586] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:00.642279] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:00.642368] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:00.642404] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:00.683038] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:00.683192] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:00.683236] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:00.683265] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:00.687054] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=39.25%) [2025-09-26T23:10:00.687353] [INFO ] [FORECASTER] Completed predict_future for SWX [2025-09-26T23:10:00.687506] [INFO ] [sig ] SWX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:00.839812] [INFO ] [LOCAL ] Saved forecast: SWX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SWX.txt [2025-09-26T23:10:00.840094] [WARN ] [sig ] [1726/2043] Failed SWX after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:00.840177] [INFO ] [sig ] [1727/2043] Forecasting SWZ... [2025-09-26T23:10:00.840216] [INFO ] [sig ] Generating forecast for: SWZ [2025-09-26T23:10:00.840251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'. [2025-09-26T23:10:00.850215] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SWZ'. [2025-09-26T23:10:00.850633] [INFO ] [FORECASTER] Starting predict_future for SWZ [2025-09-26T23:10:00.878125] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:00.879456] [DEBUG] [LOCAL ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt [2025-09-26T23:10:00.879544] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:00.879627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:00.879719] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:00.879833] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:00.899381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:00.900076] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:00.900168] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:00.900204] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:00.933755] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:00.933897] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:00.933940] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:00.933985] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:00.937558] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: DOWN (p=45.50%) [2025-09-26T23:10:00.937881] [INFO ] [FORECASTER] Completed predict_future for SWZ [2025-09-26T23:10:00.938029] [INFO ] [sig ] SWZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:01.084871] [INFO ] [LOCAL ] Saved forecast: SWZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SWZ.txt [2025-09-26T23:10:01.085131] [WARN ] [sig ] [1727/2043] Failed SWZ after 0.2s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:01.085211] [INFO ] [sig ] [1728/2043] Forecasting SXC... [2025-09-26T23:10:01.085251] [INFO ] [sig ] Generating forecast for: SXC [2025-09-26T23:10:01.085285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'. [2025-09-26T23:10:01.096149] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SXC'. [2025-09-26T23:10:01.096498] [INFO ] [FORECASTER] Starting predict_future for SXC [2025-09-26T23:10:01.123624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:01.124497] [DEBUG] [LOCAL ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt [2025-09-26T23:10:01.124558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:01.124601] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:01.124631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:01.124728] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:01.143303] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:01.144091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:01.144180] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:01.144217] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:01.182081] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:01.182267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:01.182312] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:01.182343] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:01.186282] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=94.90%) [2025-09-26T23:10:01.186663] [INFO ] [FORECASTER] Completed predict_future for SXC [2025-09-26T23:10:01.186835] [INFO ] [sig ] SXC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:01.351709] [INFO ] [LOCAL ] Saved forecast: SXC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SXC.txt [2025-09-26T23:10:01.352001] [WARN ] [sig ] [1728/2043] Failed SXC after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:01.352084] [INFO ] [sig ] [1729/2043] Forecasting SXI... [2025-09-26T23:10:01.352124] [INFO ] [sig ] Generating forecast for: SXI [2025-09-26T23:10:01.352158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'. [2025-09-26T23:10:01.362364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SXI'. [2025-09-26T23:10:01.362804] [INFO ] [FORECASTER] Starting predict_future for SXI [2025-09-26T23:10:01.390704] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:01.391619] [DEBUG] [LOCAL ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt [2025-09-26T23:10:01.391712] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:01.391758] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:01.391789] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:01.391848] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:01.413596] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:01.414664] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:01.414830] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:01.414887] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:01.462555] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:01.462781] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:01.462841] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:01.462931] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:01.468009] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=20.41%) [2025-09-26T23:10:01.468464] [INFO ] [FORECASTER] Completed predict_future for SXI [2025-09-26T23:10:01.468670] [INFO ] [sig ] SXI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:01.668408] [INFO ] [LOCAL ] Saved forecast: SXI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SXI.txt [2025-09-26T23:10:01.668750] [WARN ] [sig ] [1729/2043] Failed SXI after 0.3s | 3.98 sym/s | Total: 7.2m | ETA: 1.3m [2025-09-26T23:10:01.668839] [INFO ] [sig ] [1730/2043] Forecasting SXT... [2025-09-26T23:10:01.668880] [INFO ] [sig ] Generating forecast for: SXT [2025-09-26T23:10:01.668914] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SXT' from 'https://tdm.silogroup.org/data/derivative_storage/SXT.csv'. [2025-09-26T23:10:01.679777] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SXT'. [2025-09-26T23:10:01.680069] [INFO ] [FORECASTER] Starting predict_future for SXT [2025-09-26T23:10:01.707604] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:01.708368] [DEBUG] [LOCAL ] No optimal features file found for SXT: ./output/feature-sets/SXT.txt [2025-09-26T23:10:01.708425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:01.708461] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:01.708490] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:01.708548] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:01.727370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:01.728027] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:01.728114] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:01.728149] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:01.766771] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:01.766863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:01.766902] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:01.766931] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:01.770439] [DEBUG] [FORECASTER] SXT: Forecast T+1@11:T+2@11: DOWN (p=18.71%) [2025-09-26T23:10:01.770789] [INFO ] [FORECASTER] Completed predict_future for SXT [2025-09-26T23:10:01.770937] [INFO ] [sig ] SXT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:01.929990] [INFO ] [LOCAL ] Saved forecast: SXT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SXT.txt [2025-09-26T23:10:01.930290] [WARN ] [sig ] [1730/2043] Failed SXT after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:01.930375] [INFO ] [sig ] [1731/2043] Forecasting SYF... [2025-09-26T23:10:01.930417] [INFO ] [sig ] Generating forecast for: SYF [2025-09-26T23:10:01.930450] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'. [2025-09-26T23:10:01.941034] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SYF'. [2025-09-26T23:10:01.941559] [INFO ] [FORECASTER] Starting predict_future for SYF [2025-09-26T23:10:01.968142] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:01.968982] [DEBUG] [LOCAL ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt [2025-09-26T23:10:01.969041] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:01.969076] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:01.969106] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:01.969164] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:01.989368] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:01.990178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:01.990268] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:01.990303] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:02.024532] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:02.024703] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:02.024763] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:02.024796] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:02.028465] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=13.15%) [2025-09-26T23:10:02.028832] [INFO ] [FORECASTER] Completed predict_future for SYF [2025-09-26T23:10:02.028982] [INFO ] [sig ] SYF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:02.182333] [INFO ] [LOCAL ] Saved forecast: SYF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SYF.txt [2025-09-26T23:10:02.182601] [WARN ] [sig ] [1731/2043] Failed SYF after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:02.182704] [INFO ] [sig ] [1732/2043] Forecasting SYK... [2025-09-26T23:10:02.182748] [INFO ] [sig ] Generating forecast for: SYK [2025-09-26T23:10:02.182782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'. [2025-09-26T23:10:02.193158] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SYK'. [2025-09-26T23:10:02.193558] [INFO ] [FORECASTER] Starting predict_future for SYK [2025-09-26T23:10:02.221452] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:02.222293] [DEBUG] [LOCAL ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt [2025-09-26T23:10:02.222354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:02.222390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:02.222421] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:02.222481] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:02.240925] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:02.241705] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:02.241795] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:02.241830] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:02.278496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:02.278688] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:02.278751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:02.278787] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:02.282542] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=63.56%) [2025-09-26T23:10:02.282885] [INFO ] [FORECASTER] Completed predict_future for SYK [2025-09-26T23:10:02.283036] [INFO ] [sig ] SYK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:02.434930] [INFO ] [LOCAL ] Saved forecast: SYK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/SYK.txt [2025-09-26T23:10:02.435189] [WARN ] [sig ] [1732/2043] Failed SYK after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:02.435284] [INFO ] [sig ] [1733/2043] Forecasting SYY... [2025-09-26T23:10:02.435325] [INFO ] [sig ] Generating forecast for: SYY [2025-09-26T23:10:02.435360] [DEBUG] [REMOTE ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'. [2025-09-26T23:10:02.446281] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'SYY'. [2025-09-26T23:10:02.446704] [INFO ] [FORECASTER] Starting predict_future for SYY [2025-09-26T23:10:02.474310] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:02.475297] [DEBUG] [LOCAL ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt [2025-09-26T23:10:02.475361] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:02.475399] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:02.475430] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:02.475490] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:02.494172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:02.494966] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:02.495056] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:02.495092] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:02.534461] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:02.534632] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:02.534719] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:02.534759] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:02.538472] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=10.63%) [2025-09-26T23:10:02.538807] [INFO ] [FORECASTER] Completed predict_future for SYY [2025-09-26T23:10:02.538954] [INFO ] [sig ] SYY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:02.688335] [INFO ] [LOCAL ] Saved forecast: SYY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/SYY.txt [2025-09-26T23:10:02.688593] [WARN ] [sig ] [1733/2043] Failed SYY after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:02.688695] [INFO ] [sig ] [1734/2043] Forecasting T... [2025-09-26T23:10:02.688747] [INFO ] [sig ] Generating forecast for: T [2025-09-26T23:10:02.688784] [DEBUG] [REMOTE ] Fetching historical data for symbol 'T' from 'https://tdm.silogroup.org/data/derivative_storage/T.csv'. [2025-09-26T23:10:02.698973] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'T'. [2025-09-26T23:10:02.699343] [INFO ] [FORECASTER] Starting predict_future for T [2025-09-26T23:10:02.726233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:02.727304] [DEBUG] [LOCAL ] No optimal features file found for T: ./output/feature-sets/T.txt [2025-09-26T23:10:02.727365] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:02.727403] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:02.727433] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:02.727494] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:02.747156] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:02.748179] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:02.748274] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:02.748310] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:02.783515] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:02.783677] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:02.783739] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:02.783787] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:02.787759] [DEBUG] [FORECASTER] T: Forecast T+1@11:T+2@11: DOWN (p=31.34%) [2025-09-26T23:10:02.788083] [INFO ] [FORECASTER] Completed predict_future for T [2025-09-26T23:10:02.788234] [INFO ] [sig ] T: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:02.939436] [INFO ] [LOCAL ] Saved forecast: T 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/T.txt [2025-09-26T23:10:02.939739] [WARN ] [sig ] [1734/2043] Failed T after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:02.939826] [INFO ] [sig ] [1735/2043] Forecasting TAC... [2025-09-26T23:10:02.939869] [INFO ] [sig ] Generating forecast for: TAC [2025-09-26T23:10:02.939909] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'. [2025-09-26T23:10:02.950041] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAC'. [2025-09-26T23:10:02.950369] [INFO ] [FORECASTER] Starting predict_future for TAC [2025-09-26T23:10:02.977481] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:02.978344] [DEBUG] [LOCAL ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt [2025-09-26T23:10:02.978407] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:02.978443] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:02.978472] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:02.978529] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:02.997498] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:02.998214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:02.998302] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:02.998337] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:03.034864] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:03.035032] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:03.035074] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:03.035103] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:03.039064] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=95.12%) [2025-09-26T23:10:03.039374] [INFO ] [FORECASTER] Completed predict_future for TAC [2025-09-26T23:10:03.039519] [INFO ] [sig ] TAC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:03.190898] [INFO ] [LOCAL ] Saved forecast: TAC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TAC.txt [2025-09-26T23:10:03.191151] [WARN ] [sig ] [1735/2043] Failed TAC after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:03.191228] [INFO ] [sig ] [1736/2043] Forecasting TAK... [2025-09-26T23:10:03.191268] [INFO ] [sig ] Generating forecast for: TAK [2025-09-26T23:10:03.191302] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'. [2025-09-26T23:10:03.202095] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAK'. [2025-09-26T23:10:03.202440] [INFO ] [FORECASTER] Starting predict_future for TAK [2025-09-26T23:10:03.228490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:03.229257] [DEBUG] [LOCAL ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt [2025-09-26T23:10:03.229313] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:03.229347] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:03.229375] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:03.229433] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:03.247957] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:03.248546] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:03.248629] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:03.248700] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:03.283431] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:03.283599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:03.283668] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:03.283725] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:03.287436] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: DOWN (p=13.44%) [2025-09-26T23:10:03.287789] [INFO ] [FORECASTER] Completed predict_future for TAK [2025-09-26T23:10:03.287945] [INFO ] [sig ] TAK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:03.451519] [INFO ] [LOCAL ] Saved forecast: TAK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TAK.txt [2025-09-26T23:10:03.451899] [WARN ] [sig ] [1736/2043] Failed TAK after 0.3s | 3.98 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:03.451993] [INFO ] [sig ] [1737/2043] Forecasting TAL... [2025-09-26T23:10:03.452034] [INFO ] [sig ] Generating forecast for: TAL [2025-09-26T23:10:03.452068] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'. [2025-09-26T23:10:03.465070] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAL'. [2025-09-26T23:10:03.465590] [INFO ] [FORECASTER] Starting predict_future for TAL [2025-09-26T23:10:03.497987] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:03.498871] [DEBUG] [LOCAL ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt [2025-09-26T23:10:03.498930] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:03.499022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:03.499062] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:03.499125] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:03.519609] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:03.520465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:03.520576] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:03.520616] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:03.557821] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:03.557975] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:03.558018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:03.558048] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:03.562065] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=71.05%) [2025-09-26T23:10:03.562424] [INFO ] [FORECASTER] Completed predict_future for TAL [2025-09-26T23:10:03.562619] [INFO ] [sig ] TAL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:03.754102] [INFO ] [LOCAL ] Saved forecast: TAL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TAL.txt [2025-09-26T23:10:03.754381] [WARN ] [sig ] [1737/2043] Failed TAL after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:03.754469] [INFO ] [sig ] [1738/2043] Forecasting TALO... [2025-09-26T23:10:03.754510] [INFO ] [sig ] Generating forecast for: TALO [2025-09-26T23:10:03.754547] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'. [2025-09-26T23:10:03.764854] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TALO'. [2025-09-26T23:10:03.765188] [INFO ] [FORECASTER] Starting predict_future for TALO [2025-09-26T23:10:03.791941] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:03.792826] [DEBUG] [LOCAL ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt [2025-09-26T23:10:03.792884] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:03.792919] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:03.792948] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:03.793007] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:03.811011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:03.811847] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:03.811949] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:03.812010] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:03.848121] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:03.848283] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:03.848327] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:03.848357] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:03.851976] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=34.78%) [2025-09-26T23:10:03.852260] [INFO ] [FORECASTER] Completed predict_future for TALO [2025-09-26T23:10:03.852401] [INFO ] [sig ] TALO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:04.007454] [INFO ] [LOCAL ] Saved forecast: TALO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TALO.txt [2025-09-26T23:10:04.007758] [WARN ] [sig ] [1738/2043] Failed TALO after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:04.007845] [INFO ] [sig ] [1739/2043] Forecasting TAP... [2025-09-26T23:10:04.007886] [INFO ] [sig ] Generating forecast for: TAP [2025-09-26T23:10:04.007922] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'. [2025-09-26T23:10:04.018374] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TAP'. [2025-09-26T23:10:04.018783] [INFO ] [FORECASTER] Starting predict_future for TAP [2025-09-26T23:10:04.046033] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:04.046970] [DEBUG] [LOCAL ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt [2025-09-26T23:10:04.047029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:04.047066] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:04.047094] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:04.047153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:04.065423] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:04.066216] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:04.066311] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:04.066369] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:04.103609] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:04.103808] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:04.103860] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:04.103892] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:04.107770] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=48.94%) [2025-09-26T23:10:04.108073] [INFO ] [FORECASTER] Completed predict_future for TAP [2025-09-26T23:10:04.108220] [INFO ] [sig ] TAP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:04.261885] [INFO ] [LOCAL ] Saved forecast: TAP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TAP.txt [2025-09-26T23:10:04.262166] [WARN ] [sig ] [1739/2043] Failed TAP after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:04.262248] [INFO ] [sig ] [1740/2043] Forecasting TBB... [2025-09-26T23:10:04.262299] [INFO ] [sig ] Generating forecast for: TBB [2025-09-26T23:10:04.262336] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'. [2025-09-26T23:10:04.273622] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBB'. [2025-09-26T23:10:04.274042] [INFO ] [FORECASTER] Starting predict_future for TBB [2025-09-26T23:10:04.305612] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:04.307162] [DEBUG] [LOCAL ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt [2025-09-26T23:10:04.307244] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:04.307299] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:04.307345] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:04.307434] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:04.326915] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:04.327815] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:04.327910] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:04.327947] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:04.367497] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:04.367705] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:04.367768] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:04.367802] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:04.373333] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=86.02%) [2025-09-26T23:10:04.373628] [INFO ] [FORECASTER] Completed predict_future for TBB [2025-09-26T23:10:04.373816] [INFO ] [sig ] TBB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:04.521966] [INFO ] [LOCAL ] Saved forecast: TBB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TBB.txt [2025-09-26T23:10:04.522208] [WARN ] [sig ] [1740/2043] Failed TBB after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:04.522286] [INFO ] [sig ] [1741/2043] Forecasting TBBB... [2025-09-26T23:10:04.522326] [INFO ] [sig ] Generating forecast for: TBBB [2025-09-26T23:10:04.522361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBBB.csv'. [2025-09-26T23:10:04.533148] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBBB'. [2025-09-26T23:10:04.533461] [INFO ] [FORECASTER] Starting predict_future for TBBB [2025-09-26T23:10:04.560283] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:04.561165] [DEBUG] [LOCAL ] No optimal features file found for TBBB: ./output/feature-sets/TBBB.txt [2025-09-26T23:10:04.561223] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:04.561260] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:04.561290] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:04.561351] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:04.579899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:04.580525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:04.580611] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:04.580674] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:04.614130] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:04.614267] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:04.614308] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:04.614337] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:04.617889] [DEBUG] [FORECASTER] TBBB: Forecast T+1@11:T+2@11: DOWN (p=6.84%) [2025-09-26T23:10:04.618169] [INFO ] [FORECASTER] Completed predict_future for TBBB [2025-09-26T23:10:04.618312] [INFO ] [sig ] TBBB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:04.766342] [INFO ] [LOCAL ] Saved forecast: TBBB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TBBB.txt [2025-09-26T23:10:04.766666] [WARN ] [sig ] [1741/2043] Failed TBBB after 0.2s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:04.766749] [INFO ] [sig ] [1742/2043] Forecasting TBI... [2025-09-26T23:10:04.766789] [INFO ] [sig ] Generating forecast for: TBI [2025-09-26T23:10:04.766824] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'. [2025-09-26T23:10:04.777505] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TBI'. [2025-09-26T23:10:04.777931] [INFO ] [FORECASTER] Starting predict_future for TBI [2025-09-26T23:10:04.804925] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:04.805795] [DEBUG] [LOCAL ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt [2025-09-26T23:10:04.805854] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:04.805889] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:04.805918] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:04.805976] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:04.824094] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:04.824903] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:04.824993] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:04.825027] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:04.864459] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:04.864685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:04.864752] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:04.864785] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:04.868969] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=73.30%) [2025-09-26T23:10:04.869305] [INFO ] [FORECASTER] Completed predict_future for TBI [2025-09-26T23:10:04.869470] [INFO ] [sig ] TBI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:05.023460] [INFO ] [LOCAL ] Saved forecast: TBI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TBI.txt [2025-09-26T23:10:05.023737] [WARN ] [sig ] [1742/2043] Failed TBI after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:05.023820] [INFO ] [sig ] [1743/2043] Forecasting TBN... [2025-09-26T23:10:05.023860] [INFO ] [sig ] Generating forecast for: TBN [2025-09-26T23:10:05.023894] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TBN' from 'https://tdm.silogroup.org/data/derivative_storage/TBN.csv'. [2025-09-26T23:10:05.033247] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'TBN'. [2025-09-26T23:10:05.033576] [INFO ] [FORECASTER] Starting predict_future for TBN [2025-09-26T23:10:05.061567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:05.062414] [DEBUG] [LOCAL ] No optimal features file found for TBN: ./output/feature-sets/TBN.txt [2025-09-26T23:10:05.062472] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:05.062508] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:05.062537] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:05.062595] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:05.081607] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:05.082290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:05.082376] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:05.082414] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:05.120758] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:05.120930] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:05.120974] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:05.121006] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:05.124771] [DEBUG] [FORECASTER] TBN: Forecast T+1@11:T+2@11: UP (p=77.98%) [2025-09-26T23:10:05.125074] [INFO ] [FORECASTER] Completed predict_future for TBN [2025-09-26T23:10:05.125219] [INFO ] [sig ] TBN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:05.276166] [INFO ] [LOCAL ] Saved forecast: TBN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TBN.txt [2025-09-26T23:10:05.276441] [WARN ] [sig ] [1743/2043] Failed TBN after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:05.276526] [INFO ] [sig ] [1744/2043] Forecasting TD... [2025-09-26T23:10:05.276567] [INFO ] [sig ] Generating forecast for: TD [2025-09-26T23:10:05.276601] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'. [2025-09-26T23:10:05.286717] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TD'. [2025-09-26T23:10:05.286996] [INFO ] [FORECASTER] Starting predict_future for TD [2025-09-26T23:10:05.314593] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:05.315407] [DEBUG] [LOCAL ] No optimal features file found for TD: ./output/feature-sets/TD.txt [2025-09-26T23:10:05.315466] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:05.315503] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:05.315534] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:05.315594] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:05.334611] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:05.335526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:05.335619] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:05.335686] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:05.373576] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:05.373689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:05.373742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:05.373774] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:05.377040] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: UP (p=97.54%) [2025-09-26T23:10:05.377314] [INFO ] [FORECASTER] Completed predict_future for TD [2025-09-26T23:10:05.377447] [INFO ] [sig ] TD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:05.523939] [INFO ] [LOCAL ] Saved forecast: TD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TD.txt [2025-09-26T23:10:05.524171] [WARN ] [sig ] [1744/2043] Failed TD after 0.2s | 3.97 sym/s | Total: 7.3m | ETA: 1.3m [2025-09-26T23:10:05.524247] [INFO ] [sig ] [1745/2043] Forecasting TDC... [2025-09-26T23:10:05.524290] [INFO ] [sig ] Generating forecast for: TDC [2025-09-26T23:10:05.524325] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'. [2025-09-26T23:10:05.533867] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDC'. [2025-09-26T23:10:05.534179] [INFO ] [FORECASTER] Starting predict_future for TDC [2025-09-26T23:10:05.560082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:05.560885] [DEBUG] [LOCAL ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt [2025-09-26T23:10:05.560961] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:05.560998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:05.561027] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:05.561087] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:05.579559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:05.580168] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:05.580256] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:05.580291] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:05.616856] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:05.616944] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:05.616982] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:05.617010] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:05.620439] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=33.00%) [2025-09-26T23:10:05.620761] [INFO ] [FORECASTER] Completed predict_future for TDC [2025-09-26T23:10:05.620906] [INFO ] [sig ] TDC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:05.796279] [INFO ] [LOCAL ] Saved forecast: TDC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TDC.txt [2025-09-26T23:10:05.796568] [WARN ] [sig ] [1745/2043] Failed TDC after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:05.796677] [INFO ] [sig ] [1746/2043] Forecasting TDF... [2025-09-26T23:10:05.796731] [INFO ] [sig ] Generating forecast for: TDF [2025-09-26T23:10:05.796771] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'. [2025-09-26T23:10:05.806204] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDF'. [2025-09-26T23:10:05.806513] [INFO ] [FORECASTER] Starting predict_future for TDF [2025-09-26T23:10:05.833077] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:05.833856] [DEBUG] [LOCAL ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt [2025-09-26T23:10:05.833914] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:05.833949] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:05.833978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:05.834037] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:05.851924] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:05.852461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:05.852542] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:05.852575] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:05.886745] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:05.886835] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:05.886871] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:05.886900] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:05.890253] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=91.15%) [2025-09-26T23:10:05.890524] [INFO ] [FORECASTER] Completed predict_future for TDF [2025-09-26T23:10:05.890688] [INFO ] [sig ] TDF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:06.049116] [INFO ] [LOCAL ] Saved forecast: TDF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TDF.txt [2025-09-26T23:10:06.049366] [WARN ] [sig ] [1746/2043] Failed TDF after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:06.049443] [INFO ] [sig ] [1747/2043] Forecasting TDG... [2025-09-26T23:10:06.049483] [INFO ] [sig ] Generating forecast for: TDG [2025-09-26T23:10:06.049526] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'. [2025-09-26T23:10:06.059199] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDG'. [2025-09-26T23:10:06.059481] [INFO ] [FORECASTER] Starting predict_future for TDG [2025-09-26T23:10:06.085391] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:06.086149] [DEBUG] [LOCAL ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt [2025-09-26T23:10:06.086206] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:06.086241] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:06.086271] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:06.086330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:06.104567] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:06.105154] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:06.105241] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:06.105277] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:06.142738] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:06.142866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:06.142913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:06.142946] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:06.146668] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: UP (p=81.84%) [2025-09-26T23:10:06.146957] [INFO ] [FORECASTER] Completed predict_future for TDG [2025-09-26T23:10:06.147098] [INFO ] [sig ] TDG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:06.297268] [INFO ] [LOCAL ] Saved forecast: TDG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TDG.txt [2025-09-26T23:10:06.297582] [WARN ] [sig ] [1747/2043] Failed TDG after 0.2s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:06.297686] [INFO ] [sig ] [1748/2043] Forecasting TDOC... [2025-09-26T23:10:06.297746] [INFO ] [sig ] Generating forecast for: TDOC [2025-09-26T23:10:06.297787] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'. [2025-09-26T23:10:06.308368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDOC'. [2025-09-26T23:10:06.308809] [INFO ] [FORECASTER] Starting predict_future for TDOC [2025-09-26T23:10:06.338416] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:06.339384] [DEBUG] [LOCAL ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt [2025-09-26T23:10:06.339456] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:06.339499] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:06.339528] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:06.339588] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:06.360000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:06.360805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:06.360909] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:06.360952] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:06.403303] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:06.403474] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:06.403520] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:06.403551] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:06.407620] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: UP (p=65.41%) [2025-09-26T23:10:06.407973] [INFO ] [FORECASTER] Completed predict_future for TDOC [2025-09-26T23:10:06.408125] [INFO ] [sig ] TDOC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:06.566041] [INFO ] [LOCAL ] Saved forecast: TDOC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TDOC.txt [2025-09-26T23:10:06.566280] [WARN ] [sig ] [1748/2043] Failed TDOC after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:06.566400] [INFO ] [sig ] [1749/2043] Forecasting TDS... [2025-09-26T23:10:06.566452] [INFO ] [sig ] Generating forecast for: TDS [2025-09-26T23:10:06.566491] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'. [2025-09-26T23:10:06.577069] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDS'. [2025-09-26T23:10:06.577412] [INFO ] [FORECASTER] Starting predict_future for TDS [2025-09-26T23:10:06.605553] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:06.606404] [DEBUG] [LOCAL ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt [2025-09-26T23:10:06.606464] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:06.606501] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:06.606539] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:06.606610] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:06.626570] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:06.627234] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:06.627321] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:06.627356] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:06.667236] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:06.667405] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:06.667449] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:06.667478] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:06.671620] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=22.19%) [2025-09-26T23:10:06.671986] [INFO ] [FORECASTER] Completed predict_future for TDS [2025-09-26T23:10:06.672142] [INFO ] [sig ] TDS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:06.838176] [INFO ] [LOCAL ] Saved forecast: TDS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TDS.txt [2025-09-26T23:10:06.838416] [WARN ] [sig ] [1749/2043] Failed TDS after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:06.838497] [INFO ] [sig ] [1750/2043] Forecasting TDW... [2025-09-26T23:10:06.838537] [INFO ] [sig ] Generating forecast for: TDW [2025-09-26T23:10:06.838572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDW' from 'https://tdm.silogroup.org/data/derivative_storage/TDW.csv'. [2025-09-26T23:10:06.849177] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDW'. [2025-09-26T23:10:06.849492] [INFO ] [FORECASTER] Starting predict_future for TDW [2025-09-26T23:10:06.879884] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:06.880761] [DEBUG] [LOCAL ] No optimal features file found for TDW: ./output/feature-sets/TDW.txt [2025-09-26T23:10:06.880824] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:06.880860] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:06.880889] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:06.880949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:06.902116] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:06.903091] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:06.903210] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:06.903247] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:06.941841] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:06.941990] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:06.942033] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:06.942063] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:06.945936] [DEBUG] [FORECASTER] TDW: Forecast T+1@11:T+2@11: DOWN (p=24.74%) [2025-09-26T23:10:06.946226] [INFO ] [FORECASTER] Completed predict_future for TDW [2025-09-26T23:10:06.946399] [INFO ] [sig ] TDW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:07.108769] [INFO ] [LOCAL ] Saved forecast: TDW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TDW.txt [2025-09-26T23:10:07.109034] [WARN ] [sig ] [1750/2043] Failed TDW after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:07.109120] [INFO ] [sig ] [1751/2043] Forecasting TDY... [2025-09-26T23:10:07.109178] [INFO ] [sig ] Generating forecast for: TDY [2025-09-26T23:10:07.109214] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'. [2025-09-26T23:10:07.119445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TDY'. [2025-09-26T23:10:07.119782] [INFO ] [FORECASTER] Starting predict_future for TDY [2025-09-26T23:10:07.146490] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:07.147278] [DEBUG] [LOCAL ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt [2025-09-26T23:10:07.147335] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:07.147370] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:07.147399] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:07.147458] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:07.168248] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:07.169072] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:07.169165] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:07.169203] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:07.208528] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:07.208761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:07.208832] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:07.208904] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:07.212580] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: DOWN (p=26.19%) [2025-09-26T23:10:07.212898] [INFO ] [FORECASTER] Completed predict_future for TDY [2025-09-26T23:10:07.213047] [INFO ] [sig ] TDY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:07.363240] [INFO ] [LOCAL ] Saved forecast: TDY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TDY.txt [2025-09-26T23:10:07.363495] [WARN ] [sig ] [1751/2043] Failed TDY after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:07.363574] [INFO ] [sig ] [1752/2043] Forecasting TEAF... [2025-09-26T23:10:07.363615] [INFO ] [sig ] Generating forecast for: TEAF [2025-09-26T23:10:07.363682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEAF' from 'https://tdm.silogroup.org/data/derivative_storage/TEAF.csv'. [2025-09-26T23:10:07.373918] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEAF'. [2025-09-26T23:10:07.374312] [INFO ] [FORECASTER] Starting predict_future for TEAF [2025-09-26T23:10:07.401478] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:07.402360] [DEBUG] [LOCAL ] No optimal features file found for TEAF: ./output/feature-sets/TEAF.txt [2025-09-26T23:10:07.402442] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:07.402481] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:07.402512] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:07.402573] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:07.421431] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:07.422116] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:07.422205] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:07.422246] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:07.458147] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:07.458341] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:07.458391] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:07.458423] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:07.462447] [DEBUG] [FORECASTER] TEAF: Forecast T+1@11:T+2@11: UP (p=98.60%) [2025-09-26T23:10:07.462804] [INFO ] [FORECASTER] Completed predict_future for TEAF [2025-09-26T23:10:07.462966] [INFO ] [sig ] TEAF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:07.619556] [INFO ] [LOCAL ] Saved forecast: TEAF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TEAF.txt [2025-09-26T23:10:07.619837] [WARN ] [sig ] [1752/2043] Failed TEAF after 0.3s | 3.97 sym/s | Total: 7.3m | ETA: 1.2m [2025-09-26T23:10:07.619925] [INFO ] [sig ] [1753/2043] Forecasting TECK... [2025-09-26T23:10:07.619967] [INFO ] [sig ] Generating forecast for: TECK [2025-09-26T23:10:07.620002] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'. [2025-09-26T23:10:07.630486] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TECK'. [2025-09-26T23:10:07.630889] [INFO ] [FORECASTER] Starting predict_future for TECK [2025-09-26T23:10:07.657170] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:07.657997] [DEBUG] [LOCAL ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt [2025-09-26T23:10:07.658055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:07.658090] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:07.658121] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:07.658179] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:07.676187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:07.676871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:07.676957] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:07.676992] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:07.713831] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:07.713960] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:07.714001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:07.714030] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:07.717510] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=1.51%) [2025-09-26T23:10:07.717840] [INFO ] [FORECASTER] Completed predict_future for TECK [2025-09-26T23:10:07.717991] [INFO ] [sig ] TECK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:07.871175] [INFO ] [LOCAL ] Saved forecast: TECK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TECK.txt [2025-09-26T23:10:07.871457] [WARN ] [sig ] [1753/2043] Failed TECK after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:07.871550] [INFO ] [sig ] [1754/2043] Forecasting TEF... [2025-09-26T23:10:07.871614] [INFO ] [sig ] Generating forecast for: TEF [2025-09-26T23:10:07.871720] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'. [2025-09-26T23:10:07.882071] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEF'. [2025-09-26T23:10:07.882480] [INFO ] [FORECASTER] Starting predict_future for TEF [2025-09-26T23:10:07.908667] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:07.909436] [DEBUG] [LOCAL ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt [2025-09-26T23:10:07.909492] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:07.909526] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:07.909606] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:07.909700] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:07.927781] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:07.928351] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:07.928436] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:07.928471] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:07.963745] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:07.963890] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:07.963933] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:07.963963] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:07.967526] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=96.15%) [2025-09-26T23:10:07.967845] [INFO ] [FORECASTER] Completed predict_future for TEF [2025-09-26T23:10:07.967993] [INFO ] [sig ] TEF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:08.113936] [INFO ] [LOCAL ] Saved forecast: TEF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TEF.txt [2025-09-26T23:10:08.114198] [WARN ] [sig ] [1754/2043] Failed TEF after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:08.114278] [INFO ] [sig ] [1755/2043] Forecasting TEI... [2025-09-26T23:10:08.114318] [INFO ] [sig ] Generating forecast for: TEI [2025-09-26T23:10:08.114353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'. [2025-09-26T23:10:08.123809] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEI'. [2025-09-26T23:10:08.124142] [INFO ] [FORECASTER] Starting predict_future for TEI [2025-09-26T23:10:08.149972] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:08.150758] [DEBUG] [LOCAL ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt [2025-09-26T23:10:08.150815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:08.150850] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:08.150879] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:08.150936] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:08.168734] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:08.169558] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:08.169683] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:08.169739] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:08.205480] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:08.205674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:08.205746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:08.205790] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:08.209875] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=34.43%) [2025-09-26T23:10:08.210242] [INFO ] [FORECASTER] Completed predict_future for TEI [2025-09-26T23:10:08.210398] [INFO ] [sig ] TEI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:08.362156] [INFO ] [LOCAL ] Saved forecast: TEI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TEI.txt [2025-09-26T23:10:08.362412] [WARN ] [sig ] [1755/2043] Failed TEI after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:08.362495] [INFO ] [sig ] [1756/2043] Forecasting TEL... [2025-09-26T23:10:08.362536] [INFO ] [sig ] Generating forecast for: TEL [2025-09-26T23:10:08.362570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'. [2025-09-26T23:10:08.373084] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEL'. [2025-09-26T23:10:08.373524] [INFO ] [FORECASTER] Starting predict_future for TEL [2025-09-26T23:10:08.401772] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:08.402661] [DEBUG] [LOCAL ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt [2025-09-26T23:10:08.402727] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:08.402763] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:08.402793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:08.402854] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:08.422013] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:08.423048] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:08.423143] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:08.423179] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:08.462453] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:08.462636] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:08.462736] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:08.462772] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:08.466624] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=92.51%) [2025-09-26T23:10:08.467007] [INFO ] [FORECASTER] Completed predict_future for TEL [2025-09-26T23:10:08.467172] [INFO ] [sig ] TEL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:08.625736] [INFO ] [LOCAL ] Saved forecast: TEL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TEL.txt [2025-09-26T23:10:08.626040] [WARN ] [sig ] [1756/2043] Failed TEL after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:08.626121] [INFO ] [sig ] [1757/2043] Forecasting TEN... [2025-09-26T23:10:08.626163] [INFO ] [sig ] Generating forecast for: TEN [2025-09-26T23:10:08.626198] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEN' from 'https://tdm.silogroup.org/data/derivative_storage/TEN.csv'. [2025-09-26T23:10:08.639541] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEN'. [2025-09-26T23:10:08.640043] [INFO ] [FORECASTER] Starting predict_future for TEN [2025-09-26T23:10:08.681550] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:08.682819] [DEBUG] [LOCAL ] No optimal features file found for TEN: ./output/feature-sets/TEN.txt [2025-09-26T23:10:08.682892] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:08.682966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:08.683026] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:08.683128] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:08.707467] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:08.708404] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:08.708502] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:08.708560] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:08.749341] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:08.749521] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:08.749567] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:08.749607] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:08.753712] [DEBUG] [FORECASTER] TEN: Forecast T+1@11:T+2@11: DOWN (p=16.56%) [2025-09-26T23:10:08.754192] [INFO ] [FORECASTER] Completed predict_future for TEN [2025-09-26T23:10:08.754356] [INFO ] [sig ] TEN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:08.907694] [INFO ] [LOCAL ] Saved forecast: TEN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TEN.txt [2025-09-26T23:10:08.908023] [WARN ] [sig ] [1757/2043] Failed TEN after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:08.908112] [INFO ] [sig ] [1758/2043] Forecasting TEO... [2025-09-26T23:10:08.908153] [INFO ] [sig ] Generating forecast for: TEO [2025-09-26T23:10:08.908188] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'. [2025-09-26T23:10:08.918107] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEO'. [2025-09-26T23:10:08.918472] [INFO ] [FORECASTER] Starting predict_future for TEO [2025-09-26T23:10:08.946459] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:08.947398] [DEBUG] [LOCAL ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt [2025-09-26T23:10:08.947468] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:08.947516] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:08.947550] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:08.947611] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:08.967034] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:08.967925] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:08.968018] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:08.968055] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:09.009479] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:09.009674] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:09.009740] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:09.009774] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:09.013486] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=96.57%) [2025-09-26T23:10:09.013831] [INFO ] [FORECASTER] Completed predict_future for TEO [2025-09-26T23:10:09.013981] [INFO ] [sig ] TEO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:09.180201] [INFO ] [LOCAL ] Saved forecast: TEO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TEO.txt [2025-09-26T23:10:09.180471] [WARN ] [sig ] [1758/2043] Failed TEO after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:09.180552] [INFO ] [sig ] [1759/2043] Forecasting TEVA... [2025-09-26T23:10:09.180592] [INFO ] [sig ] Generating forecast for: TEVA [2025-09-26T23:10:09.180626] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'. [2025-09-26T23:10:09.191005] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEVA'. [2025-09-26T23:10:09.191347] [INFO ] [FORECASTER] Starting predict_future for TEVA [2025-09-26T23:10:09.218665] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:09.219449] [DEBUG] [LOCAL ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt [2025-09-26T23:10:09.219524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:09.219561] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:09.219591] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:09.219672] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:09.238873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:09.239557] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:09.239667] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:09.239724] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:09.272334] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:09.272459] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:09.272533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:09.272580] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:09.276271] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: DOWN (p=30.03%) [2025-09-26T23:10:09.276591] [INFO ] [FORECASTER] Completed predict_future for TEVA [2025-09-26T23:10:09.276783] [INFO ] [sig ] TEVA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:09.435307] [INFO ] [LOCAL ] Saved forecast: TEVA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TEVA.txt [2025-09-26T23:10:09.435562] [WARN ] [sig ] [1759/2043] Failed TEVA after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:09.435665] [INFO ] [sig ] [1760/2043] Forecasting TEX... [2025-09-26T23:10:09.435722] [INFO ] [sig ] Generating forecast for: TEX [2025-09-26T23:10:09.435759] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'. [2025-09-26T23:10:09.446328] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TEX'. [2025-09-26T23:10:09.446809] [INFO ] [FORECASTER] Starting predict_future for TEX [2025-09-26T23:10:09.474192] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:09.475114] [DEBUG] [LOCAL ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt [2025-09-26T23:10:09.475174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:09.475212] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:09.475242] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:09.475304] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:09.493560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:09.494212] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:09.494299] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:09.494333] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:09.523973] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:09.524114] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:09.524156] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:09.524186] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:09.527856] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=37.76%) [2025-09-26T23:10:09.528147] [INFO ] [FORECASTER] Completed predict_future for TEX [2025-09-26T23:10:09.528281] [INFO ] [sig ] TEX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:09.678691] [INFO ] [LOCAL ] Saved forecast: TEX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TEX.txt [2025-09-26T23:10:09.678949] [WARN ] [sig ] [1760/2043] Failed TEX after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:09.679026] [INFO ] [sig ] [1761/2043] Forecasting TFC... [2025-09-26T23:10:09.679066] [INFO ] [sig ] Generating forecast for: TFC [2025-09-26T23:10:09.679110] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'. [2025-09-26T23:10:09.689119] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFC'. [2025-09-26T23:10:09.689458] [INFO ] [FORECASTER] Starting predict_future for TFC [2025-09-26T23:10:09.715726] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:09.716705] [DEBUG] [LOCAL ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt [2025-09-26T23:10:09.716808] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:09.716897] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:09.716944] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:09.717008] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:09.735605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:09.736465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:09.736554] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:09.736589] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:09.764537] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:09.764701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:09.764762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:09.764796] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:09.768317] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=3.46%) [2025-09-26T23:10:09.768612] [INFO ] [FORECASTER] Completed predict_future for TFC [2025-09-26T23:10:09.768789] [INFO ] [sig ] TFC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:09.921350] [INFO ] [LOCAL ] Saved forecast: TFC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TFC.txt [2025-09-26T23:10:09.921605] [WARN ] [sig ] [1761/2043] Failed TFC after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:09.921707] [INFO ] [sig ] [1762/2043] Forecasting TFII... [2025-09-26T23:10:09.921751] [INFO ] [sig ] Generating forecast for: TFII [2025-09-26T23:10:09.921786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'. [2025-09-26T23:10:09.931719] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFII'. [2025-09-26T23:10:09.932201] [INFO ] [FORECASTER] Starting predict_future for TFII [2025-09-26T23:10:09.959846] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:09.960698] [DEBUG] [LOCAL ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt [2025-09-26T23:10:09.960788] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:09.960826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:09.960858] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:09.960920] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:09.980132] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:09.981074] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:09.981199] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:09.981251] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:10.012356] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:10.012530] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:10.012577] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:10.012608] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:10.017106] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=19.89%) [2025-09-26T23:10:10.017470] [INFO ] [FORECASTER] Completed predict_future for TFII [2025-09-26T23:10:10.017685] [INFO ] [sig ] TFII: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:10.186322] [INFO ] [LOCAL ] Saved forecast: TFII 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TFII.txt [2025-09-26T23:10:10.186606] [WARN ] [sig ] [1762/2043] Failed TFII after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:10.186720] [INFO ] [sig ] [1763/2043] Forecasting TFIN... [2025-09-26T23:10:10.186762] [INFO ] [sig ] Generating forecast for: TFIN [2025-09-26T23:10:10.186798] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'. [2025-09-26T23:10:10.196850] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFIN'. [2025-09-26T23:10:10.197236] [INFO ] [FORECASTER] Starting predict_future for TFIN [2025-09-26T23:10:10.223510] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:10.224308] [DEBUG] [LOCAL ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt [2025-09-26T23:10:10.224364] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:10.224399] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:10.224428] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:10.224486] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:10.242677] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:10.243431] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:10.243521] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:10.243557] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:10.270986] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:10.271165] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:10.271212] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:10.271243] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:10.275039] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: UP (p=63.01%) [2025-09-26T23:10:10.275370] [INFO ] [FORECASTER] Completed predict_future for TFIN [2025-09-26T23:10:10.275542] [INFO ] [sig ] TFIN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:10.432706] [INFO ] [LOCAL ] Saved forecast: TFIN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TFIN.txt [2025-09-26T23:10:10.432968] [WARN ] [sig ] [1763/2043] Failed TFIN after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:10.433057] [INFO ] [sig ] [1764/2043] Forecasting TFPM... [2025-09-26T23:10:10.433108] [INFO ] [sig ] Generating forecast for: TFPM [2025-09-26T23:10:10.433144] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'. [2025-09-26T23:10:10.443295] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFPM'. [2025-09-26T23:10:10.443682] [INFO ] [FORECASTER] Starting predict_future for TFPM [2025-09-26T23:10:10.471139] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:10.472015] [DEBUG] [LOCAL ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt [2025-09-26T23:10:10.472076] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:10.472110] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:10.472140] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:10.472200] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:10.491605] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:10.492342] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:10.492431] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:10.492486] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:10.521243] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:10.521415] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:10.521459] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:10.521490] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:10.526435] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=79.15%) [2025-09-26T23:10:10.526911] [INFO ] [FORECASTER] Completed predict_future for TFPM [2025-09-26T23:10:10.527108] [INFO ] [sig ] TFPM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:10.685454] [INFO ] [LOCAL ] Saved forecast: TFPM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TFPM.txt [2025-09-26T23:10:10.685736] [WARN ] [sig ] [1764/2043] Failed TFPM after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:10.685823] [INFO ] [sig ] [1765/2043] Forecasting TFX... [2025-09-26T23:10:10.685865] [INFO ] [sig ] Generating forecast for: TFX [2025-09-26T23:10:10.685900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TFX' from 'https://tdm.silogroup.org/data/derivative_storage/TFX.csv'. [2025-09-26T23:10:10.696221] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TFX'. [2025-09-26T23:10:10.696637] [INFO ] [FORECASTER] Starting predict_future for TFX [2025-09-26T23:10:10.724991] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:10.725876] [DEBUG] [LOCAL ] No optimal features file found for TFX: ./output/feature-sets/TFX.txt [2025-09-26T23:10:10.725937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:10.725982] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:10.726016] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:10.726076] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:10.747162] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:10.747952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:10.748047] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:10.748084] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:10.778687] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:10.778860] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:10.778906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:10.778938] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:10.782863] [DEBUG] [FORECASTER] TFX: Forecast T+1@11:T+2@11: UP (p=80.23%) [2025-09-26T23:10:10.783270] [INFO ] [FORECASTER] Completed predict_future for TFX [2025-09-26T23:10:10.783442] [INFO ] [sig ] TFX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:10.941632] [INFO ] [LOCAL ] Saved forecast: TFX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TFX.txt [2025-09-26T23:10:10.941922] [WARN ] [sig ] [1765/2043] Failed TFX after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:10.942004] [INFO ] [sig ] [1766/2043] Forecasting TG... [2025-09-26T23:10:10.942052] [INFO ] [sig ] Generating forecast for: TG [2025-09-26T23:10:10.942089] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'. [2025-09-26T23:10:10.951714] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TG'. [2025-09-26T23:10:10.952040] [INFO ] [FORECASTER] Starting predict_future for TG [2025-09-26T23:10:10.979206] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:10.980056] [DEBUG] [LOCAL ] No optimal features file found for TG: ./output/feature-sets/TG.txt [2025-09-26T23:10:10.980135] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:10.980176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:10.980207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:10.980276] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:11.000075] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:11.000767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:11.000881] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:11.000916] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:11.029116] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:11.029247] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:11.029289] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:11.029323] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:11.032979] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=28.68%) [2025-09-26T23:10:11.033268] [INFO ] [FORECASTER] Completed predict_future for TG [2025-09-26T23:10:11.033405] [INFO ] [sig ] TG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:11.190215] [INFO ] [LOCAL ] Saved forecast: TG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TG.txt [2025-09-26T23:10:11.190470] [WARN ] [sig ] [1766/2043] Failed TG after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:11.190554] [INFO ] [sig ] [1767/2043] Forecasting TGLS... [2025-09-26T23:10:11.190596] [INFO ] [sig ] Generating forecast for: TGLS [2025-09-26T23:10:11.190631] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'. [2025-09-26T23:10:11.200423] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGLS'. [2025-09-26T23:10:11.200773] [INFO ] [FORECASTER] Starting predict_future for TGLS [2025-09-26T23:10:11.227859] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:11.228882] [DEBUG] [LOCAL ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt [2025-09-26T23:10:11.228945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:11.228987] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:11.229020] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:11.229080] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:11.248551] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:11.249252] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:11.249341] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:11.249376] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:11.277834] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:11.277961] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:11.278001] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:11.278031] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:11.281481] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: DOWN (p=4.08%) [2025-09-26T23:10:11.281812] [INFO ] [FORECASTER] Completed predict_future for TGLS [2025-09-26T23:10:11.281951] [INFO ] [sig ] TGLS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:11.434902] [INFO ] [LOCAL ] Saved forecast: TGLS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TGLS.txt [2025-09-26T23:10:11.435186] [WARN ] [sig ] [1767/2043] Failed TGLS after 0.2s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:11.435268] [INFO ] [sig ] [1768/2043] Forecasting TGNA... [2025-09-26T23:10:11.435309] [INFO ] [sig ] Generating forecast for: TGNA [2025-09-26T23:10:11.435373] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'. [2025-09-26T23:10:11.445744] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGNA'. [2025-09-26T23:10:11.446079] [INFO ] [FORECASTER] Starting predict_future for TGNA [2025-09-26T23:10:11.473267] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:11.474050] [DEBUG] [LOCAL ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt [2025-09-26T23:10:11.474106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:11.474140] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:11.474168] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:11.474226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:11.493732] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:11.494375] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:11.494463] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:11.494498] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:11.533623] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:11.533833] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:11.533882] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:11.533913] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:11.537900] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=82.92%) [2025-09-26T23:10:11.538291] [INFO ] [FORECASTER] Completed predict_future for TGNA [2025-09-26T23:10:11.538449] [INFO ] [sig ] TGNA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:11.691817] [INFO ] [LOCAL ] Saved forecast: TGNA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TGNA.txt [2025-09-26T23:10:11.692068] [WARN ] [sig ] [1768/2043] Failed TGNA after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.2m [2025-09-26T23:10:11.692148] [INFO ] [sig ] [1769/2043] Forecasting TGS... [2025-09-26T23:10:11.692188] [INFO ] [sig ] Generating forecast for: TGS [2025-09-26T23:10:11.692221] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'. [2025-09-26T23:10:11.702422] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGS'. [2025-09-26T23:10:11.702801] [INFO ] [FORECASTER] Starting predict_future for TGS [2025-09-26T23:10:11.729676] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:11.730578] [DEBUG] [LOCAL ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt [2025-09-26T23:10:11.730661] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:11.730721] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:11.730755] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:11.730816] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:11.750087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:11.750804] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:11.750890] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:11.750925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:11.787917] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:11.788075] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:11.788136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:11.788170] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:11.791815] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=64.81%) [2025-09-26T23:10:11.792106] [INFO ] [FORECASTER] Completed predict_future for TGS [2025-09-26T23:10:11.792266] [INFO ] [sig ] TGS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:11.946690] [INFO ] [LOCAL ] Saved forecast: TGS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TGS.txt [2025-09-26T23:10:11.946964] [WARN ] [sig ] [1769/2043] Failed TGS after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:11.947043] [INFO ] [sig ] [1770/2043] Forecasting TGT... [2025-09-26T23:10:11.947084] [INFO ] [sig ] Generating forecast for: TGT [2025-09-26T23:10:11.947125] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TGT' from 'https://tdm.silogroup.org/data/derivative_storage/TGT.csv'. [2025-09-26T23:10:11.957366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TGT'. [2025-09-26T23:10:11.957730] [INFO ] [FORECASTER] Starting predict_future for TGT [2025-09-26T23:10:11.984437] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:11.985387] [DEBUG] [LOCAL ] No optimal features file found for TGT: ./output/feature-sets/TGT.txt [2025-09-26T23:10:11.985450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:11.985487] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:11.985517] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:11.985586] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:12.005069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:12.006019] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:12.006113] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:12.006148] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:12.046045] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:12.046200] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:12.046246] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:12.046277] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:12.049979] [DEBUG] [FORECASTER] TGT: Forecast T+1@11:T+2@11: UP (p=80.12%) [2025-09-26T23:10:12.050281] [INFO ] [FORECASTER] Completed predict_future for TGT [2025-09-26T23:10:12.050434] [INFO ] [sig ] TGT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:12.202425] [INFO ] [LOCAL ] Saved forecast: TGT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TGT.txt [2025-09-26T23:10:12.202709] [WARN ] [sig ] [1770/2043] Failed TGT after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:12.202798] [INFO ] [sig ] [1771/2043] Forecasting THC... [2025-09-26T23:10:12.202839] [INFO ] [sig ] Generating forecast for: THC [2025-09-26T23:10:12.202875] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'. [2025-09-26T23:10:12.213056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THC'. [2025-09-26T23:10:12.213441] [INFO ] [FORECASTER] Starting predict_future for THC [2025-09-26T23:10:12.240389] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:12.241222] [DEBUG] [LOCAL ] No optimal features file found for THC: ./output/feature-sets/THC.txt [2025-09-26T23:10:12.241282] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:12.241319] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:12.241348] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:12.241459] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:12.259850] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:12.260687] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:12.260780] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:12.260836] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:12.300952] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:12.301129] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:12.301176] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:12.301208] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:12.305030] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=1.64%) [2025-09-26T23:10:12.305361] [INFO ] [FORECASTER] Completed predict_future for THC [2025-09-26T23:10:12.305519] [INFO ] [sig ] THC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:12.454152] [INFO ] [LOCAL ] Saved forecast: THC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/THC.txt [2025-09-26T23:10:12.454377] [WARN ] [sig ] [1771/2043] Failed THC after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:12.454455] [INFO ] [sig ] [1772/2043] Forecasting THG... [2025-09-26T23:10:12.454495] [INFO ] [sig ] Generating forecast for: THG [2025-09-26T23:10:12.454529] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'. [2025-09-26T23:10:12.464479] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THG'. [2025-09-26T23:10:12.464844] [INFO ] [FORECASTER] Starting predict_future for THG [2025-09-26T23:10:12.490582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:12.491393] [DEBUG] [LOCAL ] No optimal features file found for THG: ./output/feature-sets/THG.txt [2025-09-26T23:10:12.491449] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:12.491484] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:12.491513] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:12.491571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:12.511712] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:12.512721] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:12.512821] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:12.512858] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:12.551982] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:12.552175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:12.552233] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:12.552265] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:12.556430] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=67.40%) [2025-09-26T23:10:12.556887] [INFO ] [FORECASTER] Completed predict_future for THG [2025-09-26T23:10:12.557056] [INFO ] [sig ] THG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:12.717923] [INFO ] [LOCAL ] Saved forecast: THG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/THG.txt [2025-09-26T23:10:12.718205] [WARN ] [sig ] [1772/2043] Failed THG after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:12.718290] [INFO ] [sig ] [1773/2043] Forecasting THIR... [2025-09-26T23:10:12.718331] [INFO ] [sig ] Generating forecast for: THIR [2025-09-26T23:10:12.718378] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THIR' from 'https://tdm.silogroup.org/data/derivative_storage/THIR.csv'. [2025-09-26T23:10:12.728495] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'THIR'. [2025-09-26T23:10:12.728890] [INFO ] [FORECASTER] Starting predict_future for THIR [2025-09-26T23:10:12.756981] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:12.757914] [DEBUG] [LOCAL ] No optimal features file found for THIR: ./output/feature-sets/THIR.txt [2025-09-26T23:10:12.757980] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:12.758037] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:12.758068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:12.758129] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:12.780038] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:12.781290] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:12.781459] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:12.781571] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:12.821384] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:12.821571] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:12.821619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:12.821688] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:12.825840] [DEBUG] [FORECASTER] THIR: Forecast T+1@11:T+2@11: UP (p=78.58%) [2025-09-26T23:10:12.826236] [INFO ] [FORECASTER] Completed predict_future for THIR [2025-09-26T23:10:12.826469] [INFO ] [sig ] THIR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:12.985310] [INFO ] [LOCAL ] Saved forecast: THIR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/THIR.txt [2025-09-26T23:10:12.985564] [WARN ] [sig ] [1773/2043] Failed THIR after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:12.985665] [INFO ] [sig ] [1774/2043] Forecasting THLV... [2025-09-26T23:10:12.985721] [INFO ] [sig ] Generating forecast for: THLV [2025-09-26T23:10:12.985758] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THLV' from 'https://tdm.silogroup.org/data/derivative_storage/THLV.csv'. [2025-09-26T23:10:12.995151] [DEBUG] [REMOTE ] Successfully parsed 1818 rows of historical data for symbol 'THLV'. [2025-09-26T23:10:12.995448] [INFO ] [FORECASTER] Starting predict_future for THLV [2025-09-26T23:10:13.022771] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:13.023532] [DEBUG] [LOCAL ] No optimal features file found for THLV: ./output/feature-sets/THLV.txt [2025-09-26T23:10:13.023596] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:13.023632] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:13.023699] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:13.023779] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:13.042302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:13.042973] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:13.043058] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:13.043094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:13.083323] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:13.083436] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:13.083490] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:13.083531] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:13.087444] [DEBUG] [FORECASTER] THLV: Forecast T+1@11:T+2@11: DOWN (p=6.34%) [2025-09-26T23:10:13.088176] [INFO ] [FORECASTER] Completed predict_future for THLV [2025-09-26T23:10:13.088330] [INFO ] [sig ] THLV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:13.244513] [INFO ] [LOCAL ] Saved forecast: THLV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/THLV.txt [2025-09-26T23:10:13.244794] [WARN ] [sig ] [1774/2043] Failed THLV after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:13.244882] [INFO ] [sig ] [1775/2043] Forecasting THO... [2025-09-26T23:10:13.244924] [INFO ] [sig ] Generating forecast for: THO [2025-09-26T23:10:13.244960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'. [2025-09-26T23:10:13.255373] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THO'. [2025-09-26T23:10:13.255868] [INFO ] [FORECASTER] Starting predict_future for THO [2025-09-26T23:10:13.283743] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:13.284735] [DEBUG] [LOCAL ] No optimal features file found for THO: ./output/feature-sets/THO.txt [2025-09-26T23:10:13.284797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:13.284835] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:13.284866] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:13.284927] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:13.304598] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:13.305283] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:13.305371] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:13.305407] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:13.347790] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:13.347952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:13.348037] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:13.348084] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:13.351941] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: DOWN (p=7.12%) [2025-09-26T23:10:13.352224] [INFO ] [FORECASTER] Completed predict_future for THO [2025-09-26T23:10:13.352366] [INFO ] [sig ] THO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:13.511530] [INFO ] [LOCAL ] Saved forecast: THO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/THO.txt [2025-09-26T23:10:13.511828] [WARN ] [sig ] [1775/2043] Failed THO after 0.3s | 3.97 sym/s | Total: 7.4m | ETA: 1.1m [2025-09-26T23:10:13.511919] [INFO ] [sig ] [1776/2043] Forecasting THQ... [2025-09-26T23:10:13.511960] [INFO ] [sig ] Generating forecast for: THQ [2025-09-26T23:10:13.511997] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'. [2025-09-26T23:10:13.522368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THQ'. [2025-09-26T23:10:13.522885] [INFO ] [FORECASTER] Starting predict_future for THQ [2025-09-26T23:10:13.550739] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:13.551598] [DEBUG] [LOCAL ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt [2025-09-26T23:10:13.551685] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:13.551738] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:13.551772] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:13.551831] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:13.573408] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:13.574326] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:13.574421] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:13.574458] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:13.616799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:13.617007] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:13.617064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:13.617096] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:13.620755] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=91.63%) [2025-09-26T23:10:13.621046] [INFO ] [FORECASTER] Completed predict_future for THQ [2025-09-26T23:10:13.621210] [INFO ] [sig ] THQ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:13.769508] [INFO ] [LOCAL ] Saved forecast: THQ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/THQ.txt [2025-09-26T23:10:13.769770] [WARN ] [sig ] [1776/2043] Failed THQ after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:13.769853] [INFO ] [sig ] [1777/2043] Forecasting THR... [2025-09-26T23:10:13.769894] [INFO ] [sig ] Generating forecast for: THR [2025-09-26T23:10:13.769928] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THR' from 'https://tdm.silogroup.org/data/derivative_storage/THR.csv'. [2025-09-26T23:10:13.779710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THR'. [2025-09-26T23:10:13.780039] [INFO ] [FORECASTER] Starting predict_future for THR [2025-09-26T23:10:13.807572] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:13.808486] [DEBUG] [LOCAL ] No optimal features file found for THR: ./output/feature-sets/THR.txt [2025-09-26T23:10:13.808555] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:13.808591] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:13.808620] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:13.808726] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:13.828330] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:13.828992] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:13.829081] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:13.829117] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:13.867064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:13.867229] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:13.867274] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:13.867304] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:13.871098] [DEBUG] [FORECASTER] THR: Forecast T+1@11:T+2@11: DOWN (p=2.71%) [2025-09-26T23:10:13.871412] [INFO ] [FORECASTER] Completed predict_future for THR [2025-09-26T23:10:13.871561] [INFO ] [sig ] THR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:14.024148] [INFO ] [LOCAL ] Saved forecast: THR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/THR.txt [2025-09-26T23:10:14.024417] [WARN ] [sig ] [1777/2043] Failed THR after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:14.024505] [INFO ] [sig ] [1778/2043] Forecasting THS... [2025-09-26T23:10:14.024549] [INFO ] [sig ] Generating forecast for: THS [2025-09-26T23:10:14.024585] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'. [2025-09-26T23:10:14.034902] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THS'. [2025-09-26T23:10:14.035263] [INFO ] [FORECASTER] Starting predict_future for THS [2025-09-26T23:10:14.062202] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:14.063137] [DEBUG] [LOCAL ] No optimal features file found for THS: ./output/feature-sets/THS.txt [2025-09-26T23:10:14.063199] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:14.063235] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:14.063264] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:14.063322] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:14.081989] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:14.082688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:14.082779] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:14.082815] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:14.125388] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:14.125533] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:14.125575] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:14.125607] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:14.129359] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=92.68%) [2025-09-26T23:10:14.129685] [INFO ] [FORECASTER] Completed predict_future for THS [2025-09-26T23:10:14.129847] [INFO ] [sig ] THS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:14.281567] [INFO ] [LOCAL ] Saved forecast: THS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/THS.txt [2025-09-26T23:10:14.281828] [WARN ] [sig ] [1778/2043] Failed THS after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:14.281913] [INFO ] [sig ] [1779/2043] Forecasting THW... [2025-09-26T23:10:14.281953] [INFO ] [sig ] Generating forecast for: THW [2025-09-26T23:10:14.281988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'THW' from 'https://tdm.silogroup.org/data/derivative_storage/THW.csv'. [2025-09-26T23:10:14.292369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'THW'. [2025-09-26T23:10:14.292843] [INFO ] [FORECASTER] Starting predict_future for THW [2025-09-26T23:10:14.320086] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:14.320972] [DEBUG] [LOCAL ] No optimal features file found for THW: ./output/feature-sets/THW.txt [2025-09-26T23:10:14.321034] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:14.321069] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:14.321098] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:14.321157] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:14.339475] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:14.340110] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:14.340196] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:14.340230] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:14.372911] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:14.373080] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:14.373124] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:14.373154] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:14.376990] [DEBUG] [FORECASTER] THW: Forecast T+1@11:T+2@11: DOWN (p=39.07%) [2025-09-26T23:10:14.377331] [INFO ] [FORECASTER] Completed predict_future for THW [2025-09-26T23:10:14.377493] [INFO ] [sig ] THW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:14.526703] [INFO ] [LOCAL ] Saved forecast: THW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/THW.txt [2025-09-26T23:10:14.526966] [WARN ] [sig ] [1779/2043] Failed THW after 0.2s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:14.527045] [INFO ] [sig ] [1780/2043] Forecasting TIMB... [2025-09-26T23:10:14.527084] [INFO ] [sig ] Generating forecast for: TIMB [2025-09-26T23:10:14.527118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'. [2025-09-26T23:10:14.537685] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TIMB'. [2025-09-26T23:10:14.538147] [INFO ] [FORECASTER] Starting predict_future for TIMB [2025-09-26T23:10:14.565007] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:14.565857] [DEBUG] [LOCAL ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt [2025-09-26T23:10:14.565916] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:14.565998] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:14.566050] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:14.566112] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:14.584145] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:14.584767] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:14.584850] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:14.584885] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:14.614593] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:14.614727] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:14.614777] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:14.614808] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:14.618375] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=56.74%) [2025-09-26T23:10:14.618676] [INFO ] [FORECASTER] Completed predict_future for TIMB [2025-09-26T23:10:14.618824] [INFO ] [sig ] TIMB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:14.768755] [INFO ] [LOCAL ] Saved forecast: TIMB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TIMB.txt [2025-09-26T23:10:14.769007] [WARN ] [sig ] [1780/2043] Failed TIMB after 0.2s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:14.769086] [INFO ] [sig ] [1781/2043] Forecasting TISI... [2025-09-26T23:10:14.769127] [INFO ] [sig ] Generating forecast for: TISI [2025-09-26T23:10:14.769162] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TISI' from 'https://tdm.silogroup.org/data/derivative_storage/TISI.csv'. [2025-09-26T23:10:14.778786] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TISI'. [2025-09-26T23:10:14.779125] [INFO ] [FORECASTER] Starting predict_future for TISI [2025-09-26T23:10:14.805575] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:14.806392] [DEBUG] [LOCAL ] No optimal features file found for TISI: ./output/feature-sets/TISI.txt [2025-09-26T23:10:14.806451] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:14.806486] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:14.806515] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:14.806573] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:14.824811] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:14.825444] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:14.825530] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:14.825568] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:14.861238] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:14.861441] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:14.861487] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:14.861518] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:14.866304] [DEBUG] [FORECASTER] TISI: Forecast T+1@11:T+2@11: DOWN (p=5.73%) [2025-09-26T23:10:14.866638] [INFO ] [FORECASTER] Completed predict_future for TISI [2025-09-26T23:10:14.866832] [INFO ] [sig ] TISI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:15.021437] [INFO ] [LOCAL ] Saved forecast: TISI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TISI.txt [2025-09-26T23:10:15.021695] [WARN ] [sig ] [1781/2043] Failed TISI after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:15.021780] [INFO ] [sig ] [1782/2043] Forecasting TIXT... [2025-09-26T23:10:15.021821] [INFO ] [sig ] Generating forecast for: TIXT [2025-09-26T23:10:15.021856] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TIXT' from 'https://tdm.silogroup.org/data/derivative_storage/TIXT.csv'. [2025-09-26T23:10:15.032254] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TIXT'. [2025-09-26T23:10:15.032696] [INFO ] [FORECASTER] Starting predict_future for TIXT [2025-09-26T23:10:15.059461] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:15.060308] [DEBUG] [LOCAL ] No optimal features file found for TIXT: ./output/feature-sets/TIXT.txt [2025-09-26T23:10:15.060366] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:15.060400] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:15.060429] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:15.060487] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:15.079788] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:15.080635] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:15.080759] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:15.080797] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:15.116729] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:15.116899] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:15.116942] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:15.116974] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:15.120798] [DEBUG] [FORECASTER] TIXT: Forecast T+1@11:T+2@11: UP (p=69.63%) [2025-09-26T23:10:15.121105] [INFO ] [FORECASTER] Completed predict_future for TIXT [2025-09-26T23:10:15.121254] [INFO ] [sig ] TIXT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:15.280977] [INFO ] [LOCAL ] Saved forecast: TIXT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TIXT.txt [2025-09-26T23:10:15.281323] [WARN ] [sig ] [1782/2043] Failed TIXT after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:15.281411] [INFO ] [sig ] [1783/2043] Forecasting TJX... [2025-09-26T23:10:15.281451] [INFO ] [sig ] Generating forecast for: TJX [2025-09-26T23:10:15.281497] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'. [2025-09-26T23:10:15.292437] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TJX'. [2025-09-26T23:10:15.292928] [INFO ] [FORECASTER] Starting predict_future for TJX [2025-09-26T23:10:15.322173] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:15.323060] [DEBUG] [LOCAL ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt [2025-09-26T23:10:15.323117] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:15.323175] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:15.323231] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:15.323344] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:15.342220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:15.342941] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:15.343076] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:15.343132] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:15.379991] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:15.380118] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:15.380158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:15.380188] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:15.383922] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=54.98%) [2025-09-26T23:10:15.384222] [INFO ] [FORECASTER] Completed predict_future for TJX [2025-09-26T23:10:15.384382] [INFO ] [sig ] TJX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:15.539999] [INFO ] [LOCAL ] Saved forecast: TJX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TJX.txt [2025-09-26T23:10:15.540256] [WARN ] [sig ] [1783/2043] Failed TJX after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:15.540337] [INFO ] [sig ] [1784/2043] Forecasting TK... [2025-09-26T23:10:15.540377] [INFO ] [sig ] Generating forecast for: TK [2025-09-26T23:10:15.540412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'. [2025-09-26T23:10:15.550803] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TK'. [2025-09-26T23:10:15.551159] [INFO ] [FORECASTER] Starting predict_future for TK [2025-09-26T23:10:15.578386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:15.579282] [DEBUG] [LOCAL ] No optimal features file found for TK: ./output/feature-sets/TK.txt [2025-09-26T23:10:15.579341] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:15.579377] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:15.579407] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:15.579465] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:15.602126] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:15.603060] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:15.603168] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:15.603204] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:15.639158] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:15.639323] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:15.639367] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:15.639398] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:15.643078] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=93.80%) [2025-09-26T23:10:15.643372] [INFO ] [FORECASTER] Completed predict_future for TK [2025-09-26T23:10:15.643513] [INFO ] [sig ] TK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:15.798698] [INFO ] [LOCAL ] Saved forecast: TK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TK.txt [2025-09-26T23:10:15.798947] [WARN ] [sig ] [1784/2043] Failed TK after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:15.799025] [INFO ] [sig ] [1785/2043] Forecasting TKC... [2025-09-26T23:10:15.799065] [INFO ] [sig ] Generating forecast for: TKC [2025-09-26T23:10:15.799117] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'. [2025-09-26T23:10:15.809179] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TKC'. [2025-09-26T23:10:15.809533] [INFO ] [FORECASTER] Starting predict_future for TKC [2025-09-26T23:10:15.836038] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:15.836924] [DEBUG] [LOCAL ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt [2025-09-26T23:10:15.836985] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:15.837022] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:15.837052] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:15.837111] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:15.856706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:15.857333] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:15.857419] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:15.857454] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:15.895152] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:15.895298] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:15.895340] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:15.895373] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:15.899267] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: DOWN (p=37.23%) [2025-09-26T23:10:15.899572] [INFO ] [FORECASTER] Completed predict_future for TKC [2025-09-26T23:10:15.899748] [INFO ] [sig ] TKC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:16.059073] [INFO ] [LOCAL ] Saved forecast: TKC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TKC.txt [2025-09-26T23:10:16.059330] [WARN ] [sig ] [1785/2043] Failed TKC after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:16.059422] [INFO ] [sig ] [1786/2043] Forecasting TKO... [2025-09-26T23:10:16.059464] [INFO ] [sig ] Generating forecast for: TKO [2025-09-26T23:10:16.059499] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'. [2025-09-26T23:10:16.069621] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TKO'. [2025-09-26T23:10:16.069981] [INFO ] [FORECASTER] Starting predict_future for TKO [2025-09-26T23:10:16.097343] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:16.098294] [DEBUG] [LOCAL ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt [2025-09-26T23:10:16.098357] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:16.098393] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:16.098423] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:16.098482] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:16.118254] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:16.118967] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:16.119055] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:16.119090] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:16.156126] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:16.156249] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:16.156290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:16.156320] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:16.159849] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=19.90%) [2025-09-26T23:10:16.160140] [INFO ] [FORECASTER] Completed predict_future for TKO [2025-09-26T23:10:16.160317] [INFO ] [sig ] TKO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:16.314403] [INFO ] [LOCAL ] Saved forecast: TKO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TKO.txt [2025-09-26T23:10:16.314674] [WARN ] [sig ] [1786/2043] Failed TKO after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:16.314760] [INFO ] [sig ] [1787/2043] Forecasting TKR... [2025-09-26T23:10:16.314802] [INFO ] [sig ] Generating forecast for: TKR [2025-09-26T23:10:16.314839] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TKR' from 'https://tdm.silogroup.org/data/derivative_storage/TKR.csv'. [2025-09-26T23:10:16.325197] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TKR'. [2025-09-26T23:10:16.325533] [INFO ] [FORECASTER] Starting predict_future for TKR [2025-09-26T23:10:16.353595] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:16.354496] [DEBUG] [LOCAL ] No optimal features file found for TKR: ./output/feature-sets/TKR.txt [2025-09-26T23:10:16.354554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:16.354607] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:16.354639] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:16.354748] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:16.373760] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:16.374438] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:16.374525] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:16.374562] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:16.409838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:16.410003] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:16.410048] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:16.410079] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:16.413805] [DEBUG] [FORECASTER] TKR: Forecast T+1@11:T+2@11: DOWN (p=8.21%) [2025-09-26T23:10:16.414100] [INFO ] [FORECASTER] Completed predict_future for TKR [2025-09-26T23:10:16.414242] [INFO ] [sig ] TKR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:16.574976] [INFO ] [LOCAL ] Saved forecast: TKR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TKR.txt [2025-09-26T23:10:16.575208] [WARN ] [sig ] [1787/2043] Failed TKR after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:16.575286] [INFO ] [sig ] [1788/2043] Forecasting TLK... [2025-09-26T23:10:16.575327] [INFO ] [sig ] Generating forecast for: TLK [2025-09-26T23:10:16.575361] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'. [2025-09-26T23:10:16.580168] [WARN ] [REMOTE ] Historical data not found for symbol 'TLK' (404). [2025-09-26T23:10:16.580385] [FATAL] [sig ] TLK: No historical data fetched. [2025-09-26T23:10:16.580489] [WARN ] [sig ] [1788/2043] Failed TLK after 0.0s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:16.580563] [INFO ] [sig ] [1789/2043] Forecasting TLYS... [2025-09-26T23:10:16.580604] [INFO ] [sig ] Generating forecast for: TLYS [2025-09-26T23:10:16.580637] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'. [2025-09-26T23:10:16.590781] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TLYS'. [2025-09-26T23:10:16.591120] [INFO ] [FORECASTER] Starting predict_future for TLYS [2025-09-26T23:10:16.617983] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:16.618826] [DEBUG] [LOCAL ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt [2025-09-26T23:10:16.618919] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:16.618961] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:16.618992] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:16.619050] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:16.637320] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:16.637952] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:16.638038] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:16.638073] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:16.674265] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:16.674380] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:16.674420] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:16.674451] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:16.677932] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: UP (p=64.72%) [2025-09-26T23:10:16.678216] [INFO ] [FORECASTER] Completed predict_future for TLYS [2025-09-26T23:10:16.678354] [INFO ] [sig ] TLYS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:16.843749] [INFO ] [LOCAL ] Saved forecast: TLYS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TLYS.txt [2025-09-26T23:10:16.844154] [WARN ] [sig ] [1789/2043] Failed TLYS after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:16.844271] [INFO ] [sig ] [1790/2043] Forecasting TM... [2025-09-26T23:10:16.844367] [INFO ] [sig ] Generating forecast for: TM [2025-09-26T23:10:16.844437] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'. [2025-09-26T23:10:16.855719] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TM'. [2025-09-26T23:10:16.856089] [INFO ] [FORECASTER] Starting predict_future for TM [2025-09-26T23:10:16.884233] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:16.885084] [DEBUG] [LOCAL ] No optimal features file found for TM: ./output/feature-sets/TM.txt [2025-09-26T23:10:16.885142] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:16.885179] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:16.885209] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:16.885269] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:16.906696] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:16.907734] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:16.907866] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:16.907922] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:16.945098] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:16.945244] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:16.945287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:16.945318] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:16.949114] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=22.33%) [2025-09-26T23:10:16.949412] [INFO ] [FORECASTER] Completed predict_future for TM [2025-09-26T23:10:16.949551] [INFO ] [sig ] TM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:17.108534] [INFO ] [LOCAL ] Saved forecast: TM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TM.txt [2025-09-26T23:10:17.108807] [WARN ] [sig ] [1790/2043] Failed TM after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:17.108891] [INFO ] [sig ] [1791/2043] Forecasting TME... [2025-09-26T23:10:17.108934] [INFO ] [sig ] Generating forecast for: TME [2025-09-26T23:10:17.108974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'. [2025-09-26T23:10:17.119735] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TME'. [2025-09-26T23:10:17.120061] [INFO ] [FORECASTER] Starting predict_future for TME [2025-09-26T23:10:17.148461] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:17.149254] [DEBUG] [LOCAL ] No optimal features file found for TME: ./output/feature-sets/TME.txt [2025-09-26T23:10:17.149312] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:17.149348] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:17.149377] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:17.149440] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:17.169302] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:17.170007] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:17.170094] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:17.170128] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:17.208758] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:17.208926] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:17.208970] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:17.209000] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:17.212795] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: UP (p=62.85%) [2025-09-26T23:10:17.213132] [INFO ] [FORECASTER] Completed predict_future for TME [2025-09-26T23:10:17.213282] [INFO ] [sig ] TME: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:17.372378] [INFO ] [LOCAL ] Saved forecast: TME 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TME.txt [2025-09-26T23:10:17.372604] [WARN ] [sig ] [1791/2043] Failed TME after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:17.372704] [INFO ] [sig ] [1792/2043] Forecasting TMHC... [2025-09-26T23:10:17.372747] [INFO ] [sig ] Generating forecast for: TMHC [2025-09-26T23:10:17.372781] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'. [2025-09-26T23:10:17.382891] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TMHC'. [2025-09-26T23:10:17.383172] [INFO ] [FORECASTER] Starting predict_future for TMHC [2025-09-26T23:10:17.411203] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:17.412037] [DEBUG] [LOCAL ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt [2025-09-26T23:10:17.412095] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:17.412131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:17.412162] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:17.412221] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:17.430775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:17.431327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:17.431409] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:17.431442] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:17.469690] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:17.469795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:17.469840] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:17.470366] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:17.475062] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=79.26%) [2025-09-26T23:10:17.475346] [INFO ] [FORECASTER] Completed predict_future for TMHC [2025-09-26T23:10:17.475522] [INFO ] [sig ] TMHC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:17.632948] [INFO ] [LOCAL ] Saved forecast: TMHC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TMHC.txt [2025-09-26T23:10:17.633631] [WARN ] [sig ] [1792/2043] Failed TMHC after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.1m [2025-09-26T23:10:17.633748] [INFO ] [sig ] [1793/2043] Forecasting TMO... [2025-09-26T23:10:17.633792] [INFO ] [sig ] Generating forecast for: TMO [2025-09-26T23:10:17.633830] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TMO' from 'https://tdm.silogroup.org/data/derivative_storage/TMO.csv'. [2025-09-26T23:10:17.645106] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TMO'. [2025-09-26T23:10:17.645589] [INFO ] [FORECASTER] Starting predict_future for TMO [2025-09-26T23:10:17.673038] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:17.673934] [DEBUG] [LOCAL ] No optimal features file found for TMO: ./output/feature-sets/TMO.txt [2025-09-26T23:10:17.673997] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:17.674054] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:17.674086] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:17.674145] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:17.692991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:17.693961] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:17.694063] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:17.694100] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:17.733234] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:17.733385] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:17.733428] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:17.733459] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:17.737279] [DEBUG] [FORECASTER] TMO: Forecast T+1@11:T+2@11: UP (p=83.09%) [2025-09-26T23:10:17.737589] [INFO ] [FORECASTER] Completed predict_future for TMO [2025-09-26T23:10:17.737780] [INFO ] [sig ] TMO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:17.896836] [INFO ] [LOCAL ] Saved forecast: TMO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TMO.txt [2025-09-26T23:10:17.897145] [WARN ] [sig ] [1793/2043] Failed TMO after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:17.897227] [INFO ] [sig ] [1794/2043] Forecasting TNC... [2025-09-26T23:10:17.897274] [INFO ] [sig ] Generating forecast for: TNC [2025-09-26T23:10:17.897312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'. [2025-09-26T23:10:17.907766] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNC'. [2025-09-26T23:10:17.908124] [INFO ] [FORECASTER] Starting predict_future for TNC [2025-09-26T23:10:17.934433] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:17.935225] [DEBUG] [LOCAL ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt [2025-09-26T23:10:17.935281] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:17.935316] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:17.935344] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:17.935402] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:17.953831] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:17.954504] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:17.954590] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:17.954624] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:17.993420] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:17.993588] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:17.993633] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:17.993706] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:17.997525] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=23.67%) [2025-09-26T23:10:17.997874] [INFO ] [FORECASTER] Completed predict_future for TNC [2025-09-26T23:10:17.998034] [INFO ] [sig ] TNC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:18.146864] [INFO ] [LOCAL ] Saved forecast: TNC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TNC.txt [2025-09-26T23:10:18.147119] [WARN ] [sig ] [1794/2043] Failed TNC after 0.2s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:18.147198] [INFO ] [sig ] [1795/2043] Forecasting TNET... [2025-09-26T23:10:18.147238] [INFO ] [sig ] Generating forecast for: TNET [2025-09-26T23:10:18.147273] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNET' from 'https://tdm.silogroup.org/data/derivative_storage/TNET.csv'. [2025-09-26T23:10:18.157808] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNET'. [2025-09-26T23:10:18.158213] [INFO ] [FORECASTER] Starting predict_future for TNET [2025-09-26T23:10:18.184882] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:18.185748] [DEBUG] [LOCAL ] No optimal features file found for TNET: ./output/feature-sets/TNET.txt [2025-09-26T23:10:18.185812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:18.185848] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:18.185878] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:18.185938] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:18.203919] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:18.204706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:18.204804] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:18.204839] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:18.244332] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:18.244518] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:18.244562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:18.244592] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:18.248446] [DEBUG] [FORECASTER] TNET: Forecast T+1@11:T+2@11: UP (p=98.14%) [2025-09-26T23:10:18.248789] [INFO ] [FORECASTER] Completed predict_future for TNET [2025-09-26T23:10:18.248945] [INFO ] [sig ] TNET: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:18.414173] [INFO ] [LOCAL ] Saved forecast: TNET 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TNET.txt [2025-09-26T23:10:18.414931] [WARN ] [sig ] [1795/2043] Failed TNET after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:18.415027] [INFO ] [sig ] [1796/2043] Forecasting TNK... [2025-09-26T23:10:18.415070] [INFO ] [sig ] Generating forecast for: TNK [2025-09-26T23:10:18.415109] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'. [2025-09-26T23:10:18.425889] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNK'. [2025-09-26T23:10:18.426294] [INFO ] [FORECASTER] Starting predict_future for TNK [2025-09-26T23:10:18.454547] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:18.455446] [DEBUG] [LOCAL ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt [2025-09-26T23:10:18.455508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:18.455546] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:18.455575] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:18.455636] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:18.475093] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:18.476121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:18.476224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:18.476262] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:18.517408] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:18.517599] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:18.517672] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:18.517729] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:18.521630] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=59.84%) [2025-09-26T23:10:18.521989] [INFO ] [FORECASTER] Completed predict_future for TNK [2025-09-26T23:10:18.522145] [INFO ] [sig ] TNK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:18.693046] [INFO ] [LOCAL ] Saved forecast: TNK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TNK.txt [2025-09-26T23:10:18.693361] [WARN ] [sig ] [1796/2043] Failed TNK after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:18.693456] [INFO ] [sig ] [1797/2043] Forecasting TNL... [2025-09-26T23:10:18.693497] [INFO ] [sig ] Generating forecast for: TNL [2025-09-26T23:10:18.693533] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'. [2025-09-26T23:10:18.704461] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TNL'. [2025-09-26T23:10:18.704887] [INFO ] [FORECASTER] Starting predict_future for TNL [2025-09-26T23:10:18.732818] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:18.733612] [DEBUG] [LOCAL ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt [2025-09-26T23:10:18.733694] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:18.733741] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:18.733773] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:18.733835] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:18.752610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:18.753263] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:18.753348] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:18.753384] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:18.793629] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:18.793785] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:18.793830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:18.793859] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:18.797449] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=10.23%) [2025-09-26T23:10:18.797788] [INFO ] [FORECASTER] Completed predict_future for TNL [2025-09-26T23:10:18.797939] [INFO ] [sig ] TNL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:18.946959] [INFO ] [LOCAL ] Saved forecast: TNL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TNL.txt [2025-09-26T23:10:18.947227] [WARN ] [sig ] [1797/2043] Failed TNL after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:18.947312] [INFO ] [sig ] [1798/2043] Forecasting TOL... [2025-09-26T23:10:18.947354] [INFO ] [sig ] Generating forecast for: TOL [2025-09-26T23:10:18.947389] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'. [2025-09-26T23:10:18.957795] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TOL'. [2025-09-26T23:10:18.958121] [INFO ] [FORECASTER] Starting predict_future for TOL [2025-09-26T23:10:18.984457] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:18.985295] [DEBUG] [LOCAL ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt [2025-09-26T23:10:18.985354] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:18.985390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:18.985420] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:18.985478] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:19.008007] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:19.009577] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:19.009816] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:19.009872] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:19.052526] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:19.052729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:19.052785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:19.052817] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:19.056548] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=90.30%) [2025-09-26T23:10:19.056879] [INFO ] [FORECASTER] Completed predict_future for TOL [2025-09-26T23:10:19.057056] [INFO ] [sig ] TOL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:19.208388] [INFO ] [LOCAL ] Saved forecast: TOL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TOL.txt [2025-09-26T23:10:19.208710] [WARN ] [sig ] [1798/2043] Failed TOL after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:19.208805] [INFO ] [sig ] [1799/2043] Forecasting TOST... [2025-09-26T23:10:19.208861] [INFO ] [sig ] Generating forecast for: TOST [2025-09-26T23:10:19.208900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TOST' from 'https://tdm.silogroup.org/data/derivative_storage/TOST.csv'. [2025-09-26T23:10:19.220056] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TOST'. [2025-09-26T23:10:19.220398] [INFO ] [FORECASTER] Starting predict_future for TOST [2025-09-26T23:10:19.248119] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:19.248938] [DEBUG] [LOCAL ] No optimal features file found for TOST: ./output/feature-sets/TOST.txt [2025-09-26T23:10:19.249000] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:19.249037] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:19.249067] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:19.249126] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:19.268578] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:19.269237] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:19.269323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:19.269410] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:19.308885] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:19.309031] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:19.309072] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:19.309102] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:19.312796] [DEBUG] [FORECASTER] TOST: Forecast T+1@11:T+2@11: DOWN (p=10.04%) [2025-09-26T23:10:19.313079] [INFO ] [FORECASTER] Completed predict_future for TOST [2025-09-26T23:10:19.313229] [INFO ] [sig ] TOST: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:19.498814] [INFO ] [LOCAL ] Saved forecast: TOST 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TOST.txt [2025-09-26T23:10:19.499065] [WARN ] [sig ] [1799/2043] Failed TOST after 0.3s | 3.97 sym/s | Total: 7.5m | ETA: 1.0m [2025-09-26T23:10:19.499146] [INFO ] [sig ] [1800/2043] Forecasting TPB... [2025-09-26T23:10:19.499187] [INFO ] [sig ] Generating forecast for: TPB [2025-09-26T23:10:19.499222] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'. [2025-09-26T23:10:19.510938] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPB'. [2025-09-26T23:10:19.511280] [INFO ] [FORECASTER] Starting predict_future for TPB [2025-09-26T23:10:19.546068] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:19.547147] [DEBUG] [LOCAL ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt [2025-09-26T23:10:19.547212] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:19.547270] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:19.547303] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:19.547363] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:19.568468] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:19.569247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:19.569356] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:19.569432] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:19.619974] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:19.620142] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:19.620226] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:19.620298] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:19.624452] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=67.19%) [2025-09-26T23:10:19.624885] [INFO ] [FORECASTER] Completed predict_future for TPB [2025-09-26T23:10:19.625066] [INFO ] [sig ] TPB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:19.805430] [INFO ] [LOCAL ] Saved forecast: TPB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TPB.txt [2025-09-26T23:10:19.805724] [WARN ] [sig ] [1800/2043] Failed TPB after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 1.0m [2025-09-26T23:10:19.805865] [INFO ] [sig ] [1801/2043] Forecasting TPC... [2025-09-26T23:10:19.805908] [INFO ] [sig ] Generating forecast for: TPC [2025-09-26T23:10:19.805956] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'. [2025-09-26T23:10:19.819853] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPC'. [2025-09-26T23:10:19.820219] [INFO ] [FORECASTER] Starting predict_future for TPC [2025-09-26T23:10:19.847808] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:19.848566] [DEBUG] [LOCAL ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt [2025-09-26T23:10:19.848622] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:19.849157] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:19.849203] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:19.849264] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:19.868069] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:19.868675] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:19.868761] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:19.868796] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:19.909481] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:19.909682] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:19.909746] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:19.909780] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:19.913778] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=96.41%) [2025-09-26T23:10:19.914080] [INFO ] [FORECASTER] Completed predict_future for TPC [2025-09-26T23:10:19.914260] [INFO ] [sig ] TPC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:20.071540] [INFO ] [LOCAL ] Saved forecast: TPC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TPC.txt [2025-09-26T23:10:20.071839] [WARN ] [sig ] [1801/2043] Failed TPC after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 1.0m [2025-09-26T23:10:20.071924] [INFO ] [sig ] [1802/2043] Forecasting TPH... [2025-09-26T23:10:20.071966] [INFO ] [sig ] Generating forecast for: TPH [2025-09-26T23:10:20.072001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'. [2025-09-26T23:10:20.082764] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPH'. [2025-09-26T23:10:20.083147] [INFO ] [FORECASTER] Starting predict_future for TPH [2025-09-26T23:10:20.111316] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:20.112256] [DEBUG] [LOCAL ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt [2025-09-26T23:10:20.112317] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:20.112353] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:20.112384] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:20.112443] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:20.131700] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:20.132539] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:20.132636] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:20.132715] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:20.168835] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:20.168981] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:20.169059] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:20.169108] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:20.172777] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=16.76%) [2025-09-26T23:10:20.173081] [INFO ] [FORECASTER] Completed predict_future for TPH [2025-09-26T23:10:20.173223] [INFO ] [sig ] TPH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:20.327870] [INFO ] [LOCAL ] Saved forecast: TPH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TPH.txt [2025-09-26T23:10:20.328163] [WARN ] [sig ] [1802/2043] Failed TPH after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 1.0m [2025-09-26T23:10:20.328243] [INFO ] [sig ] [1803/2043] Forecasting TPL... [2025-09-26T23:10:20.328326] [INFO ] [sig ] Generating forecast for: TPL [2025-09-26T23:10:20.328369] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'. [2025-09-26T23:10:20.339174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPL'. [2025-09-26T23:10:20.339524] [INFO ] [FORECASTER] Starting predict_future for TPL [2025-09-26T23:10:20.366820] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:20.367817] [DEBUG] [LOCAL ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt [2025-09-26T23:10:20.367875] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:20.367909] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:20.367937] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:20.367993] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:20.386856] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:20.387415] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:20.387497] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:20.387531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:20.422248] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:20.422431] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:20.422479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:20.422512] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:20.426245] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=2.92%) [2025-09-26T23:10:20.426610] [INFO ] [FORECASTER] Completed predict_future for TPL [2025-09-26T23:10:20.426820] [INFO ] [sig ] TPL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:20.585673] [INFO ] [LOCAL ] Saved forecast: TPL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TPL.txt [2025-09-26T23:10:20.586614] [WARN ] [sig ] [1803/2043] Failed TPL after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 1.0m [2025-09-26T23:10:20.586748] [INFO ] [sig ] [1804/2043] Forecasting TPR... [2025-09-26T23:10:20.586806] [INFO ] [sig ] Generating forecast for: TPR [2025-09-26T23:10:20.586859] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPR' from 'https://tdm.silogroup.org/data/derivative_storage/TPR.csv'. [2025-09-26T23:10:20.604576] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPR'. [2025-09-26T23:10:20.605124] [INFO ] [FORECASTER] Starting predict_future for TPR [2025-09-26T23:10:20.634678] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:20.635562] [DEBUG] [LOCAL ] No optimal features file found for TPR: ./output/feature-sets/TPR.txt [2025-09-26T23:10:20.635633] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:20.635732] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:20.635789] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:20.635871] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:20.654762] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:20.655839] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:20.656191] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:20.656249] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:20.701948] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:20.702132] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:20.702180] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:20.702214] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:20.706776] [DEBUG] [FORECASTER] TPR: Forecast T+1@11:T+2@11: DOWN (p=34.67%) [2025-09-26T23:10:20.707175] [INFO ] [FORECASTER] Completed predict_future for TPR [2025-09-26T23:10:20.707342] [INFO ] [sig ] TPR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:20.862224] [INFO ] [LOCAL ] Saved forecast: TPR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TPR.txt [2025-09-26T23:10:20.862487] [WARN ] [sig ] [1804/2043] Failed TPR after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 1.0m [2025-09-26T23:10:20.862579] [INFO ] [sig ] [1805/2043] Forecasting TPVG... [2025-09-26T23:10:20.862621] [INFO ] [sig ] Generating forecast for: TPVG [2025-09-26T23:10:20.862690] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'. [2025-09-26T23:10:20.873369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPVG'. [2025-09-26T23:10:20.873738] [INFO ] [FORECASTER] Starting predict_future for TPVG [2025-09-26T23:10:20.901280] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:20.902066] [DEBUG] [LOCAL ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt [2025-09-26T23:10:20.902124] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:20.902159] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:20.902189] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:20.902249] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:20.922137] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:20.922778] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:20.922866] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:20.922902] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:20.965455] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:20.965616] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:20.965737] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:20.965783] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:20.969753] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=67.27%) [2025-09-26T23:10:20.970047] [INFO ] [FORECASTER] Completed predict_future for TPVG [2025-09-26T23:10:20.970190] [INFO ] [sig ] TPVG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:21.120440] [INFO ] [LOCAL ] Saved forecast: TPVG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TPVG.txt [2025-09-26T23:10:21.120772] [WARN ] [sig ] [1805/2043] Failed TPVG after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 59.9s [2025-09-26T23:10:21.120856] [INFO ] [sig ] [1806/2043] Forecasting TPYP... [2025-09-26T23:10:21.120895] [INFO ] [sig ] Generating forecast for: TPYP [2025-09-26T23:10:21.120930] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'. [2025-09-26T23:10:21.130708] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TPYP'. [2025-09-26T23:10:21.131054] [INFO ] [FORECASTER] Starting predict_future for TPYP [2025-09-26T23:10:21.158610] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:21.159461] [DEBUG] [LOCAL ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt [2025-09-26T23:10:21.159531] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:21.159568] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:21.159675] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:21.159759] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:21.178049] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:21.178688] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:21.178776] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:21.178810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:21.213164] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:21.213338] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:21.213385] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:21.213416] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:21.217297] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=1.33%) [2025-09-26T23:10:21.217748] [INFO ] [FORECASTER] Completed predict_future for TPYP [2025-09-26T23:10:21.217911] [INFO ] [sig ] TPYP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:21.379537] [INFO ] [LOCAL ] Saved forecast: TPYP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TPYP.txt [2025-09-26T23:10:21.379807] [WARN ] [sig ] [1806/2043] Failed TPYP after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 59.7s [2025-09-26T23:10:21.379905] [INFO ] [sig ] [1807/2043] Forecasting TPZ... [2025-09-26T23:10:21.379946] [INFO ] [sig ] Generating forecast for: TPZ [2025-09-26T23:10:21.379982] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'. [2025-09-26T23:10:21.391118] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'TPZ'. [2025-09-26T23:10:21.391444] [INFO ] [FORECASTER] Starting predict_future for TPZ [2025-09-26T23:10:21.419492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:21.420355] [DEBUG] [LOCAL ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt [2025-09-26T23:10:21.420417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:21.420453] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:21.420501] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:21.420562] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:21.439358] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:21.440035] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:21.440137] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:21.440193] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:21.472927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:21.473079] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:21.473121] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:21.473160] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:21.477095] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=36.36%) [2025-09-26T23:10:21.477415] [INFO ] [FORECASTER] Completed predict_future for TPZ [2025-09-26T23:10:21.477556] [INFO ] [sig ] TPZ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:21.633508] [INFO ] [LOCAL ] Saved forecast: TPZ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TPZ.txt [2025-09-26T23:10:21.633800] [WARN ] [sig ] [1807/2043] Failed TPZ after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 59.4s [2025-09-26T23:10:21.633883] [INFO ] [sig ] [1808/2043] Forecasting TR... [2025-09-26T23:10:21.633924] [INFO ] [sig ] Generating forecast for: TR [2025-09-26T23:10:21.633960] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TR' from 'https://tdm.silogroup.org/data/derivative_storage/TR.csv'. [2025-09-26T23:10:21.644368] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TR'. [2025-09-26T23:10:21.644727] [INFO ] [FORECASTER] Starting predict_future for TR [2025-09-26T23:10:21.672258] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:21.673094] [DEBUG] [LOCAL ] No optimal features file found for TR: ./output/feature-sets/TR.txt [2025-09-26T23:10:21.673155] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:21.673191] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:21.673220] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:21.673279] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:21.692171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:21.693001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:21.693113] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:21.693163] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:21.727345] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:21.727493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:21.727535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:21.727565] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:21.731250] [DEBUG] [FORECASTER] TR: Forecast T+1@11:T+2@11: DOWN (p=47.73%) [2025-09-26T23:10:21.731541] [INFO ] [FORECASTER] Completed predict_future for TR [2025-09-26T23:10:21.731713] [INFO ] [sig ] TR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:21.887988] [INFO ] [LOCAL ] Saved forecast: TR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TR.txt [2025-09-26T23:10:21.888263] [WARN ] [sig ] [1808/2043] Failed TR after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 59.2s [2025-09-26T23:10:21.888346] [INFO ] [sig ] [1809/2043] Forecasting TRAK... [2025-09-26T23:10:21.888387] [INFO ] [sig ] Generating forecast for: TRAK [2025-09-26T23:10:21.888422] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRAK' from 'https://tdm.silogroup.org/data/derivative_storage/TRAK.csv'. [2025-09-26T23:10:21.899306] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRAK'. [2025-09-26T23:10:21.899781] [INFO ] [FORECASTER] Starting predict_future for TRAK [2025-09-26T23:10:21.927267] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:21.928227] [DEBUG] [LOCAL ] No optimal features file found for TRAK: ./output/feature-sets/TRAK.txt [2025-09-26T23:10:21.928286] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:21.928321] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:21.928350] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:21.928409] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:21.947077] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:21.947987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:21.948081] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:21.948118] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:21.990070] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:21.990282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:21.990360] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:21.990430] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:21.994556] [DEBUG] [FORECASTER] TRAK: Forecast T+1@11:T+2@11: DOWN (p=4.78%) [2025-09-26T23:10:21.995394] [INFO ] [FORECASTER] Completed predict_future for TRAK [2025-09-26T23:10:21.995599] [INFO ] [sig ] TRAK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:22.176276] [INFO ] [LOCAL ] Saved forecast: TRAK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TRAK.txt [2025-09-26T23:10:22.176596] [WARN ] [sig ] [1809/2043] Failed TRAK after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 58.9s [2025-09-26T23:10:22.176753] [INFO ] [sig ] [1810/2043] Forecasting TRC... [2025-09-26T23:10:22.176796] [INFO ] [sig ] Generating forecast for: TRC [2025-09-26T23:10:22.176843] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'. [2025-09-26T23:10:22.189583] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRC'. [2025-09-26T23:10:22.190018] [INFO ] [FORECASTER] Starting predict_future for TRC [2025-09-26T23:10:22.217633] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:22.218468] [DEBUG] [LOCAL ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt [2025-09-26T23:10:22.218541] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:22.218597] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:22.218631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:22.218731] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:22.237452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:22.238255] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:22.238346] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:22.238381] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:22.275194] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:22.275344] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:22.275390] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:22.275423] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:22.279269] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: UP (p=81.62%) [2025-09-26T23:10:22.279569] [INFO ] [FORECASTER] Completed predict_future for TRC [2025-09-26T23:10:22.279750] [INFO ] [sig ] TRC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:22.485397] [INFO ] [LOCAL ] Saved forecast: TRC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TRC.txt [2025-09-26T23:10:22.485747] [WARN ] [sig ] [1810/2043] Failed TRC after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 58.7s [2025-09-26T23:10:22.485865] [INFO ] [sig ] [1811/2043] Forecasting TREX... [2025-09-26T23:10:22.485947] [INFO ] [sig ] Generating forecast for: TREX [2025-09-26T23:10:22.486034] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'. [2025-09-26T23:10:22.499751] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TREX'. [2025-09-26T23:10:22.500118] [INFO ] [FORECASTER] Starting predict_future for TREX [2025-09-26T23:10:22.527520] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:22.528364] [DEBUG] [LOCAL ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt [2025-09-26T23:10:22.528422] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:22.528458] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:22.528488] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:22.528547] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:22.547480] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:22.548129] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:22.548217] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:22.548253] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:22.587873] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:22.587994] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:22.588035] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:22.588065] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:22.591592] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=26.32%) [2025-09-26T23:10:22.591924] [INFO ] [FORECASTER] Completed predict_future for TREX [2025-09-26T23:10:22.592072] [INFO ] [sig ] TREX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:22.747016] [INFO ] [LOCAL ] Saved forecast: TREX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TREX.txt [2025-09-26T23:10:22.747329] [WARN ] [sig ] [1811/2043] Failed TREX after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 58.4s [2025-09-26T23:10:22.747412] [INFO ] [sig ] [1812/2043] Forecasting TRGP... [2025-09-26T23:10:22.747453] [INFO ] [sig ] Generating forecast for: TRGP [2025-09-26T23:10:22.747498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'. [2025-09-26T23:10:22.758081] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRGP'. [2025-09-26T23:10:22.758422] [INFO ] [FORECASTER] Starting predict_future for TRGP [2025-09-26T23:10:22.785134] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:22.785955] [DEBUG] [LOCAL ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt [2025-09-26T23:10:22.786071] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:22.786131] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:22.786165] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:22.786226] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:22.804916] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:22.805524] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:22.805613] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:22.805685] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:22.841284] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:22.841465] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:22.841533] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:22.841567] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:22.845572] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=80.64%) [2025-09-26T23:10:22.845954] [INFO ] [FORECASTER] Completed predict_future for TRGP [2025-09-26T23:10:22.846118] [INFO ] [sig ] TRGP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:23.001793] [INFO ] [LOCAL ] Saved forecast: TRGP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TRGP.txt [2025-09-26T23:10:23.002015] [WARN ] [sig ] [1812/2043] Failed TRGP after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 58.2s [2025-09-26T23:10:23.002093] [INFO ] [sig ] [1813/2043] Forecasting TRN... [2025-09-26T23:10:23.002147] [INFO ] [sig ] Generating forecast for: TRN [2025-09-26T23:10:23.002203] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'. [2025-09-26T23:10:23.012545] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRN'. [2025-09-26T23:10:23.012917] [INFO ] [FORECASTER] Starting predict_future for TRN [2025-09-26T23:10:23.039784] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:23.040589] [DEBUG] [LOCAL ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt [2025-09-26T23:10:23.040675] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:23.040730] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:23.040763] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:23.040822] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:23.060720] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:23.061277] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:23.061363] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:23.061397] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:23.102808] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:23.102986] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:23.103047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:23.103101] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:23.107119] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=84.69%) [2025-09-26T23:10:23.107466] [INFO ] [FORECASTER] Completed predict_future for TRN [2025-09-26T23:10:23.107636] [INFO ] [sig ] TRN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:23.264435] [INFO ] [LOCAL ] Saved forecast: TRN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TRN.txt [2025-09-26T23:10:23.264705] [WARN ] [sig ] [1813/2043] Failed TRN after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 57.9s [2025-09-26T23:10:23.264789] [INFO ] [sig ] [1814/2043] Forecasting TRNO... [2025-09-26T23:10:23.264829] [INFO ] [sig ] Generating forecast for: TRNO [2025-09-26T23:10:23.264864] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'. [2025-09-26T23:10:23.278011] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRNO'. [2025-09-26T23:10:23.278433] [INFO ] [FORECASTER] Starting predict_future for TRNO [2025-09-26T23:10:23.305562] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:23.306445] [DEBUG] [LOCAL ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt [2025-09-26T23:10:23.306507] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:23.306543] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:23.306590] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:23.306671] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:23.324610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:23.325465] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:23.325557] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:23.325591] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:23.359200] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:23.359365] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:23.359411] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:23.359448] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:23.363183] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=79.85%) [2025-09-26T23:10:23.363489] [INFO ] [FORECASTER] Completed predict_future for TRNO [2025-09-26T23:10:23.363673] [INFO ] [sig ] TRNO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:23.517892] [INFO ] [LOCAL ] Saved forecast: TRNO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TRNO.txt [2025-09-26T23:10:23.518179] [WARN ] [sig ] [1814/2043] Failed TRNO after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 57.7s [2025-09-26T23:10:23.518258] [INFO ] [sig ] [1815/2043] Forecasting TROX... [2025-09-26T23:10:23.518299] [INFO ] [sig ] Generating forecast for: TROX [2025-09-26T23:10:23.518333] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'. [2025-09-26T23:10:23.530011] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TROX'. [2025-09-26T23:10:23.530579] [INFO ] [FORECASTER] Starting predict_future for TROX [2025-09-26T23:10:23.557813] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:23.558559] [DEBUG] [LOCAL ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt [2025-09-26T23:10:23.558614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:23.558681] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:23.558730] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:23.558791] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:23.576838] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:23.577420] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:23.577503] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:23.577538] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:23.623021] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:23.623128] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:23.623168] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:23.623200] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:23.627084] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=75.65%) [2025-09-26T23:10:23.627386] [INFO ] [FORECASTER] Completed predict_future for TROX [2025-09-26T23:10:23.627532] [INFO ] [sig ] TROX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:23.777166] [INFO ] [LOCAL ] Saved forecast: TROX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TROX.txt [2025-09-26T23:10:23.777393] [WARN ] [sig ] [1815/2043] Failed TROX after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 57.4s [2025-09-26T23:10:23.777472] [INFO ] [sig ] [1816/2043] Forecasting TRP... [2025-09-26T23:10:23.777512] [INFO ] [sig ] Generating forecast for: TRP [2025-09-26T23:10:23.777554] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'. [2025-09-26T23:10:23.788701] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRP'. [2025-09-26T23:10:23.789367] [INFO ] [FORECASTER] Starting predict_future for TRP [2025-09-26T23:10:23.821418] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:23.822376] [DEBUG] [LOCAL ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt [2025-09-26T23:10:23.822436] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:23.822472] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:23.822503] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:23.822582] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:23.842280] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:23.843204] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:23.843296] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:23.843331] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:23.880910] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:23.881143] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:23.881221] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:23.881266] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:23.888366] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=93.57%) [2025-09-26T23:10:23.888775] [INFO ] [FORECASTER] Completed predict_future for TRP [2025-09-26T23:10:23.888938] [INFO ] [sig ] TRP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:24.049913] [INFO ] [LOCAL ] Saved forecast: TRP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TRP.txt [2025-09-26T23:10:24.050168] [WARN ] [sig ] [1816/2043] Failed TRP after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 57.2s [2025-09-26T23:10:24.050246] [INFO ] [sig ] [1817/2043] Forecasting TRTX... [2025-09-26T23:10:24.050290] [INFO ] [sig ] Generating forecast for: TRTX [2025-09-26T23:10:24.050326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'. [2025-09-26T23:10:24.061054] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TRTX'. [2025-09-26T23:10:24.061492] [INFO ] [FORECASTER] Starting predict_future for TRTX [2025-09-26T23:10:24.089963] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:24.090830] [DEBUG] [LOCAL ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt [2025-09-26T23:10:24.090889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:24.090925] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:24.090956] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:24.091014] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:24.110465] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:24.111421] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:24.111549] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:24.111622] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:24.146047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:24.146206] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:24.146249] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:24.146278] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:24.150299] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=98.58%) [2025-09-26T23:10:24.150632] [INFO ] [FORECASTER] Completed predict_future for TRTX [2025-09-26T23:10:24.150823] [INFO ] [sig ] TRTX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:24.324507] [INFO ] [LOCAL ] Saved forecast: TRTX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TRTX.txt [2025-09-26T23:10:24.324837] [WARN ] [sig ] [1817/2043] Failed TRTX after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 56.9s [2025-09-26T23:10:24.324924] [INFO ] [sig ] [1818/2043] Forecasting TRU... [2025-09-26T23:10:24.324965] [INFO ] [sig ] Generating forecast for: TRU [2025-09-26T23:10:24.325001] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRU' from 'https://tdm.silogroup.org/data/derivative_storage/TRU.csv'. [2025-09-26T23:10:24.335940] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'TRU'. [2025-09-26T23:10:24.336306] [INFO ] [FORECASTER] Starting predict_future for TRU [2025-09-26T23:10:24.364207] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:24.364995] [DEBUG] [LOCAL ] No optimal features file found for TRU: ./output/feature-sets/TRU.txt [2025-09-26T23:10:24.365052] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:24.365086] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:24.365114] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:24.365178] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:24.383202] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:24.383862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:24.383947] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:24.383982] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:24.422995] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:24.423098] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:24.423136] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:24.423164] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:24.426530] [DEBUG] [FORECASTER] TRU: Forecast T+1@11:T+2@11: DOWN (p=9.92%) [2025-09-26T23:10:24.426843] [INFO ] [FORECASTER] Completed predict_future for TRU [2025-09-26T23:10:24.426993] [INFO ] [sig ] TRU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:24.577991] [INFO ] [LOCAL ] Saved forecast: TRU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TRU.txt [2025-09-26T23:10:24.578263] [WARN ] [sig ] [1818/2043] Failed TRU after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 56.7s [2025-09-26T23:10:24.578345] [INFO ] [sig ] [1819/2043] Forecasting TRV... [2025-09-26T23:10:24.578388] [INFO ] [sig ] Generating forecast for: TRV [2025-09-26T23:10:24.578423] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TRV' from 'https://tdm.silogroup.org/data/derivative_storage/TRV.csv'. [2025-09-26T23:10:24.583854] [WARN ] [REMOTE ] Historical data not found for symbol 'TRV' (404). [2025-09-26T23:10:24.584186] [FATAL] [sig ] TRV: No historical data fetched. [2025-09-26T23:10:24.584285] [WARN ] [sig ] [1819/2043] Failed TRV after 0.0s | 3.97 sym/s | Total: 7.6m | ETA: 56.4s [2025-09-26T23:10:24.584354] [INFO ] [sig ] [1820/2043] Forecasting TS... [2025-09-26T23:10:24.584397] [INFO ] [sig ] Generating forecast for: TS [2025-09-26T23:10:24.584432] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'. [2025-09-26T23:10:24.595637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TS'. [2025-09-26T23:10:24.596438] [INFO ] [FORECASTER] Starting predict_future for TS [2025-09-26T23:10:24.624725] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:24.625665] [DEBUG] [LOCAL ] No optimal features file found for TS: ./output/feature-sets/TS.txt [2025-09-26T23:10:24.625729] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:24.625794] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:24.625835] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:24.625898] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:24.645240] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:24.646556] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:24.646700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:24.646757] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:24.703215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:24.703484] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:24.703538] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:24.703571] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:24.708245] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: DOWN (p=17.32%) [2025-09-26T23:10:24.708632] [INFO ] [FORECASTER] Completed predict_future for TS [2025-09-26T23:10:24.708844] [INFO ] [sig ] TS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:24.876278] [INFO ] [LOCAL ] Saved forecast: TS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TS.txt [2025-09-26T23:10:24.876616] [WARN ] [sig ] [1820/2043] Failed TS after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 56.1s [2025-09-26T23:10:24.876730] [INFO ] [sig ] [1821/2043] Forecasting TSE... [2025-09-26T23:10:24.876800] [INFO ] [sig ] Generating forecast for: TSE [2025-09-26T23:10:24.876857] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSE' from 'https://tdm.silogroup.org/data/derivative_storage/TSE.csv'. [2025-09-26T23:10:24.887403] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSE'. [2025-09-26T23:10:24.887904] [INFO ] [FORECASTER] Starting predict_future for TSE [2025-09-26T23:10:24.917374] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:24.918388] [DEBUG] [LOCAL ] No optimal features file found for TSE: ./output/feature-sets/TSE.txt [2025-09-26T23:10:24.918450] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:24.918488] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:24.918518] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:24.918593] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:24.938991] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:24.939993] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:24.940101] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:24.940142] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:24.981300] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:24.981480] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:24.981526] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:24.981557] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:24.985479] [DEBUG] [FORECASTER] TSE: Forecast T+1@11:T+2@11: DOWN (p=46.30%) [2025-09-26T23:10:24.985878] [INFO ] [FORECASTER] Completed predict_future for TSE [2025-09-26T23:10:24.986049] [INFO ] [sig ] TSE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:25.159595] [INFO ] [LOCAL ] Saved forecast: TSE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TSE.txt [2025-09-26T23:10:25.159908] [WARN ] [sig ] [1821/2043] Failed TSE after 0.3s | 3.97 sym/s | Total: 7.6m | ETA: 55.9s [2025-09-26T23:10:25.159997] [INFO ] [sig ] [1822/2043] Forecasting TSI... [2025-09-26T23:10:25.160038] [INFO ] [sig ] Generating forecast for: TSI [2025-09-26T23:10:25.160075] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'. [2025-09-26T23:10:25.173227] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSI'. [2025-09-26T23:10:25.173769] [INFO ] [FORECASTER] Starting predict_future for TSI [2025-09-26T23:10:25.215733] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:25.217009] [DEBUG] [LOCAL ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt [2025-09-26T23:10:25.217091] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:25.217157] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:25.217214] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:25.217316] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:25.250067] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:25.251191] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:25.251312] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:25.251381] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:25.313581] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:25.313858] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:25.313992] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:25.314068] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:25.320772] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: UP (p=60.31%) [2025-09-26T23:10:25.321298] [INFO ] [FORECASTER] Completed predict_future for TSI [2025-09-26T23:10:25.321568] [INFO ] [sig ] TSI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:25.595029] [INFO ] [LOCAL ] Saved forecast: TSI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TSI.txt [2025-09-26T23:10:25.595410] [WARN ] [sig ] [1822/2043] Failed TSI after 0.4s | 3.97 sym/s | Total: 7.6m | ETA: 55.7s [2025-09-26T23:10:25.595521] [INFO ] [sig ] [1823/2043] Forecasting TSLX... [2025-09-26T23:10:25.595585] [INFO ] [sig ] Generating forecast for: TSLX [2025-09-26T23:10:25.595682] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'. [2025-09-26T23:10:25.613233] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSLX'. [2025-09-26T23:10:25.614030] [INFO ] [FORECASTER] Starting predict_future for TSLX [2025-09-26T23:10:25.658598] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:25.659920] [DEBUG] [LOCAL ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt [2025-09-26T23:10:25.660009] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:25.660083] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:25.660138] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:25.660238] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:25.694693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:25.695921] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:25.696072] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:25.696120] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:25.750345] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:25.750557] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:25.750680] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:25.750760] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:25.756494] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=9.50%) [2025-09-26T23:10:25.756965] [INFO ] [FORECASTER] Completed predict_future for TSLX [2025-09-26T23:10:25.757202] [INFO ] [sig ] TSLX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:25.966170] [INFO ] [LOCAL ] Saved forecast: TSLX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TSLX.txt [2025-09-26T23:10:25.966419] [WARN ] [sig ] [1823/2043] Failed TSLX after 0.4s | 3.97 sym/s | Total: 7.7m | ETA: 55.4s [2025-09-26T23:10:25.966501] [INFO ] [sig ] [1824/2043] Forecasting TSM... [2025-09-26T23:10:25.966540] [INFO ] [sig ] Generating forecast for: TSM [2025-09-26T23:10:25.966574] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'. [2025-09-26T23:10:25.977481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSM'. [2025-09-26T23:10:25.977821] [INFO ] [FORECASTER] Starting predict_future for TSM [2025-09-26T23:10:26.005733] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:26.006606] [DEBUG] [LOCAL ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt [2025-09-26T23:10:26.006720] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:26.006762] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:26.006793] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:26.006853] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:26.026381] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:26.027025] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:26.027111] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:26.027151] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:26.067934] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:26.068027] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:26.068065] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:26.068096] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:26.071568] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=72.56%) [2025-09-26T23:10:26.071895] [INFO ] [FORECASTER] Completed predict_future for TSM [2025-09-26T23:10:26.072056] [INFO ] [sig ] TSM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:26.223868] [INFO ] [LOCAL ] Saved forecast: TSM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TSM.txt [2025-09-26T23:10:26.224114] [WARN ] [sig ] [1824/2043] Failed TSM after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 55.2s [2025-09-26T23:10:26.224191] [INFO ] [sig ] [1825/2043] Forecasting TSN... [2025-09-26T23:10:26.224230] [INFO ] [sig ] Generating forecast for: TSN [2025-09-26T23:10:26.224265] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'. [2025-09-26T23:10:26.236401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSN'. [2025-09-26T23:10:26.236968] [INFO ] [FORECASTER] Starting predict_future for TSN [2025-09-26T23:10:26.266125] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:26.267058] [DEBUG] [LOCAL ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt [2025-09-26T23:10:26.267121] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:26.267158] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:26.267189] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:26.267251] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:26.286857] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:26.287837] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:26.287935] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:26.287972] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:26.327491] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:26.327713] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:26.327800] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:26.327835] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:26.331725] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=2.94%) [2025-09-26T23:10:26.332030] [INFO ] [FORECASTER] Completed predict_future for TSN [2025-09-26T23:10:26.332207] [INFO ] [sig ] TSN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:26.487296] [INFO ] [LOCAL ] Saved forecast: TSN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TSN.txt [2025-09-26T23:10:26.487607] [WARN ] [sig ] [1825/2043] Failed TSN after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 54.9s [2025-09-26T23:10:26.487710] [INFO ] [sig ] [1826/2043] Forecasting TSQ... [2025-09-26T23:10:26.487751] [INFO ] [sig ] Generating forecast for: TSQ [2025-09-26T23:10:26.487785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'. [2025-09-26T23:10:26.498061] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TSQ'. [2025-09-26T23:10:26.498416] [INFO ] [FORECASTER] Starting predict_future for TSQ [2025-09-26T23:10:26.525545] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:26.526378] [DEBUG] [LOCAL ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt [2025-09-26T23:10:26.526455] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:26.526495] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:26.526529] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:26.526602] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:26.546287] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:26.547001] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:26.547087] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:26.547122] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:26.585830] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:26.585928] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:26.585966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:26.585997] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:26.589337] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: DOWN (p=21.02%) [2025-09-26T23:10:26.589605] [INFO ] [FORECASTER] Completed predict_future for TSQ [2025-09-26T23:10:26.589782] [INFO ] [sig ] TSQ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:26.752059] [INFO ] [LOCAL ] Saved forecast: TSQ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TSQ.txt [2025-09-26T23:10:26.752345] [WARN ] [sig ] [1826/2043] Failed TSQ after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 54.7s [2025-09-26T23:10:26.752436] [INFO ] [sig ] [1827/2043] Forecasting TT... [2025-09-26T23:10:26.752478] [INFO ] [sig ] Generating forecast for: TT [2025-09-26T23:10:26.752515] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TT' from 'https://tdm.silogroup.org/data/derivative_storage/TT.csv'. [2025-09-26T23:10:26.762971] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'TT'. [2025-09-26T23:10:26.763263] [INFO ] [FORECASTER] Starting predict_future for TT [2025-09-26T23:10:26.790363] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:26.791193] [DEBUG] [LOCAL ] No optimal features file found for TT: ./output/feature-sets/TT.txt [2025-09-26T23:10:26.791256] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:26.791292] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:26.791339] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:26.791400] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:26.811206] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:26.811822] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:26.811912] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:26.811955] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:26.853110] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:26.853216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:26.853258] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:26.853325] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:26.859861] [DEBUG] [FORECASTER] TT: Forecast T+1@11:T+2@11: DOWN (p=13.08%) [2025-09-26T23:10:26.860142] [INFO ] [FORECASTER] Completed predict_future for TT [2025-09-26T23:10:26.860279] [INFO ] [sig ] TT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:27.011755] [INFO ] [LOCAL ] Saved forecast: TT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TT.txt [2025-09-26T23:10:27.011967] [WARN ] [sig ] [1827/2043] Failed TT after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 54.4s [2025-09-26T23:10:27.012043] [INFO ] [sig ] [1828/2043] Forecasting TTC... [2025-09-26T23:10:27.012082] [INFO ] [sig ] Generating forecast for: TTC [2025-09-26T23:10:27.012116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'. [2025-09-26T23:10:27.022289] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TTC'. [2025-09-26T23:10:27.022616] [INFO ] [FORECASTER] Starting predict_future for TTC [2025-09-26T23:10:27.050126] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:27.050896] [DEBUG] [LOCAL ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt [2025-09-26T23:10:27.050959] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:27.050995] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:27.051050] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:27.051130] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:27.070905] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:27.071450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:27.071555] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:27.071596] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:27.111443] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:27.111527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:27.111562] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:27.111591] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:27.114807] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=71.12%) [2025-09-26T23:10:27.115071] [INFO ] [FORECASTER] Completed predict_future for TTC [2025-09-26T23:10:27.115203] [INFO ] [sig ] TTC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:27.273756] [INFO ] [LOCAL ] Saved forecast: TTC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TTC.txt [2025-09-26T23:10:27.273967] [WARN ] [sig ] [1828/2043] Failed TTC after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 54.2s [2025-09-26T23:10:27.274043] [INFO ] [sig ] [1829/2043] Forecasting TTE... [2025-09-26T23:10:27.274082] [INFO ] [sig ] Generating forecast for: TTE [2025-09-26T23:10:27.274116] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'. [2025-09-26T23:10:27.284729] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TTE'. [2025-09-26T23:10:27.285162] [INFO ] [FORECASTER] Starting predict_future for TTE [2025-09-26T23:10:27.313454] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:27.314316] [DEBUG] [LOCAL ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt [2025-09-26T23:10:27.314375] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:27.314411] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:27.314441] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:27.314502] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:27.333581] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:27.334475] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:27.334573] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:27.334610] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:27.372367] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:27.372578] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:27.372630] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:27.372705] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:27.376974] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=3.04%) [2025-09-26T23:10:27.377283] [INFO ] [FORECASTER] Completed predict_future for TTE [2025-09-26T23:10:27.377439] [INFO ] [sig ] TTE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:27.538191] [INFO ] [LOCAL ] Saved forecast: TTE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TTE.txt [2025-09-26T23:10:27.538575] [WARN ] [sig ] [1829/2043] Failed TTE after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 53.9s [2025-09-26T23:10:27.538729] [INFO ] [sig ] [1830/2043] Forecasting TTI... [2025-09-26T23:10:27.538788] [INFO ] [sig ] Generating forecast for: TTI [2025-09-26T23:10:27.538829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'. [2025-09-26T23:10:27.551510] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TTI'. [2025-09-26T23:10:27.551928] [INFO ] [FORECASTER] Starting predict_future for TTI [2025-09-26T23:10:27.579915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:27.580697] [DEBUG] [LOCAL ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt [2025-09-26T23:10:27.580758] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:27.580797] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:27.580828] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:27.580887] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:27.600083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:27.600814] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:27.600901] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:27.600936] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:27.645687] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:27.645801] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:27.645843] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:27.645876] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:27.649770] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=11.96%) [2025-09-26T23:10:27.650080] [INFO ] [FORECASTER] Completed predict_future for TTI [2025-09-26T23:10:27.650227] [INFO ] [sig ] TTI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:27.800878] [INFO ] [LOCAL ] Saved forecast: TTI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TTI.txt [2025-09-26T23:10:27.801209] [WARN ] [sig ] [1830/2043] Failed TTI after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 53.7s [2025-09-26T23:10:27.801296] [INFO ] [sig ] [1831/2043] Forecasting TU... [2025-09-26T23:10:27.801336] [INFO ] [sig ] Generating forecast for: TU [2025-09-26T23:10:27.801391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TU' from 'https://tdm.silogroup.org/data/derivative_storage/TU.csv'. [2025-09-26T23:10:27.812978] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TU'. [2025-09-26T23:10:27.813450] [INFO ] [FORECASTER] Starting predict_future for TU [2025-09-26T23:10:27.842807] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:27.843625] [DEBUG] [LOCAL ] No optimal features file found for TU: ./output/feature-sets/TU.txt [2025-09-26T23:10:27.843711] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:27.843754] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:27.843785] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:27.843845] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:27.864610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:27.865401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:27.865494] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:27.865531] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:27.905920] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:27.906064] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:27.906104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:27.906133] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:27.909721] [DEBUG] [FORECASTER] TU: Forecast T+1@11:T+2@11: DOWN (p=15.36%) [2025-09-26T23:10:27.910010] [INFO ] [FORECASTER] Completed predict_future for TU [2025-09-26T23:10:27.910154] [INFO ] [sig ] TU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:28.076966] [INFO ] [LOCAL ] Saved forecast: TU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TU.txt [2025-09-26T23:10:28.077222] [WARN ] [sig ] [1831/2043] Failed TU after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 53.4s [2025-09-26T23:10:28.077304] [INFO ] [sig ] [1832/2043] Forecasting TUYA... [2025-09-26T23:10:28.077354] [INFO ] [sig ] Generating forecast for: TUYA [2025-09-26T23:10:28.077391] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TUYA' from 'https://tdm.silogroup.org/data/derivative_storage/TUYA.csv'. [2025-09-26T23:10:28.087998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TUYA'. [2025-09-26T23:10:28.088394] [INFO ] [FORECASTER] Starting predict_future for TUYA [2025-09-26T23:10:28.115386] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:28.116178] [DEBUG] [LOCAL ] No optimal features file found for TUYA: ./output/feature-sets/TUYA.txt [2025-09-26T23:10:28.116233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:28.116268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:28.116296] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:28.116394] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:28.136231] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:28.137178] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:28.137273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:28.137311] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:28.176998] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:28.177171] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:28.177265] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:28.177317] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:28.181246] [DEBUG] [FORECASTER] TUYA: Forecast T+1@11:T+2@11: UP (p=90.16%) [2025-09-26T23:10:28.181552] [INFO ] [FORECASTER] Completed predict_future for TUYA [2025-09-26T23:10:28.181743] [INFO ] [sig ] TUYA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:28.330776] [INFO ] [LOCAL ] Saved forecast: TUYA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TUYA.txt [2025-09-26T23:10:28.331026] [WARN ] [sig ] [1832/2043] Failed TUYA after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 53.2s [2025-09-26T23:10:28.331105] [INFO ] [sig ] [1833/2043] Forecasting TV... [2025-09-26T23:10:28.331144] [INFO ] [sig ] Generating forecast for: TV [2025-09-26T23:10:28.331180] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TV' from 'https://tdm.silogroup.org/data/derivative_storage/TV.csv'. [2025-09-26T23:10:28.341924] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TV'. [2025-09-26T23:10:28.342256] [INFO ] [FORECASTER] Starting predict_future for TV [2025-09-26T23:10:28.369001] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:28.369876] [DEBUG] [LOCAL ] No optimal features file found for TV: ./output/feature-sets/TV.txt [2025-09-26T23:10:28.369935] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:28.369969] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:28.369997] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:28.370054] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:28.388251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:28.388848] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:28.388938] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:28.388979] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:28.432253] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:28.432361] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:28.432401] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:28.432434] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:28.436591] [DEBUG] [FORECASTER] TV: Forecast T+1@11:T+2@11: UP (p=53.12%) [2025-09-26T23:10:28.436926] [INFO ] [FORECASTER] Completed predict_future for TV [2025-09-26T23:10:28.437078] [INFO ] [sig ] TV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:28.592378] [INFO ] [LOCAL ] Saved forecast: TV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TV.txt [2025-09-26T23:10:28.592624] [WARN ] [sig ] [1833/2043] Failed TV after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 52.9s [2025-09-26T23:10:28.592721] [INFO ] [sig ] [1834/2043] Forecasting TVC... [2025-09-26T23:10:28.592760] [INFO ] [sig ] Generating forecast for: TVC [2025-09-26T23:10:28.592795] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'. [2025-09-26T23:10:28.605528] [DEBUG] [REMOTE ] Successfully parsed 1817 rows of historical data for symbol 'TVC'. [2025-09-26T23:10:28.605889] [INFO ] [FORECASTER] Starting predict_future for TVC [2025-09-26T23:10:28.632749] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:28.633503] [DEBUG] [LOCAL ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt [2025-09-26T23:10:28.633558] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:28.633592] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:28.633620] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:28.633723] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:28.652282] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:28.652861] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:28.652944] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:28.653023] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:28.693246] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:28.693418] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:28.693463] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:28.693495] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:28.697373] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=33.15%) [2025-09-26T23:10:28.697719] [INFO ] [FORECASTER] Completed predict_future for TVC [2025-09-26T23:10:28.697935] [INFO ] [sig ] TVC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:28.851456] [INFO ] [LOCAL ] Saved forecast: TVC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TVC.txt [2025-09-26T23:10:28.851747] [WARN ] [sig ] [1834/2043] Failed TVC after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 52.7s [2025-09-26T23:10:28.851829] [INFO ] [sig ] [1835/2043] Forecasting TVE... [2025-09-26T23:10:28.851870] [INFO ] [sig ] Generating forecast for: TVE [2025-09-26T23:10:28.851905] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'. [2025-09-26T23:10:28.862726] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TVE'. [2025-09-26T23:10:28.863056] [INFO ] [FORECASTER] Starting predict_future for TVE [2025-09-26T23:10:28.889205] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:28.889995] [DEBUG] [LOCAL ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt [2025-09-26T23:10:28.890055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:28.890090] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:28.890118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:28.890175] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:28.908367] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:28.909165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:28.909254] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:28.909290] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:28.950279] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:28.950379] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:28.950421] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:28.950453] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:28.954311] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=4.45%) [2025-09-26T23:10:28.954683] [INFO ] [FORECASTER] Completed predict_future for TVE [2025-09-26T23:10:28.954849] [INFO ] [sig ] TVE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:29.107580] [INFO ] [LOCAL ] Saved forecast: TVE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TVE.txt [2025-09-26T23:10:29.107820] [WARN ] [sig ] [1835/2043] Failed TVE after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 52.4s [2025-09-26T23:10:29.107901] [INFO ] [sig ] [1836/2043] Forecasting TWI... [2025-09-26T23:10:29.107940] [INFO ] [sig ] Generating forecast for: TWI [2025-09-26T23:10:29.107974] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'. [2025-09-26T23:10:29.119387] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWI'. [2025-09-26T23:10:29.119742] [INFO ] [FORECASTER] Starting predict_future for TWI [2025-09-26T23:10:29.146526] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:29.147287] [DEBUG] [LOCAL ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt [2025-09-26T23:10:29.147342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:29.147375] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:29.147403] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:29.147460] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:29.166044] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:29.166670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:29.166763] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:29.166798] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:29.209058] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:29.209218] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:29.209279] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:29.209314] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:29.213509] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: UP (p=86.23%) [2025-09-26T23:10:29.213865] [INFO ] [FORECASTER] Completed predict_future for TWI [2025-09-26T23:10:29.214055] [INFO ] [sig ] TWI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:29.402003] [INFO ] [LOCAL ] Saved forecast: TWI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TWI.txt [2025-09-26T23:10:29.402287] [WARN ] [sig ] [1836/2043] Failed TWI after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 52.2s [2025-09-26T23:10:29.402373] [INFO ] [sig ] [1837/2043] Forecasting TWLO... [2025-09-26T23:10:29.402450] [INFO ] [sig ] Generating forecast for: TWLO [2025-09-26T23:10:29.402502] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'. [2025-09-26T23:10:29.417983] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWLO'. [2025-09-26T23:10:29.418378] [INFO ] [FORECASTER] Starting predict_future for TWLO [2025-09-26T23:10:29.446969] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:29.447771] [DEBUG] [LOCAL ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt [2025-09-26T23:10:29.447864] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:29.447908] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:29.447939] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:29.447997] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:29.466664] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:29.467320] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:29.467408] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:29.467442] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:29.514054] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:29.514252] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:29.514298] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:29.514328] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:29.518398] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: UP (p=98.46%) [2025-09-26T23:10:29.518823] [INFO ] [FORECASTER] Completed predict_future for TWLO [2025-09-26T23:10:29.518998] [INFO ] [sig ] TWLO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:29.675017] [INFO ] [LOCAL ] Saved forecast: TWLO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TWLO.txt [2025-09-26T23:10:29.675379] [WARN ] [sig ] [1837/2043] Failed TWLO after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 51.9s [2025-09-26T23:10:29.675466] [INFO ] [sig ] [1838/2043] Forecasting TWN... [2025-09-26T23:10:29.675541] [INFO ] [sig ] Generating forecast for: TWN [2025-09-26T23:10:29.675594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWN' from 'https://tdm.silogroup.org/data/derivative_storage/TWN.csv'. [2025-09-26T23:10:29.687048] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWN'. [2025-09-26T23:10:29.687518] [INFO ] [FORECASTER] Starting predict_future for TWN [2025-09-26T23:10:29.714766] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:29.715544] [DEBUG] [LOCAL ] No optimal features file found for TWN: ./output/feature-sets/TWN.txt [2025-09-26T23:10:29.715601] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:29.715637] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:29.715713] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:29.715777] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:29.735149] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:29.736167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:29.736262] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:29.736297] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:29.772735] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:29.772915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:29.772976] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:29.773010] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:29.776595] [DEBUG] [FORECASTER] TWN: Forecast T+1@11:T+2@11: UP (p=88.29%) [2025-09-26T23:10:29.776927] [INFO ] [FORECASTER] Completed predict_future for TWN [2025-09-26T23:10:29.777077] [INFO ] [sig ] TWN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:29.925485] [INFO ] [LOCAL ] Saved forecast: TWN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TWN.txt [2025-09-26T23:10:29.925762] [WARN ] [sig ] [1838/2043] Failed TWN after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 51.7s [2025-09-26T23:10:29.925846] [INFO ] [sig ] [1839/2043] Forecasting TWO... [2025-09-26T23:10:29.925885] [INFO ] [sig ] Generating forecast for: TWO [2025-09-26T23:10:29.925920] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'. [2025-09-26T23:10:29.937246] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TWO'. [2025-09-26T23:10:29.937720] [INFO ] [FORECASTER] Starting predict_future for TWO [2025-09-26T23:10:29.964160] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:29.965082] [DEBUG] [LOCAL ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt [2025-09-26T23:10:29.965138] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:29.965172] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:29.965201] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:29.965258] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:29.983845] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:29.984588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:29.984707] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:29.984768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:30.024143] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:30.024329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:30.024374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:30.024425] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:30.028565] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=66.74%) [2025-09-26T23:10:30.028893] [INFO ] [FORECASTER] Completed predict_future for TWO [2025-09-26T23:10:30.029087] [INFO ] [sig ] TWO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:30.312330] [INFO ] [LOCAL ] Saved forecast: TWO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TWO.txt [2025-09-26T23:10:30.312605] [WARN ] [sig ] [1839/2043] Failed TWO after 0.4s | 3.97 sym/s | Total: 7.7m | ETA: 51.4s [2025-09-26T23:10:30.312712] [INFO ] [sig ] [1840/2043] Forecasting TX... [2025-09-26T23:10:30.312755] [INFO ] [sig ] Generating forecast for: TX [2025-09-26T23:10:30.312790] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'. [2025-09-26T23:10:30.327413] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TX'. [2025-09-26T23:10:30.327907] [INFO ] [FORECASTER] Starting predict_future for TX [2025-09-26T23:10:30.356056] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:30.357064] [DEBUG] [LOCAL ] No optimal features file found for TX: ./output/feature-sets/TX.txt [2025-09-26T23:10:30.357126] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:30.357162] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:30.357192] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:30.357251] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:30.376419] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:30.377327] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:30.377424] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:30.377461] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:30.416743] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:30.416918] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:30.416965] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:30.416996] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:30.420992] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=42.26%) [2025-09-26T23:10:30.421308] [INFO ] [FORECASTER] Completed predict_future for TX [2025-09-26T23:10:30.421496] [INFO ] [sig ] TX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:30.578276] [INFO ] [LOCAL ] Saved forecast: TX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TX.txt [2025-09-26T23:10:30.578531] [WARN ] [sig ] [1840/2043] Failed TX after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 51.2s [2025-09-26T23:10:30.578620] [INFO ] [sig ] [1841/2043] Forecasting TXNM... [2025-09-26T23:10:30.578697] [INFO ] [sig ] Generating forecast for: TXNM [2025-09-26T23:10:30.578746] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXNM' from 'https://tdm.silogroup.org/data/derivative_storage/TXNM.csv'. [2025-09-26T23:10:30.590885] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TXNM'. [2025-09-26T23:10:30.591294] [INFO ] [FORECASTER] Starting predict_future for TXNM [2025-09-26T23:10:30.620935] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:30.621797] [DEBUG] [LOCAL ] No optimal features file found for TXNM: ./output/feature-sets/TXNM.txt [2025-09-26T23:10:30.621857] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:30.621945] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:30.621986] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:30.622048] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:30.642087] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:30.642805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:30.642893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:30.642931] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:30.674549] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:30.674685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:30.674742] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:30.674777] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:30.678385] [DEBUG] [FORECASTER] TXNM: Forecast T+1@11:T+2@11: DOWN (p=35.41%) [2025-09-26T23:10:30.678707] [INFO ] [FORECASTER] Completed predict_future for TXNM [2025-09-26T23:10:30.678865] [INFO ] [sig ] TXNM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:30.834374] [INFO ] [LOCAL ] Saved forecast: TXNM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TXNM.txt [2025-09-26T23:10:30.834606] [WARN ] [sig ] [1841/2043] Failed TXNM after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 50.9s [2025-09-26T23:10:30.834707] [INFO ] [sig ] [1842/2043] Forecasting TXO... [2025-09-26T23:10:30.834751] [INFO ] [sig ] Generating forecast for: TXO [2025-09-26T23:10:30.834785] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'. [2025-09-26T23:10:30.847396] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TXO'. [2025-09-26T23:10:30.847780] [INFO ] [FORECASTER] Starting predict_future for TXO [2025-09-26T23:10:30.874097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:30.874871] [DEBUG] [LOCAL ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt [2025-09-26T23:10:30.874928] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:30.874963] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:30.874991] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:30.875048] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:30.892822] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:30.893373] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:30.893461] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:30.893495] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:30.937205] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:30.937396] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:30.937446] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:30.937480] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:30.942016] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=33.18%) [2025-09-26T23:10:30.942373] [INFO ] [FORECASTER] Completed predict_future for TXO [2025-09-26T23:10:30.942560] [INFO ] [sig ] TXO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:31.109394] [INFO ] [LOCAL ] Saved forecast: TXO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TXO.txt [2025-09-26T23:10:31.109707] [WARN ] [sig ] [1842/2043] Failed TXO after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 50.7s [2025-09-26T23:10:31.109792] [INFO ] [sig ] [1843/2043] Forecasting TXT... [2025-09-26T23:10:31.109832] [INFO ] [sig ] Generating forecast for: TXT [2025-09-26T23:10:31.109866] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TXT' from 'https://tdm.silogroup.org/data/derivative_storage/TXT.csv'. [2025-09-26T23:10:31.120815] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TXT'. [2025-09-26T23:10:31.121213] [INFO ] [FORECASTER] Starting predict_future for TXT [2025-09-26T23:10:31.149902] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:31.150915] [DEBUG] [LOCAL ] No optimal features file found for TXT: ./output/feature-sets/TXT.txt [2025-09-26T23:10:31.150978] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:31.151015] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:31.151044] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:31.151104] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:31.171428] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:31.172141] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:31.172230] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:31.172266] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:31.211536] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:31.211749] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:31.211835] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:31.211909] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:31.215795] [DEBUG] [FORECASTER] TXT: Forecast T+1@11:T+2@11: UP (p=74.25%) [2025-09-26T23:10:31.216091] [INFO ] [FORECASTER] Completed predict_future for TXT [2025-09-26T23:10:31.216236] [INFO ] [sig ] TXT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:31.379061] [INFO ] [LOCAL ] Saved forecast: TXT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TXT.txt [2025-09-26T23:10:31.379350] [WARN ] [sig ] [1843/2043] Failed TXT after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 50.4s [2025-09-26T23:10:31.379436] [INFO ] [sig ] [1844/2043] Forecasting TY... [2025-09-26T23:10:31.379477] [INFO ] [sig ] Generating forecast for: TY [2025-09-26T23:10:31.379511] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'. [2025-09-26T23:10:31.393010] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TY'. [2025-09-26T23:10:31.393424] [INFO ] [FORECASTER] Starting predict_future for TY [2025-09-26T23:10:31.420340] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:31.421114] [DEBUG] [LOCAL ] No optimal features file found for TY: ./output/feature-sets/TY.txt [2025-09-26T23:10:31.421176] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:31.421214] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:31.421242] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:31.421300] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:31.440252] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:31.440869] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:31.440954] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:31.440988] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:31.482993] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:31.483112] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:31.483262] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:31.483321] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:31.488087] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: UP (p=78.28%) [2025-09-26T23:10:31.488394] [INFO ] [FORECASTER] Completed predict_future for TY [2025-09-26T23:10:31.488546] [INFO ] [sig ] TY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:31.641991] [INFO ] [LOCAL ] Saved forecast: TY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/TY.txt [2025-09-26T23:10:31.642274] [WARN ] [sig ] [1844/2043] Failed TY after 0.3s | 3.97 sym/s | Total: 7.7m | ETA: 50.2s [2025-09-26T23:10:31.642363] [INFO ] [sig ] [1845/2043] Forecasting TYG... [2025-09-26T23:10:31.642404] [INFO ] [sig ] Generating forecast for: TYG [2025-09-26T23:10:31.642439] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'. [2025-09-26T23:10:31.656836] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TYG'. [2025-09-26T23:10:31.657393] [INFO ] [FORECASTER] Starting predict_future for TYG [2025-09-26T23:10:31.686913] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:31.687756] [DEBUG] [LOCAL ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt [2025-09-26T23:10:31.687818] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:31.687855] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:31.687886] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:31.687945] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:31.707755] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:31.708760] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:31.708865] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:31.708907] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:31.748277] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:31.748416] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:31.748457] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:31.748489] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:31.752210] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=4.69%) [2025-09-26T23:10:31.752526] [INFO ] [FORECASTER] Completed predict_future for TYG [2025-09-26T23:10:31.752732] [INFO ] [sig ] TYG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:31.917529] [INFO ] [LOCAL ] Saved forecast: TYG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TYG.txt [2025-09-26T23:10:31.917785] [WARN ] [sig ] [1845/2043] Failed TYG after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 49.9s [2025-09-26T23:10:31.917870] [INFO ] [sig ] [1846/2043] Forecasting TYL... [2025-09-26T23:10:31.917910] [INFO ] [sig ] Generating forecast for: TYL [2025-09-26T23:10:31.917944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'. [2025-09-26T23:10:31.929566] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'TYL'. [2025-09-26T23:10:31.929999] [INFO ] [FORECASTER] Starting predict_future for TYL [2025-09-26T23:10:31.957609] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:31.958464] [DEBUG] [LOCAL ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt [2025-09-26T23:10:31.958527] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:31.958563] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:31.958593] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:31.958676] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:31.978962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:31.979865] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:31.979963] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:31.980001] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:32.024251] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:32.024439] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:32.024501] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:32.024559] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:32.028977] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: DOWN (p=31.54%) [2025-09-26T23:10:32.029313] [INFO ] [FORECASTER] Completed predict_future for TYL [2025-09-26T23:10:32.029477] [INFO ] [sig ] TYL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:32.185677] [INFO ] [LOCAL ] Saved forecast: TYL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/TYL.txt [2025-09-26T23:10:32.185916] [WARN ] [sig ] [1846/2043] Failed TYL after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 49.7s [2025-09-26T23:10:32.186001] [INFO ] [sig ] [1847/2043] Forecasting U... [2025-09-26T23:10:32.186046] [INFO ] [sig ] Generating forecast for: U [2025-09-26T23:10:32.186083] [DEBUG] [REMOTE ] Fetching historical data for symbol 'U' from 'https://tdm.silogroup.org/data/derivative_storage/U.csv'. [2025-09-26T23:10:32.196201] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'U'. [2025-09-26T23:10:32.196539] [INFO ] [FORECASTER] Starting predict_future for U [2025-09-26T23:10:32.224285] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:32.225098] [DEBUG] [LOCAL ] No optimal features file found for U: ./output/feature-sets/U.txt [2025-09-26T23:10:32.225165] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:32.225206] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:32.225236] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:32.225295] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:32.244935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:32.245496] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:32.245580] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:32.245615] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:32.285969] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:32.286061] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:32.286098] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:32.286125] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:32.289486] [DEBUG] [FORECASTER] U: Forecast T+1@11:T+2@11: UP (p=94.96%) [2025-09-26T23:10:32.289816] [INFO ] [FORECASTER] Completed predict_future for U [2025-09-26T23:10:32.289969] [INFO ] [sig ] U: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:32.444352] [INFO ] [LOCAL ] Saved forecast: U 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/U.txt [2025-09-26T23:10:32.444566] [WARN ] [sig ] [1847/2043] Failed U after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 49.4s [2025-09-26T23:10:32.444666] [INFO ] [sig ] [1848/2043] Forecasting UA... [2025-09-26T23:10:32.444725] [INFO ] [sig ] Generating forecast for: UA [2025-09-26T23:10:32.444763] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UA' from 'https://tdm.silogroup.org/data/derivative_storage/UA.csv'. [2025-09-26T23:10:32.456002] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UA'. [2025-09-26T23:10:32.456288] [INFO ] [FORECASTER] Starting predict_future for UA [2025-09-26T23:10:32.484413] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:32.485284] [DEBUG] [LOCAL ] No optimal features file found for UA: ./output/feature-sets/UA.txt [2025-09-26T23:10:32.485343] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:32.485378] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:32.485408] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:32.485470] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:32.505199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:32.505819] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:32.505909] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:32.505946] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:32.547950] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:32.548048] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:32.548088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:32.548118] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:32.551811] [DEBUG] [FORECASTER] UA: Forecast T+1@11:T+2@11: UP (p=92.45%) [2025-09-26T23:10:32.552113] [INFO ] [FORECASTER] Completed predict_future for UA [2025-09-26T23:10:32.552261] [INFO ] [sig ] UA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:32.717548] [INFO ] [LOCAL ] Saved forecast: UA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UA.txt [2025-09-26T23:10:32.717795] [WARN ] [sig ] [1848/2043] Failed UA after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 49.2s [2025-09-26T23:10:32.717882] [INFO ] [sig ] [1849/2043] Forecasting UAA... [2025-09-26T23:10:32.717921] [INFO ] [sig ] Generating forecast for: UAA [2025-09-26T23:10:32.717957] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'. [2025-09-26T23:10:32.729163] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UAA'. [2025-09-26T23:10:32.729488] [INFO ] [FORECASTER] Starting predict_future for UAA [2025-09-26T23:10:32.757998] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:32.759054] [DEBUG] [LOCAL ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt [2025-09-26T23:10:32.759116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:32.759154] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:32.759188] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:32.759252] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:32.778224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:32.778878] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:32.778966] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:32.779001] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:32.820624] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:32.820751] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:32.820794] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:32.820824] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:32.824187] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=52.42%) [2025-09-26T23:10:32.824470] [INFO ] [FORECASTER] Completed predict_future for UAA [2025-09-26T23:10:32.824619] [INFO ] [sig ] UAA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:32.982256] [INFO ] [LOCAL ] Saved forecast: UAA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UAA.txt [2025-09-26T23:10:32.982484] [WARN ] [sig ] [1849/2043] Failed UAA after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 48.9s [2025-09-26T23:10:32.982562] [INFO ] [sig ] [1850/2043] Forecasting UAN... [2025-09-26T23:10:32.982605] [INFO ] [sig ] Generating forecast for: UAN [2025-09-26T23:10:32.982665] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UAN' from 'https://tdm.silogroup.org/data/derivative_storage/UAN.csv'. [2025-09-26T23:10:32.995584] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UAN'. [2025-09-26T23:10:32.996187] [INFO ] [FORECASTER] Starting predict_future for UAN [2025-09-26T23:10:33.024050] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:33.024967] [DEBUG] [LOCAL ] No optimal features file found for UAN: ./output/feature-sets/UAN.txt [2025-09-26T23:10:33.025025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:33.025062] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:33.025093] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:33.025153] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:33.043719] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:33.044349] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:33.044437] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:33.044477] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:33.082275] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:33.082445] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:33.082491] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:33.082521] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:33.086664] [DEBUG] [FORECASTER] UAN: Forecast T+1@11:T+2@11: DOWN (p=36.99%) [2025-09-26T23:10:33.087076] [INFO ] [FORECASTER] Completed predict_future for UAN [2025-09-26T23:10:33.087239] [INFO ] [sig ] UAN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:33.252832] [INFO ] [LOCAL ] Saved forecast: UAN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UAN.txt [2025-09-26T23:10:33.253102] [WARN ] [sig ] [1850/2043] Failed UAN after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 48.7s [2025-09-26T23:10:33.253186] [INFO ] [sig ] [1851/2043] Forecasting UBER... [2025-09-26T23:10:33.253227] [INFO ] [sig ] Generating forecast for: UBER [2025-09-26T23:10:33.253263] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBER' from 'https://tdm.silogroup.org/data/derivative_storage/UBER.csv'. [2025-09-26T23:10:33.265108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UBER'. [2025-09-26T23:10:33.265471] [INFO ] [FORECASTER] Starting predict_future for UBER [2025-09-26T23:10:33.293567] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:33.294341] [DEBUG] [LOCAL ] No optimal features file found for UBER: ./output/feature-sets/UBER.txt [2025-09-26T23:10:33.294398] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:33.294433] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:33.294461] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:33.294520] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:33.314125] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:33.314747] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:33.314839] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:33.314879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:33.353242] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:33.353357] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:33.353396] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:33.353426] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:33.357002] [DEBUG] [FORECASTER] UBER: Forecast T+1@11:T+2@11: DOWN (p=15.17%) [2025-09-26T23:10:33.357334] [INFO ] [FORECASTER] Completed predict_future for UBER [2025-09-26T23:10:33.357486] [INFO ] [sig ] UBER: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:33.510337] [INFO ] [LOCAL ] Saved forecast: UBER 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UBER.txt [2025-09-26T23:10:33.510556] [WARN ] [sig ] [1851/2043] Failed UBER after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 48.4s [2025-09-26T23:10:33.510671] [INFO ] [sig ] [1852/2043] Forecasting UBS... [2025-09-26T23:10:33.510742] [INFO ] [sig ] Generating forecast for: UBS [2025-09-26T23:10:33.510786] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'. [2025-09-26T23:10:33.521265] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UBS'. [2025-09-26T23:10:33.521559] [INFO ] [FORECASTER] Starting predict_future for UBS [2025-09-26T23:10:33.549379] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:33.550175] [DEBUG] [LOCAL ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt [2025-09-26T23:10:33.550230] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:33.550264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:33.550292] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:33.550350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:33.570553] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:33.571197] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:33.571285] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:33.571319] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:33.615151] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:33.615315] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:33.615386] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:33.615442] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:33.620003] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=38.97%) [2025-09-26T23:10:33.620399] [INFO ] [FORECASTER] Completed predict_future for UBS [2025-09-26T23:10:33.620570] [INFO ] [sig ] UBS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:33.783271] [INFO ] [LOCAL ] Saved forecast: UBS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UBS.txt [2025-09-26T23:10:33.783517] [WARN ] [sig ] [1852/2043] Failed UBS after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 48.2s [2025-09-26T23:10:33.783605] [INFO ] [sig ] [1853/2043] Forecasting UCB... [2025-09-26T23:10:33.783672] [INFO ] [sig ] Generating forecast for: UCB [2025-09-26T23:10:33.783729] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UCB' from 'https://tdm.silogroup.org/data/derivative_storage/UCB.csv'. [2025-09-26T23:10:33.795790] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UCB'. [2025-09-26T23:10:33.796138] [INFO ] [FORECASTER] Starting predict_future for UCB [2025-09-26T23:10:33.825281] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:33.826119] [DEBUG] [LOCAL ] No optimal features file found for UCB: ./output/feature-sets/UCB.txt [2025-09-26T23:10:33.826183] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:33.826220] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:33.826251] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:33.826312] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:33.846492] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:33.847248] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:33.847338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:33.847375] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:33.883078] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:33.883193] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:33.883231] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:33.883260] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:33.886752] [DEBUG] [FORECASTER] UCB: Forecast T+1@11:T+2@11: UP (p=50.41%) [2025-09-26T23:10:33.887041] [INFO ] [FORECASTER] Completed predict_future for UCB [2025-09-26T23:10:33.887179] [INFO ] [sig ] UCB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:34.047559] [INFO ] [LOCAL ] Saved forecast: UCB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UCB.txt [2025-09-26T23:10:34.047879] [WARN ] [sig ] [1853/2043] Failed UCB after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 47.9s [2025-09-26T23:10:34.047967] [INFO ] [sig ] [1854/2043] Forecasting UDR... [2025-09-26T23:10:34.048049] [INFO ] [sig ] Generating forecast for: UDR [2025-09-26T23:10:34.048104] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UDR' from 'https://tdm.silogroup.org/data/derivative_storage/UDR.csv'. [2025-09-26T23:10:34.059335] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UDR'. [2025-09-26T23:10:34.059792] [INFO ] [FORECASTER] Starting predict_future for UDR [2025-09-26T23:10:34.088582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:34.089617] [DEBUG] [LOCAL ] No optimal features file found for UDR: ./output/feature-sets/UDR.txt [2025-09-26T23:10:34.089704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:34.089750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:34.089782] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:34.089842] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:34.110452] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:34.111302] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:34.111396] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:34.111434] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:34.150169] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:34.150326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:34.150371] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:34.150400] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:34.154271] [DEBUG] [FORECASTER] UDR: Forecast T+1@11:T+2@11: UP (p=66.11%) [2025-09-26T23:10:34.154561] [INFO ] [FORECASTER] Completed predict_future for UDR [2025-09-26T23:10:34.154736] [INFO ] [sig ] UDR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:34.308331] [INFO ] [LOCAL ] Saved forecast: UDR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UDR.txt [2025-09-26T23:10:34.308667] [WARN ] [sig ] [1854/2043] Failed UDR after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 47.7s [2025-09-26T23:10:34.308758] [INFO ] [sig ] [1855/2043] Forecasting UE... [2025-09-26T23:10:34.308817] [INFO ] [sig ] Generating forecast for: UE [2025-09-26T23:10:34.308855] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'. [2025-09-26T23:10:34.319680] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UE'. [2025-09-26T23:10:34.320047] [INFO ] [FORECASTER] Starting predict_future for UE [2025-09-26T23:10:34.348592] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:34.349475] [DEBUG] [LOCAL ] No optimal features file found for UE: ./output/feature-sets/UE.txt [2025-09-26T23:10:34.349534] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:34.349570] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:34.349602] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:34.349755] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:34.369186] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:34.369896] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:34.370005] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:34.370044] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:34.403778] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:34.403873] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:34.403910] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:34.403940] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:34.407343] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=63.26%) [2025-09-26T23:10:34.407630] [INFO ] [FORECASTER] Completed predict_future for UE [2025-09-26T23:10:34.407805] [INFO ] [sig ] UE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:34.562008] [INFO ] [LOCAL ] Saved forecast: UE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UE.txt [2025-09-26T23:10:34.562263] [WARN ] [sig ] [1855/2043] Failed UE after 0.3s | 3.97 sym/s | Total: 7.8m | ETA: 47.4s [2025-09-26T23:10:34.562339] [INFO ] [sig ] [1856/2043] Forecasting UFI... [2025-09-26T23:10:34.562378] [INFO ] [sig ] Generating forecast for: UFI [2025-09-26T23:10:34.562412] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'. [2025-09-26T23:10:34.573036] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UFI'. [2025-09-26T23:10:34.573332] [INFO ] [FORECASTER] Starting predict_future for UFI [2025-09-26T23:10:34.599787] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:34.600662] [DEBUG] [LOCAL ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt [2025-09-26T23:10:34.600756] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:34.600826] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:34.600876] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:34.600952] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:34.622030] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:34.622994] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:34.623095] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:34.623132] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:34.662388] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:34.662551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:34.662596] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:34.662626] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:34.666433] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=22.37%) [2025-09-26T23:10:34.666839] [INFO ] [FORECASTER] Completed predict_future for UFI [2025-09-26T23:10:34.667001] [INFO ] [sig ] UFI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:34.858371] [INFO ] [LOCAL ] Saved forecast: UFI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UFI.txt [2025-09-26T23:10:34.858764] [WARN ] [sig ] [1856/2043] Failed UFI after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 47.2s [2025-09-26T23:10:34.858864] [INFO ] [sig ] [1857/2043] Forecasting UGI... [2025-09-26T23:10:34.858912] [INFO ] [sig ] Generating forecast for: UGI [2025-09-26T23:10:34.858955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'. [2025-09-26T23:10:34.871121] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UGI'. [2025-09-26T23:10:34.871486] [INFO ] [FORECASTER] Starting predict_future for UGI [2025-09-26T23:10:34.899724] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:34.900547] [DEBUG] [LOCAL ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt [2025-09-26T23:10:34.900676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:34.900732] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:34.900767] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:34.900828] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:34.920276] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:34.920955] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:34.921068] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:34.921106] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:34.957272] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:34.957386] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:34.957426] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:34.957455] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:34.961075] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=46.91%) [2025-09-26T23:10:34.961369] [INFO ] [FORECASTER] Completed predict_future for UGI [2025-09-26T23:10:34.961509] [INFO ] [sig ] UGI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:35.121121] [INFO ] [LOCAL ] Saved forecast: UGI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UGI.txt [2025-09-26T23:10:35.121343] [WARN ] [sig ] [1857/2043] Failed UGI after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 46.9s [2025-09-26T23:10:35.121420] [INFO ] [sig ] [1858/2043] Forecasting UGP... [2025-09-26T23:10:35.121460] [INFO ] [sig ] Generating forecast for: UGP [2025-09-26T23:10:35.121493] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'. [2025-09-26T23:10:35.131940] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UGP'. [2025-09-26T23:10:35.132245] [INFO ] [FORECASTER] Starting predict_future for UGP [2025-09-26T23:10:35.159097] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:35.159888] [DEBUG] [LOCAL ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt [2025-09-26T23:10:35.159945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:35.159981] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:35.160064] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:35.160135] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:35.179294] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:35.179919] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:35.180011] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:35.180047] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:35.213334] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:35.213440] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:35.213479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:35.213509] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:35.217077] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=45.75%) [2025-09-26T23:10:35.217390] [INFO ] [FORECASTER] Completed predict_future for UGP [2025-09-26T23:10:35.217542] [INFO ] [sig ] UGP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:35.375133] [INFO ] [LOCAL ] Saved forecast: UGP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UGP.txt [2025-09-26T23:10:35.375425] [WARN ] [sig ] [1858/2043] Failed UGP after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 46.7s [2025-09-26T23:10:35.375510] [INFO ] [sig ] [1859/2043] Forecasting UHAL... [2025-09-26T23:10:35.375551] [INFO ] [sig ] Generating forecast for: UHAL [2025-09-26T23:10:35.375597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'. [2025-09-26T23:10:35.387322] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UHAL'. [2025-09-26T23:10:35.387713] [INFO ] [FORECASTER] Starting predict_future for UHAL [2025-09-26T23:10:35.414358] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:35.415155] [DEBUG] [LOCAL ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt [2025-09-26T23:10:35.415215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:35.415250] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:35.415279] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:35.415338] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:35.434090] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:35.435029] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:35.435120] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:35.435154] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:35.473538] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:35.473822] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:35.473876] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:35.473908] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:35.477479] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=22.82%) [2025-09-26T23:10:35.477807] [INFO ] [FORECASTER] Completed predict_future for UHAL [2025-09-26T23:10:35.477951] [INFO ] [sig ] UHAL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:35.631038] [INFO ] [LOCAL ] Saved forecast: UHAL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UHAL.txt [2025-09-26T23:10:35.631280] [WARN ] [sig ] [1859/2043] Failed UHAL after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 46.4s [2025-09-26T23:10:35.631362] [INFO ] [sig ] [1860/2043] Forecasting UHS... [2025-09-26T23:10:35.631405] [INFO ] [sig ] Generating forecast for: UHS [2025-09-26T23:10:35.631443] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'. [2025-09-26T23:10:35.643239] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UHS'. [2025-09-26T23:10:35.643636] [INFO ] [FORECASTER] Starting predict_future for UHS [2025-09-26T23:10:35.671971] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:35.672828] [DEBUG] [LOCAL ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt [2025-09-26T23:10:35.672890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:35.672932] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:35.672964] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:35.673025] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:35.692430] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:35.693092] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:35.693182] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:35.693218] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:35.729935] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:35.730073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:35.730115] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:35.730144] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:35.733604] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=54.03%) [2025-09-26T23:10:35.733939] [INFO ] [FORECASTER] Completed predict_future for UHS [2025-09-26T23:10:35.734085] [INFO ] [sig ] UHS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:35.888749] [INFO ] [LOCAL ] Saved forecast: UHS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UHS.txt [2025-09-26T23:10:35.888997] [WARN ] [sig ] [1860/2043] Failed UHS after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 46.2s [2025-09-26T23:10:35.889080] [INFO ] [sig ] [1861/2043] Forecasting UHT... [2025-09-26T23:10:35.889122] [INFO ] [sig ] Generating forecast for: UHT [2025-09-26T23:10:35.889158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UHT' from 'https://tdm.silogroup.org/data/derivative_storage/UHT.csv'. [2025-09-26T23:10:35.899896] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UHT'. [2025-09-26T23:10:35.900234] [INFO ] [FORECASTER] Starting predict_future for UHT [2025-09-26T23:10:35.926912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:35.927662] [DEBUG] [LOCAL ] No optimal features file found for UHT: ./output/feature-sets/UHT.txt [2025-09-26T23:10:35.927724] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:35.927760] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:35.927789] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:35.927848] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:35.947098] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:35.947704] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:35.947791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:35.947826] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:35.985818] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:35.985913] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:35.985951] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:35.985979] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:35.989263] [DEBUG] [FORECASTER] UHT: Forecast T+1@11:T+2@11: DOWN (p=15.42%) [2025-09-26T23:10:35.989575] [INFO ] [FORECASTER] Completed predict_future for UHT [2025-09-26T23:10:35.990178] [INFO ] [sig ] UHT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:36.158693] [INFO ] [LOCAL ] Saved forecast: UHT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UHT.txt [2025-09-26T23:10:36.158962] [WARN ] [sig ] [1861/2043] Failed UHT after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 45.9s [2025-09-26T23:10:36.159041] [INFO ] [sig ] [1862/2043] Forecasting UI... [2025-09-26T23:10:36.159082] [INFO ] [sig ] Generating forecast for: UI [2025-09-26T23:10:36.159118] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'. [2025-09-26T23:10:36.170102] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UI'. [2025-09-26T23:10:36.170531] [INFO ] [FORECASTER] Starting predict_future for UI [2025-09-26T23:10:36.197922] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:36.198780] [DEBUG] [LOCAL ] No optimal features file found for UI: ./output/feature-sets/UI.txt [2025-09-26T23:10:36.198837] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:36.198873] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:36.198902] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:36.198960] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:36.218169] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:36.219045] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:36.219153] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:36.219189] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:36.257528] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:36.257620] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:36.257689] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:36.257734] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:36.260947] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=97.18%) [2025-09-26T23:10:36.261217] [INFO ] [FORECASTER] Completed predict_future for UI [2025-09-26T23:10:36.261350] [INFO ] [sig ] UI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:36.408861] [INFO ] [LOCAL ] Saved forecast: UI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UI.txt [2025-09-26T23:10:36.409067] [WARN ] [sig ] [1862/2043] Failed UI after 0.2s | 3.96 sym/s | Total: 7.8m | ETA: 45.7s [2025-09-26T23:10:36.409142] [INFO ] [sig ] [1863/2043] Forecasting UIS... [2025-09-26T23:10:36.409181] [INFO ] [sig ] Generating forecast for: UIS [2025-09-26T23:10:36.409215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'. [2025-09-26T23:10:36.420281] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UIS'. [2025-09-26T23:10:36.420767] [INFO ] [FORECASTER] Starting predict_future for UIS [2025-09-26T23:10:36.449364] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:36.450293] [DEBUG] [LOCAL ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt [2025-09-26T23:10:36.450356] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:36.450402] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:36.450497] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:36.450561] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:36.469025] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:36.469715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:36.469806] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:36.469842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:36.511047] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:36.511219] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:36.511264] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:36.511294] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:36.515029] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=44.09%) [2025-09-26T23:10:36.515364] [INFO ] [FORECASTER] Completed predict_future for UIS [2025-09-26T23:10:36.515518] [INFO ] [sig ] UIS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:36.678438] [INFO ] [LOCAL ] Saved forecast: UIS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UIS.txt [2025-09-26T23:10:36.678734] [WARN ] [sig ] [1863/2043] Failed UIS after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 45.4s [2025-09-26T23:10:36.678824] [INFO ] [sig ] [1864/2043] Forecasting UL... [2025-09-26T23:10:36.678867] [INFO ] [sig ] Generating forecast for: UL [2025-09-26T23:10:36.678903] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'. [2025-09-26T23:10:36.690448] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UL'. [2025-09-26T23:10:36.690870] [INFO ] [FORECASTER] Starting predict_future for UL [2025-09-26T23:10:36.718927] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:36.719958] [DEBUG] [LOCAL ] No optimal features file found for UL: ./output/feature-sets/UL.txt [2025-09-26T23:10:36.720112] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:36.720171] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:36.720204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:36.720265] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:36.739318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:36.740227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:36.740323] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:36.740358] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:36.777788] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:36.777952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:36.777998] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:36.778029] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:36.782108] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=14.71%) [2025-09-26T23:10:36.782428] [INFO ] [FORECASTER] Completed predict_future for UL [2025-09-26T23:10:36.782595] [INFO ] [sig ] UL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:36.933281] [INFO ] [LOCAL ] Saved forecast: UL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UL.txt [2025-09-26T23:10:36.933606] [WARN ] [sig ] [1864/2043] Failed UL after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 45.2s [2025-09-26T23:10:36.933713] [INFO ] [sig ] [1865/2043] Forecasting ULS... [2025-09-26T23:10:36.933757] [INFO ] [sig ] Generating forecast for: ULS [2025-09-26T23:10:36.933793] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ULS' from 'https://tdm.silogroup.org/data/derivative_storage/ULS.csv'. [2025-09-26T23:10:36.944916] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ULS'. [2025-09-26T23:10:36.945399] [INFO ] [FORECASTER] Starting predict_future for ULS [2025-09-26T23:10:36.973906] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:36.974809] [DEBUG] [LOCAL ] No optimal features file found for ULS: ./output/feature-sets/ULS.txt [2025-09-26T23:10:36.974868] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:36.974903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:36.974932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:36.974998] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:36.993739] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:36.994323] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:36.994411] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:36.994448] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:37.033519] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:37.033761] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:37.033844] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:37.033921] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:37.038171] [DEBUG] [FORECASTER] ULS: Forecast T+1@11:T+2@11: UP (p=89.34%) [2025-09-26T23:10:37.038555] [INFO ] [FORECASTER] Completed predict_future for ULS [2025-09-26T23:10:37.038771] [INFO ] [sig ] ULS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:37.192271] [INFO ] [LOCAL ] Saved forecast: ULS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ULS.txt [2025-09-26T23:10:37.192525] [WARN ] [sig ] [1865/2043] Failed ULS after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 44.9s [2025-09-26T23:10:37.192605] [INFO ] [sig ] [1866/2043] Forecasting UMC... [2025-09-26T23:10:37.192670] [INFO ] [sig ] Generating forecast for: UMC [2025-09-26T23:10:37.192776] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'. [2025-09-26T23:10:37.205736] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UMC'. [2025-09-26T23:10:37.206183] [INFO ] [FORECASTER] Starting predict_future for UMC [2025-09-26T23:10:37.238787] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:37.239621] [DEBUG] [LOCAL ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt [2025-09-26T23:10:37.239705] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:37.239748] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:37.239813] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:37.239895] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:37.259284] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:37.260124] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:37.260223] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:37.260262] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:37.299719] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:37.299900] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:37.299955] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:37.299988] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:37.303711] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: UP (p=96.35%) [2025-09-26T23:10:37.304023] [INFO ] [FORECASTER] Completed predict_future for UMC [2025-09-26T23:10:37.304172] [INFO ] [sig ] UMC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:37.455784] [INFO ] [LOCAL ] Saved forecast: UMC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UMC.txt [2025-09-26T23:10:37.456018] [WARN ] [sig ] [1866/2043] Failed UMC after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 44.6s [2025-09-26T23:10:37.456096] [INFO ] [sig ] [1867/2043] Forecasting UMH... [2025-09-26T23:10:37.456136] [INFO ] [sig ] Generating forecast for: UMH [2025-09-26T23:10:37.456170] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'. [2025-09-26T23:10:37.467029] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UMH'. [2025-09-26T23:10:37.467403] [INFO ] [FORECASTER] Starting predict_future for UMH [2025-09-26T23:10:37.495515] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:37.496428] [DEBUG] [LOCAL ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt [2025-09-26T23:10:37.496490] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:37.496526] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:37.496555] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:37.496623] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:37.515537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:37.516192] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:37.516282] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:37.516321] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:37.554707] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:37.554845] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:37.554888] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:37.554919] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:37.558696] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=54.17%) [2025-09-26T23:10:37.558987] [INFO ] [FORECASTER] Completed predict_future for UMH [2025-09-26T23:10:37.559412] [INFO ] [sig ] UMH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:37.713169] [INFO ] [LOCAL ] Saved forecast: UMH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UMH.txt [2025-09-26T23:10:37.713432] [WARN ] [sig ] [1867/2043] Failed UMH after 0.3s | 3.96 sym/s | Total: 7.8m | ETA: 44.4s [2025-09-26T23:10:37.713518] [INFO ] [sig ] [1868/2043] Forecasting UNF... [2025-09-26T23:10:37.713561] [INFO ] [sig ] Generating forecast for: UNF [2025-09-26T23:10:37.713597] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'. [2025-09-26T23:10:37.724793] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNF'. [2025-09-26T23:10:37.725175] [INFO ] [FORECASTER] Starting predict_future for UNF [2025-09-26T23:10:37.752241] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:37.753079] [DEBUG] [LOCAL ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt [2025-09-26T23:10:37.753137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:37.753172] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:37.753202] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:37.753268] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:37.772297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:37.773005] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:37.773093] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:37.773129] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:37.810708] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:37.810871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:37.810913] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:37.810945] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:37.817066] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=6.19%) [2025-09-26T23:10:37.817372] [INFO ] [FORECASTER] Completed predict_future for UNF [2025-09-26T23:10:37.817515] [INFO ] [sig ] UNF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:37.968345] [INFO ] [LOCAL ] Saved forecast: UNF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UNF.txt [2025-09-26T23:10:37.968594] [WARN ] [sig ] [1868/2043] Failed UNF after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 44.1s [2025-09-26T23:10:37.968744] [INFO ] [sig ] [1869/2043] Forecasting UNFI... [2025-09-26T23:10:37.968786] [INFO ] [sig ] Generating forecast for: UNFI [2025-09-26T23:10:37.968822] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'. [2025-09-26T23:10:37.979287] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNFI'. [2025-09-26T23:10:37.979681] [INFO ] [FORECASTER] Starting predict_future for UNFI [2025-09-26T23:10:38.006131] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:38.007039] [DEBUG] [LOCAL ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt [2025-09-26T23:10:38.007104] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:38.007140] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:38.007168] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:38.007227] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:38.025901] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:38.026583] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:38.026704] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:38.026778] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:38.067503] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:38.067685] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:38.067751] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:38.067785] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:38.071465] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=78.32%) [2025-09-26T23:10:38.071820] [INFO ] [FORECASTER] Completed predict_future for UNFI [2025-09-26T23:10:38.071976] [INFO ] [sig ] UNFI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:38.223363] [INFO ] [LOCAL ] Saved forecast: UNFI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UNFI.txt [2025-09-26T23:10:38.223632] [WARN ] [sig ] [1869/2043] Failed UNFI after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 43.9s [2025-09-26T23:10:38.223740] [INFO ] [sig ] [1870/2043] Forecasting UNH... [2025-09-26T23:10:38.223782] [INFO ] [sig ] Generating forecast for: UNH [2025-09-26T23:10:38.223818] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'. [2025-09-26T23:10:38.234849] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNH'. [2025-09-26T23:10:38.235213] [INFO ] [FORECASTER] Starting predict_future for UNH [2025-09-26T23:10:38.266450] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:38.267384] [DEBUG] [LOCAL ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt [2025-09-26T23:10:38.267446] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:38.267484] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:38.267514] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:38.267573] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:38.286217] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:38.286923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:38.287012] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:38.287049] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:38.324572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:38.324721] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:38.324773] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:38.324806] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:38.328363] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: DOWN (p=49.41%) [2025-09-26T23:10:38.328678] [INFO ] [FORECASTER] Completed predict_future for UNH [2025-09-26T23:10:38.328834] [INFO ] [sig ] UNH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:38.481395] [INFO ] [LOCAL ] Saved forecast: UNH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UNH.txt [2025-09-26T23:10:38.481710] [WARN ] [sig ] [1870/2043] Failed UNH after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 43.6s [2025-09-26T23:10:38.481811] [INFO ] [sig ] [1871/2043] Forecasting UNM... [2025-09-26T23:10:38.481863] [INFO ] [sig ] Generating forecast for: UNM [2025-09-26T23:10:38.481904] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'. [2025-09-26T23:10:38.495376] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNM'. [2025-09-26T23:10:38.496007] [INFO ] [FORECASTER] Starting predict_future for UNM [2025-09-26T23:10:38.529311] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:38.530275] [DEBUG] [LOCAL ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt [2025-09-26T23:10:38.530336] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:38.530392] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:38.530426] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:38.530495] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:38.550486] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:38.551401] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:38.551510] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:38.551548] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:38.592338] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:38.592510] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:38.592556] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:38.592586] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:38.596417] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=64.19%) [2025-09-26T23:10:38.596805] [INFO ] [FORECASTER] Completed predict_future for UNM [2025-09-26T23:10:38.596977] [INFO ] [sig ] UNM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:38.751988] [INFO ] [LOCAL ] Saved forecast: UNM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UNM.txt [2025-09-26T23:10:38.752222] [WARN ] [sig ] [1871/2043] Failed UNM after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 43.4s [2025-09-26T23:10:38.752302] [INFO ] [sig ] [1872/2043] Forecasting UNMA... [2025-09-26T23:10:38.752342] [INFO ] [sig ] Generating forecast for: UNMA [2025-09-26T23:10:38.752392] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'. [2025-09-26T23:10:38.762280] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNMA'. [2025-09-26T23:10:38.762618] [INFO ] [FORECASTER] Starting predict_future for UNMA [2025-09-26T23:10:38.790454] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:38.791278] [DEBUG] [LOCAL ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt [2025-09-26T23:10:38.791379] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:38.791424] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:38.791456] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:38.791517] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:38.810990] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:38.811613] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:38.811722] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:38.811767] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:38.847871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:38.847984] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:38.848023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:38.848052] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:38.851613] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=10.55%) [2025-09-26T23:10:38.851989] [INFO ] [FORECASTER] Completed predict_future for UNMA [2025-09-26T23:10:38.852139] [INFO ] [sig ] UNMA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:39.006127] [INFO ] [LOCAL ] Saved forecast: UNMA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UNMA.txt [2025-09-26T23:10:39.006446] [WARN ] [sig ] [1872/2043] Failed UNMA after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 43.1s [2025-09-26T23:10:39.006533] [INFO ] [sig ] [1873/2043] Forecasting UNP... [2025-09-26T23:10:39.006575] [INFO ] [sig ] Generating forecast for: UNP [2025-09-26T23:10:39.006611] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'. [2025-09-26T23:10:39.017213] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UNP'. [2025-09-26T23:10:39.017525] [INFO ] [FORECASTER] Starting predict_future for UNP [2025-09-26T23:10:39.045090] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:39.046009] [DEBUG] [LOCAL ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt [2025-09-26T23:10:39.046074] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:39.046113] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:39.046151] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:39.046212] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:39.066506] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:39.067433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:39.067528] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:39.067565] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:39.105776] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:39.105923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:39.105966] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:39.105998] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:39.109757] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=90.05%) [2025-09-26T23:10:39.110055] [INFO ] [FORECASTER] Completed predict_future for UNP [2025-09-26T23:10:39.110203] [INFO ] [sig ] UNP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:39.268285] [INFO ] [LOCAL ] Saved forecast: UNP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UNP.txt [2025-09-26T23:10:39.268615] [WARN ] [sig ] [1873/2043] Failed UNP after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 42.9s [2025-09-26T23:10:39.268788] [INFO ] [sig ] [1874/2043] Forecasting UP... [2025-09-26T23:10:39.268833] [INFO ] [sig ] Generating forecast for: UP [2025-09-26T23:10:39.268870] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UP' from 'https://tdm.silogroup.org/data/derivative_storage/UP.csv'. [2025-09-26T23:10:39.280286] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UP'. [2025-09-26T23:10:39.280756] [INFO ] [FORECASTER] Starting predict_future for UP [2025-09-26T23:10:39.308638] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:39.309568] [DEBUG] [LOCAL ] No optimal features file found for UP: ./output/feature-sets/UP.txt [2025-09-26T23:10:39.309674] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:39.309751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:39.309804] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:39.309869] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:39.331247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:39.332206] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:39.332299] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:39.332337] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:39.370852] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:39.371038] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:39.371112] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:39.371175] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:39.375346] [DEBUG] [FORECASTER] UP: Forecast T+1@11:T+2@11: UP (p=98.13%) [2025-09-26T23:10:39.375676] [INFO ] [FORECASTER] Completed predict_future for UP [2025-09-26T23:10:39.375868] [INFO ] [sig ] UP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:39.540841] [INFO ] [LOCAL ] Saved forecast: UP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UP.txt [2025-09-26T23:10:39.541091] [WARN ] [sig ] [1874/2043] Failed UP after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 42.6s [2025-09-26T23:10:39.541173] [INFO ] [sig ] [1875/2043] Forecasting UPS... [2025-09-26T23:10:39.541214] [INFO ] [sig ] Generating forecast for: UPS [2025-09-26T23:10:39.541251] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'. [2025-09-26T23:10:39.552123] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UPS'. [2025-09-26T23:10:39.552505] [INFO ] [FORECASTER] Starting predict_future for UPS [2025-09-26T23:10:39.581532] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:39.582508] [DEBUG] [LOCAL ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt [2025-09-26T23:10:39.582578] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:39.582631] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:39.582703] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:39.582827] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:39.608374] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:39.609732] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:39.609846] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:39.609894] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:39.655498] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:39.655710] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:39.655774] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:39.655834] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:39.659866] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=55.91%) [2025-09-26T23:10:39.660182] [INFO ] [FORECASTER] Completed predict_future for UPS [2025-09-26T23:10:39.660331] [INFO ] [sig ] UPS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:39.817130] [INFO ] [LOCAL ] Saved forecast: UPS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UPS.txt [2025-09-26T23:10:39.817400] [WARN ] [sig ] [1875/2043] Failed UPS after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 42.4s [2025-09-26T23:10:39.817484] [INFO ] [sig ] [1876/2043] Forecasting URI... [2025-09-26T23:10:39.817526] [INFO ] [sig ] Generating forecast for: URI [2025-09-26T23:10:39.817562] [DEBUG] [REMOTE ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'. [2025-09-26T23:10:39.828615] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'URI'. [2025-09-26T23:10:39.828970] [INFO ] [FORECASTER] Starting predict_future for URI [2025-09-26T23:10:39.856113] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:39.856953] [DEBUG] [LOCAL ] No optimal features file found for URI: ./output/feature-sets/URI.txt [2025-09-26T23:10:39.857044] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:39.857083] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:39.857115] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:39.857176] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:39.875693] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:39.876670] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:39.876765] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:39.876802] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:39.916616] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:39.916770] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:39.916817] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:39.916849] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:39.920460] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=0.60%) [2025-09-26T23:10:39.920816] [INFO ] [FORECASTER] Completed predict_future for URI [2025-09-26T23:10:39.920976] [INFO ] [sig ] URI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:40.071181] [INFO ] [LOCAL ] Saved forecast: URI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/URI.txt [2025-09-26T23:10:40.071438] [WARN ] [sig ] [1876/2043] Failed URI after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 42.1s [2025-09-26T23:10:40.071520] [INFO ] [sig ] [1877/2043] Forecasting USA... [2025-09-26T23:10:40.071560] [INFO ] [sig ] Generating forecast for: USA [2025-09-26T23:10:40.071594] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'. [2025-09-26T23:10:40.082619] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USA'. [2025-09-26T23:10:40.083053] [INFO ] [FORECASTER] Starting predict_future for USA [2025-09-26T23:10:40.110954] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:40.111812] [DEBUG] [LOCAL ] No optimal features file found for USA: ./output/feature-sets/USA.txt [2025-09-26T23:10:40.111870] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:40.111906] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:40.111935] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:40.111994] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:40.130334] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:40.131109] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:40.131198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:40.131234] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:40.166694] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:40.166853] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:40.166899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:40.166931] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:40.170952] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=5.96%) [2025-09-26T23:10:40.171257] [INFO ] [FORECASTER] Completed predict_future for USA [2025-09-26T23:10:40.171400] [INFO ] [sig ] USA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:40.321370] [INFO ] [LOCAL ] Saved forecast: USA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/USA.txt [2025-09-26T23:10:40.321626] [WARN ] [sig ] [1877/2043] Failed USA after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 41.9s [2025-09-26T23:10:40.321727] [INFO ] [sig ] [1878/2043] Forecasting USAC... [2025-09-26T23:10:40.321766] [INFO ] [sig ] Generating forecast for: USAC [2025-09-26T23:10:40.321800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'. [2025-09-26T23:10:40.332319] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USAC'. [2025-09-26T23:10:40.332774] [INFO ] [FORECASTER] Starting predict_future for USAC [2025-09-26T23:10:40.359269] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:40.360131] [DEBUG] [LOCAL ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt [2025-09-26T23:10:40.360191] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:40.360245] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:40.360275] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:40.360334] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:40.379559] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:40.380249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:40.380348] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:40.380390] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:40.417496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:40.417617] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:40.417692] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:40.417739] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:40.421216] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: DOWN (p=33.57%) [2025-09-26T23:10:40.421542] [INFO ] [FORECASTER] Completed predict_future for USAC [2025-09-26T23:10:40.422125] [INFO ] [sig ] USAC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:40.579467] [INFO ] [LOCAL ] Saved forecast: USAC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/USAC.txt [2025-09-26T23:10:40.579756] [WARN ] [sig ] [1878/2043] Failed USAC after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 41.6s [2025-09-26T23:10:40.579845] [INFO ] [sig ] [1879/2043] Forecasting USB... [2025-09-26T23:10:40.579886] [INFO ] [sig ] Generating forecast for: USB [2025-09-26T23:10:40.579921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'. [2025-09-26T23:10:40.590079] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USB'. [2025-09-26T23:10:40.590430] [INFO ] [FORECASTER] Starting predict_future for USB [2025-09-26T23:10:40.618439] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:40.619315] [DEBUG] [LOCAL ] No optimal features file found for USB: ./output/feature-sets/USB.txt [2025-09-26T23:10:40.619377] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:40.619412] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:40.619442] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:40.619503] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:40.638537] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:40.639467] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:40.639560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:40.639596] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:40.681871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:40.682039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:40.682082] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:40.682114] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:40.685869] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=91.28%) [2025-09-26T23:10:40.686169] [INFO ] [FORECASTER] Completed predict_future for USB [2025-09-26T23:10:40.686318] [INFO ] [sig ] USB: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:40.849580] [INFO ] [LOCAL ] Saved forecast: USB 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/USB.txt [2025-09-26T23:10:40.849873] [WARN ] [sig ] [1879/2043] Failed USB after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 41.4s [2025-09-26T23:10:40.849957] [INFO ] [sig ] [1880/2043] Forecasting USFD... [2025-09-26T23:10:40.850000] [INFO ] [sig ] Generating forecast for: USFD [2025-09-26T23:10:40.850037] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'. [2025-09-26T23:10:40.863185] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USFD'. [2025-09-26T23:10:40.863732] [INFO ] [FORECASTER] Starting predict_future for USFD [2025-09-26T23:10:40.894635] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:40.895720] [DEBUG] [LOCAL ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt [2025-09-26T23:10:40.895813] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:40.895863] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:40.895896] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:40.895957] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:40.916232] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:40.917267] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:40.917369] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:40.917406] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:40.960095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:40.960279] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:40.960324] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:40.960354] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:40.965751] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=54.06%) [2025-09-26T23:10:40.966317] [INFO ] [FORECASTER] Completed predict_future for USFD [2025-09-26T23:10:40.966586] [INFO ] [sig ] USFD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:41.169741] [INFO ] [LOCAL ] Saved forecast: USFD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/USFD.txt [2025-09-26T23:10:41.170011] [WARN ] [sig ] [1880/2043] Failed USFD after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 41.1s [2025-09-26T23:10:41.170094] [INFO ] [sig ] [1881/2043] Forecasting USNA... [2025-09-26T23:10:41.170134] [INFO ] [sig ] Generating forecast for: USNA [2025-09-26T23:10:41.170168] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USNA' from 'https://tdm.silogroup.org/data/derivative_storage/USNA.csv'. [2025-09-26T23:10:41.180998] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USNA'. [2025-09-26T23:10:41.181477] [INFO ] [FORECASTER] Starting predict_future for USNA [2025-09-26T23:10:41.212697] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:41.213584] [DEBUG] [LOCAL ] No optimal features file found for USNA: ./output/feature-sets/USNA.txt [2025-09-26T23:10:41.213665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:41.213725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:41.213758] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:41.213818] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:41.233512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:41.234463] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:41.234560] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:41.234597] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:41.272029] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:41.272214] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:41.272263] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:41.272296] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:41.276825] [DEBUG] [FORECASTER] USNA: Forecast T+1@11:T+2@11: DOWN (p=17.56%) [2025-09-26T23:10:41.277173] [INFO ] [FORECASTER] Completed predict_future for USNA [2025-09-26T23:10:41.277357] [INFO ] [sig ] USNA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:41.446098] [INFO ] [LOCAL ] Saved forecast: USNA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/USNA.txt [2025-09-26T23:10:41.446524] [WARN ] [sig ] [1881/2043] Failed USNA after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 40.9s [2025-09-26T23:10:41.446691] [INFO ] [sig ] [1882/2043] Forecasting USPH... [2025-09-26T23:10:41.446776] [INFO ] [sig ] Generating forecast for: USPH [2025-09-26T23:10:41.446850] [DEBUG] [REMOTE ] Fetching historical data for symbol 'USPH' from 'https://tdm.silogroup.org/data/derivative_storage/USPH.csv'. [2025-09-26T23:10:41.458253] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'USPH'. [2025-09-26T23:10:41.458987] [INFO ] [FORECASTER] Starting predict_future for USPH [2025-09-26T23:10:41.492538] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:41.493677] [DEBUG] [LOCAL ] No optimal features file found for USPH: ./output/feature-sets/USPH.txt [2025-09-26T23:10:41.493752] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:41.493830] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:41.493878] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:41.493944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:41.514445] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:41.515525] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:41.515667] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:41.515729] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:41.558848] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:41.559088] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:41.559151] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:41.559184] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:41.563230] [DEBUG] [FORECASTER] USPH: Forecast T+1@11:T+2@11: DOWN (p=10.40%) [2025-09-26T23:10:41.563621] [INFO ] [FORECASTER] Completed predict_future for USPH [2025-09-26T23:10:41.563821] [INFO ] [sig ] USPH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:41.773516] [INFO ] [LOCAL ] Saved forecast: USPH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/USPH.txt [2025-09-26T23:10:41.773826] [WARN ] [sig ] [1882/2043] Failed USPH after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 40.6s [2025-09-26T23:10:41.773919] [INFO ] [sig ] [1883/2043] Forecasting UTF... [2025-09-26T23:10:41.773983] [INFO ] [sig ] Generating forecast for: UTF [2025-09-26T23:10:41.774057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'. [2025-09-26T23:10:41.788392] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTF'. [2025-09-26T23:10:41.789023] [INFO ] [FORECASTER] Starting predict_future for UTF [2025-09-26T23:10:41.833110] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:41.834559] [DEBUG] [LOCAL ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt [2025-09-26T23:10:41.834679] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:41.834750] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:41.834804] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:41.834904] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:41.863726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:41.864891] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:41.865019] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:41.865063] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:41.911768] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:41.911974] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:41.912047] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:41.912101] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:41.918104] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=91.66%) [2025-09-26T23:10:41.918595] [INFO ] [FORECASTER] Completed predict_future for UTF [2025-09-26T23:10:41.918850] [INFO ] [sig ] UTF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:42.127628] [INFO ] [LOCAL ] Saved forecast: UTF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UTF.txt [2025-09-26T23:10:42.128066] [WARN ] [sig ] [1883/2043] Failed UTF after 0.4s | 3.96 sym/s | Total: 7.9m | ETA: 40.4s [2025-09-26T23:10:42.128178] [INFO ] [sig ] [1884/2043] Forecasting UTI... [2025-09-26T23:10:42.128240] [INFO ] [sig ] Generating forecast for: UTI [2025-09-26T23:10:42.128299] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'. [2025-09-26T23:10:42.143762] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTI'. [2025-09-26T23:10:42.144337] [INFO ] [FORECASTER] Starting predict_future for UTI [2025-09-26T23:10:42.183481] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:42.184870] [DEBUG] [LOCAL ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt [2025-09-26T23:10:42.184944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:42.184993] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:42.185038] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:42.185131] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:42.218434] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:42.219697] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:42.219818] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:42.219877] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:42.263566] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:42.263757] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:42.263815] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:42.263848] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:42.273192] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=59.43%) [2025-09-26T23:10:42.274016] [INFO ] [FORECASTER] Completed predict_future for UTI [2025-09-26T23:10:42.274250] [INFO ] [sig ] UTI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:42.436262] [INFO ] [LOCAL ] Saved forecast: UTI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UTI.txt [2025-09-26T23:10:42.436599] [WARN ] [sig ] [1884/2043] Failed UTI after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 40.1s [2025-09-26T23:10:42.436725] [INFO ] [sig ] [1885/2043] Forecasting UTL... [2025-09-26T23:10:42.436767] [INFO ] [sig ] Generating forecast for: UTL [2025-09-26T23:10:42.436802] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'. [2025-09-26T23:10:42.450439] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTL'. [2025-09-26T23:10:42.450884] [INFO ] [FORECASTER] Starting predict_future for UTL [2025-09-26T23:10:42.481188] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:42.482056] [DEBUG] [LOCAL ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt [2025-09-26T23:10:42.482123] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:42.482180] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:42.482213] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:42.482272] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:42.501435] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:42.502329] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:42.502418] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:42.502453] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:42.540215] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:42.540775] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:42.540830] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:42.540862] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:42.544978] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=5.26%) [2025-09-26T23:10:42.545279] [INFO ] [FORECASTER] Completed predict_future for UTL [2025-09-26T23:10:42.545436] [INFO ] [sig ] UTL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:42.698423] [INFO ] [LOCAL ] Saved forecast: UTL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UTL.txt [2025-09-26T23:10:42.698684] [WARN ] [sig ] [1885/2043] Failed UTL after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 39.9s [2025-09-26T23:10:42.698766] [INFO ] [sig ] [1886/2043] Forecasting UTZ... [2025-09-26T23:10:42.698806] [INFO ] [sig ] Generating forecast for: UTZ [2025-09-26T23:10:42.698841] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'. [2025-09-26T23:10:42.709984] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UTZ'. [2025-09-26T23:10:42.710308] [INFO ] [FORECASTER] Starting predict_future for UTZ [2025-09-26T23:10:42.737915] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:42.738807] [DEBUG] [LOCAL ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt [2025-09-26T23:10:42.738866] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:42.738903] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:42.738935] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:42.739007] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:42.758495] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:42.759318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:42.759412] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:42.759450] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:42.795166] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:42.795334] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:42.795379] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:42.795412] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:42.799328] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=64.07%) [2025-09-26T23:10:42.799679] [INFO ] [FORECASTER] Completed predict_future for UTZ [2025-09-26T23:10:42.799852] [INFO ] [sig ] UTZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:42.955348] [INFO ] [LOCAL ] Saved forecast: UTZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UTZ.txt [2025-09-26T23:10:42.955621] [WARN ] [sig ] [1886/2043] Failed UTZ after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 39.6s [2025-09-26T23:10:42.955742] [INFO ] [sig ] [1887/2043] Forecasting UVE... [2025-09-26T23:10:42.955783] [INFO ] [sig ] Generating forecast for: UVE [2025-09-26T23:10:42.955819] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'. [2025-09-26T23:10:42.966445] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UVE'. [2025-09-26T23:10:42.966940] [INFO ] [FORECASTER] Starting predict_future for UVE [2025-09-26T23:10:42.995380] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:42.996278] [DEBUG] [LOCAL ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt [2025-09-26T23:10:42.996340] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:42.996419] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:42.996458] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:42.996522] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:43.017238] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:43.018078] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:43.018169] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:43.018205] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:43.051290] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:43.051458] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:43.051503] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:43.051533] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:43.055384] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: UP (p=54.79%) [2025-09-26T23:10:43.055726] [INFO ] [FORECASTER] Completed predict_future for UVE [2025-09-26T23:10:43.055880] [INFO ] [sig ] UVE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:43.220201] [INFO ] [LOCAL ] Saved forecast: UVE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UVE.txt [2025-09-26T23:10:43.220749] [WARN ] [sig ] [1887/2043] Failed UVE after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 39.4s [2025-09-26T23:10:43.220848] [INFO ] [sig ] [1888/2043] Forecasting UVV... [2025-09-26T23:10:43.220894] [INFO ] [sig ] Generating forecast for: UVV [2025-09-26T23:10:43.220936] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UVV' from 'https://tdm.silogroup.org/data/derivative_storage/UVV.csv'. [2025-09-26T23:10:43.236710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UVV'. [2025-09-26T23:10:43.237191] [INFO ] [FORECASTER] Starting predict_future for UVV [2025-09-26T23:10:43.265548] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:43.266565] [DEBUG] [LOCAL ] No optimal features file found for UVV: ./output/feature-sets/UVV.txt [2025-09-26T23:10:43.266630] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:43.266708] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:43.266748] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:43.266809] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:43.286373] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:43.287104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:43.287193] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:43.287229] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:43.320094] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:43.320255] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:43.320299] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:43.320329] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:43.324250] [DEBUG] [FORECASTER] UVV: Forecast T+1@11:T+2@11: DOWN (p=32.31%) [2025-09-26T23:10:43.324557] [INFO ] [FORECASTER] Completed predict_future for UVV [2025-09-26T23:10:43.324735] [INFO ] [sig ] UVV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:43.484133] [INFO ] [LOCAL ] Saved forecast: UVV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UVV.txt [2025-09-26T23:10:43.484368] [WARN ] [sig ] [1888/2043] Failed UVV after 0.3s | 3.96 sym/s | Total: 7.9m | ETA: 39.1s [2025-09-26T23:10:43.484446] [INFO ] [sig ] [1889/2043] Forecasting UWMC... [2025-09-26T23:10:43.484492] [INFO ] [sig ] Generating forecast for: UWMC [2025-09-26T23:10:43.484572] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'. [2025-09-26T23:10:43.495676] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UWMC'. [2025-09-26T23:10:43.495993] [INFO ] [FORECASTER] Starting predict_future for UWMC [2025-09-26T23:10:43.523912] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:43.524754] [DEBUG] [LOCAL ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt [2025-09-26T23:10:43.524815] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:43.524852] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:43.524882] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:43.524943] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:43.545103] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:43.545877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:43.545968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:43.546006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:43.577916] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:43.578073] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:43.578118] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:43.578151] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:43.581931] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: DOWN (p=29.29%) [2025-09-26T23:10:43.582239] [INFO ] [FORECASTER] Completed predict_future for UWMC [2025-09-26T23:10:43.582382] [INFO ] [sig ] UWMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:43.758273] [INFO ] [LOCAL ] Saved forecast: UWMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UWMC.txt [2025-09-26T23:10:43.758832] [WARN ] [sig ] [1889/2043] Failed UWMC after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 38.9s [2025-09-26T23:10:43.758951] [INFO ] [sig ] [1890/2043] Forecasting UZD... [2025-09-26T23:10:43.759004] [INFO ] [sig ] Generating forecast for: UZD [2025-09-26T23:10:43.759057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZD' from 'https://tdm.silogroup.org/data/derivative_storage/UZD.csv'. [2025-09-26T23:10:43.773338] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UZD'. [2025-09-26T23:10:43.774008] [INFO ] [FORECASTER] Starting predict_future for UZD [2025-09-26T23:10:43.803942] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:43.804849] [DEBUG] [LOCAL ] No optimal features file found for UZD: ./output/feature-sets/UZD.txt [2025-09-26T23:10:43.804909] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:43.804948] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:43.804978] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:43.805038] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:43.823502] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:43.824130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:43.824223] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:43.824259] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:43.868226] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:43.868331] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:43.868369] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:43.868398] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:43.871600] [DEBUG] [FORECASTER] UZD: Forecast T+1@11:T+2@11: UP (p=82.66%) [2025-09-26T23:10:43.871899] [INFO ] [FORECASTER] Completed predict_future for UZD [2025-09-26T23:10:43.872051] [INFO ] [sig ] UZD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:44.014834] [INFO ] [LOCAL ] Saved forecast: UZD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UZD.txt [2025-09-26T23:10:44.015109] [WARN ] [sig ] [1890/2043] Failed UZD after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 38.6s [2025-09-26T23:10:44.015191] [INFO ] [sig ] [1891/2043] Forecasting UZE... [2025-09-26T23:10:44.015238] [INFO ] [sig ] Generating forecast for: UZE [2025-09-26T23:10:44.015280] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'. [2025-09-26T23:10:44.026955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UZE'. [2025-09-26T23:10:44.027258] [INFO ] [FORECASTER] Starting predict_future for UZE [2025-09-26T23:10:44.053749] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:44.054457] [DEBUG] [LOCAL ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt [2025-09-26T23:10:44.054517] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:44.054552] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:44.054580] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:44.054659] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:44.072532] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:44.073151] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:44.073289] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:44.073334] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:44.120011] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:44.120092] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:44.120129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:44.120158] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:44.123355] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=93.20%) [2025-09-26T23:10:44.123625] [INFO ] [FORECASTER] Completed predict_future for UZE [2025-09-26T23:10:44.123802] [INFO ] [sig ] UZE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:44.268614] [INFO ] [LOCAL ] Saved forecast: UZE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/UZE.txt [2025-09-26T23:10:44.269051] [WARN ] [sig ] [1891/2043] Failed UZE after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 38.4s [2025-09-26T23:10:44.269141] [INFO ] [sig ] [1892/2043] Forecasting UZF... [2025-09-26T23:10:44.269180] [INFO ] [sig ] Generating forecast for: UZF [2025-09-26T23:10:44.269216] [DEBUG] [REMOTE ] Fetching historical data for symbol 'UZF' from 'https://tdm.silogroup.org/data/derivative_storage/UZF.csv'. [2025-09-26T23:10:44.281575] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'UZF'. [2025-09-26T23:10:44.282120] [INFO ] [FORECASTER] Starting predict_future for UZF [2025-09-26T23:10:44.323284] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:44.324235] [DEBUG] [LOCAL ] No optimal features file found for UZF: ./output/feature-sets/UZF.txt [2025-09-26T23:10:44.324297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:44.324357] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:44.324388] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:44.324514] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:44.343633] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:44.344738] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:44.344842] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:44.344881] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:44.382572] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:44.382820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:44.382879] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:44.382912] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:44.387080] [DEBUG] [FORECASTER] UZF: Forecast T+1@11:T+2@11: DOWN (p=34.38%) [2025-09-26T23:10:44.387432] [INFO ] [FORECASTER] Completed predict_future for UZF [2025-09-26T23:10:44.387596] [INFO ] [sig ] UZF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:44.554254] [INFO ] [LOCAL ] Saved forecast: UZF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/UZF.txt [2025-09-26T23:10:44.554539] [WARN ] [sig ] [1892/2043] Failed UZF after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 38.1s [2025-09-26T23:10:44.554624] [INFO ] [sig ] [1893/2043] Forecasting V... [2025-09-26T23:10:44.554702] [INFO ] [sig ] Generating forecast for: V [2025-09-26T23:10:44.554748] [DEBUG] [REMOTE ] Fetching historical data for symbol 'V' from 'https://tdm.silogroup.org/data/derivative_storage/V.csv'. [2025-09-26T23:10:44.569490] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'V'. [2025-09-26T23:10:44.570213] [INFO ] [FORECASTER] Starting predict_future for V [2025-09-26T23:10:44.597733] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:44.598763] [DEBUG] [LOCAL ] No optimal features file found for V: ./output/feature-sets/V.txt [2025-09-26T23:10:44.598825] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:44.598863] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:44.598893] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:44.598953] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:44.618354] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:44.619208] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:44.619312] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:44.619350] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:44.667328] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:44.667527] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:44.667573] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:44.667603] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:44.671453] [DEBUG] [FORECASTER] V: Forecast T+1@11:T+2@11: UP (p=81.64%) [2025-09-26T23:10:44.671804] [INFO ] [FORECASTER] Completed predict_future for V [2025-09-26T23:10:44.671966] [INFO ] [sig ] V: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:44.821233] [INFO ] [LOCAL ] Saved forecast: V 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/V.txt [2025-09-26T23:10:44.821635] [WARN ] [sig ] [1893/2043] Failed V after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 37.9s [2025-09-26T23:10:44.821745] [INFO ] [sig ] [1894/2043] Forecasting VAC... [2025-09-26T23:10:44.821784] [INFO ] [sig ] Generating forecast for: VAC [2025-09-26T23:10:44.821820] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'. [2025-09-26T23:10:44.833866] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VAC'. [2025-09-26T23:10:44.834400] [INFO ] [FORECASTER] Starting predict_future for VAC [2025-09-26T23:10:44.865237] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:44.866231] [DEBUG] [LOCAL ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt [2025-09-26T23:10:44.866289] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:44.866324] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:44.866384] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:44.866468] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:44.884833] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:44.885437] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:44.885524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:44.885560] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:44.923070] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:44.923246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:44.923292] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:44.923361] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:44.927268] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=45.31%) [2025-09-26T23:10:44.927569] [INFO ] [FORECASTER] Completed predict_future for VAC [2025-09-26T23:10:44.927758] [INFO ] [sig ] VAC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:45.086958] [INFO ] [LOCAL ] Saved forecast: VAC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VAC.txt [2025-09-26T23:10:45.087335] [WARN ] [sig ] [1894/2043] Failed VAC after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 37.6s [2025-09-26T23:10:45.087440] [INFO ] [sig ] [1895/2043] Forecasting VAL... [2025-09-26T23:10:45.087490] [INFO ] [sig ] Generating forecast for: VAL [2025-09-26T23:10:45.087535] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'. [2025-09-26T23:10:45.100876] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VAL'. [2025-09-26T23:10:45.101331] [INFO ] [FORECASTER] Starting predict_future for VAL [2025-09-26T23:10:45.129178] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:45.130108] [DEBUG] [LOCAL ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt [2025-09-26T23:10:45.130167] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:45.130202] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:45.130232] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:45.130291] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:45.149470] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:45.150247] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:45.150340] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:45.150377] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:45.190691] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:45.190894] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:45.190947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:45.190979] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:45.194572] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=18.30%) [2025-09-26T23:10:45.194894] [INFO ] [FORECASTER] Completed predict_future for VAL [2025-09-26T23:10:45.195555] [INFO ] [sig ] VAL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:45.348361] [INFO ] [LOCAL ] Saved forecast: VAL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VAL.txt [2025-09-26T23:10:45.348670] [WARN ] [sig ] [1895/2043] Failed VAL after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 37.4s [2025-09-26T23:10:45.348759] [INFO ] [sig ] [1896/2043] Forecasting VALE... [2025-09-26T23:10:45.348799] [INFO ] [sig ] Generating forecast for: VALE [2025-09-26T23:10:45.348834] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'. [2025-09-26T23:10:45.360399] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VALE'. [2025-09-26T23:10:45.360754] [INFO ] [FORECASTER] Starting predict_future for VALE [2025-09-26T23:10:45.386902] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:45.387619] [DEBUG] [LOCAL ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt [2025-09-26T23:10:45.387730] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:45.387806] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:45.387861] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:45.387925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:45.405913] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:45.406502] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:45.406584] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:45.406619] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:45.437490] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:45.437611] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:45.437679] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:45.437731] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:45.441118] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=81.48%) [2025-09-26T23:10:45.441396] [INFO ] [FORECASTER] Completed predict_future for VALE [2025-09-26T23:10:45.441530] [INFO ] [sig ] VALE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:45.594436] [INFO ] [LOCAL ] Saved forecast: VALE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VALE.txt [2025-09-26T23:10:45.594768] [WARN ] [sig ] [1896/2043] Failed VALE after 0.2s | 3.96 sym/s | Total: 8.0m | ETA: 37.1s [2025-09-26T23:10:45.594861] [INFO ] [sig ] [1897/2043] Forecasting VATE... [2025-09-26T23:10:45.594909] [INFO ] [sig ] Generating forecast for: VATE [2025-09-26T23:10:45.594945] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VATE' from 'https://tdm.silogroup.org/data/derivative_storage/VATE.csv'. [2025-09-26T23:10:45.604401] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VATE'. [2025-09-26T23:10:45.604762] [INFO ] [FORECASTER] Starting predict_future for VATE [2025-09-26T23:10:45.632981] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:45.633976] [DEBUG] [LOCAL ] No optimal features file found for VATE: ./output/feature-sets/VATE.txt [2025-09-26T23:10:45.634038] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:45.634074] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:45.634103] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:45.634161] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:45.653890] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:45.654537] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:45.654628] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:45.654701] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:45.686312] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:45.686487] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:45.686535] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:45.686570] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:45.690559] [DEBUG] [FORECASTER] VATE: Forecast T+1@11:T+2@11: UP (p=82.66%) [2025-09-26T23:10:45.690888] [INFO ] [FORECASTER] Completed predict_future for VATE [2025-09-26T23:10:45.691056] [INFO ] [sig ] VATE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:45.846989] [INFO ] [LOCAL ] Saved forecast: VATE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VATE.txt [2025-09-26T23:10:45.847257] [WARN ] [sig ] [1897/2043] Failed VATE after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 36.9s [2025-09-26T23:10:45.847336] [INFO ] [sig ] [1898/2043] Forecasting VBF... [2025-09-26T23:10:45.847376] [INFO ] [sig ] Generating forecast for: VBF [2025-09-26T23:10:45.847409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'. [2025-09-26T23:10:45.857364] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VBF'. [2025-09-26T23:10:45.857728] [INFO ] [FORECASTER] Starting predict_future for VBF [2025-09-26T23:10:45.884119] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:45.884958] [DEBUG] [LOCAL ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt [2025-09-26T23:10:45.885016] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:45.885054] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:45.885083] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:45.885142] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:45.903981] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:45.904739] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:45.904831] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:45.904867] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:45.935866] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:45.936016] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:45.936083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:45.936126] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:45.939861] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=1.34%) [2025-09-26T23:10:45.940212] [INFO ] [FORECASTER] Completed predict_future for VBF [2025-09-26T23:10:45.940360] [INFO ] [sig ] VBF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:46.094548] [INFO ] [LOCAL ] Saved forecast: VBF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VBF.txt [2025-09-26T23:10:46.094876] [WARN ] [sig ] [1898/2043] Failed VBF after 0.2s | 3.96 sym/s | Total: 8.0m | ETA: 36.6s [2025-09-26T23:10:46.094968] [INFO ] [sig ] [1899/2043] Forecasting VCV... [2025-09-26T23:10:46.095008] [INFO ] [sig ] Generating forecast for: VCV [2025-09-26T23:10:46.095043] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VCV' from 'https://tdm.silogroup.org/data/derivative_storage/VCV.csv'. [2025-09-26T23:10:46.105637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VCV'. [2025-09-26T23:10:46.106090] [INFO ] [FORECASTER] Starting predict_future for VCV [2025-09-26T23:10:46.133246] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:46.134158] [DEBUG] [LOCAL ] No optimal features file found for VCV: ./output/feature-sets/VCV.txt [2025-09-26T23:10:46.134215] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:46.134252] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:46.134297] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:46.134363] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:46.153522] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:46.154622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:46.154769] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:46.154809] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:46.196024] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:46.196202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:46.196250] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:46.196282] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:46.200380] [DEBUG] [FORECASTER] VCV: Forecast T+1@11:T+2@11: DOWN (p=8.05%) [2025-09-26T23:10:46.200775] [INFO ] [FORECASTER] Completed predict_future for VCV [2025-09-26T23:10:46.200939] [INFO ] [sig ] VCV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:46.367106] [INFO ] [LOCAL ] Saved forecast: VCV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VCV.txt [2025-09-26T23:10:46.367376] [WARN ] [sig ] [1899/2043] Failed VCV after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 36.4s [2025-09-26T23:10:46.367459] [INFO ] [sig ] [1900/2043] Forecasting VEEV... [2025-09-26T23:10:46.367499] [INFO ] [sig ] Generating forecast for: VEEV [2025-09-26T23:10:46.367532] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEEV' from 'https://tdm.silogroup.org/data/derivative_storage/VEEV.csv'. [2025-09-26T23:10:46.379601] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VEEV'. [2025-09-26T23:10:46.380227] [INFO ] [FORECASTER] Starting predict_future for VEEV [2025-09-26T23:10:46.408917] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:46.409989] [DEBUG] [LOCAL ] No optimal features file found for VEEV: ./output/feature-sets/VEEV.txt [2025-09-26T23:10:46.410051] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:46.410089] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:46.410120] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:46.410179] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:46.431606] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:46.432603] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:46.432735] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:46.432845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:46.471614] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:46.471820] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:46.471872] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:46.471905] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:46.475830] [DEBUG] [FORECASTER] VEEV: Forecast T+1@11:T+2@11: DOWN (p=1.16%) [2025-09-26T23:10:46.476221] [INFO ] [FORECASTER] Completed predict_future for VEEV [2025-09-26T23:10:46.476416] [INFO ] [sig ] VEEV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:46.651261] [INFO ] [LOCAL ] Saved forecast: VEEV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VEEV.txt [2025-09-26T23:10:46.651565] [WARN ] [sig ] [1900/2043] Failed VEEV after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 36.1s [2025-09-26T23:10:46.651703] [INFO ] [sig ] [1901/2043] Forecasting VEL... [2025-09-26T23:10:46.651774] [INFO ] [sig ] Generating forecast for: VEL [2025-09-26T23:10:46.651825] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'. [2025-09-26T23:10:46.662172] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VEL'. [2025-09-26T23:10:46.662519] [INFO ] [FORECASTER] Starting predict_future for VEL [2025-09-26T23:10:46.690732] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:46.691576] [DEBUG] [LOCAL ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt [2025-09-26T23:10:46.691665] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:46.691725] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:46.691759] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:46.691820] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:46.711073] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:46.711972] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:46.712067] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:46.712104] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:46.752342] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:46.752516] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:46.752561] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:46.752593] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:46.756442] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: UP (p=92.26%) [2025-09-26T23:10:46.756800] [INFO ] [FORECASTER] Completed predict_future for VEL [2025-09-26T23:10:46.756955] [INFO ] [sig ] VEL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:46.912719] [INFO ] [LOCAL ] Saved forecast: VEL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VEL.txt [2025-09-26T23:10:46.912995] [WARN ] [sig ] [1901/2043] Failed VEL after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 35.9s [2025-09-26T23:10:46.913077] [INFO ] [sig ] [1902/2043] Forecasting VET... [2025-09-26T23:10:46.913118] [INFO ] [sig ] Generating forecast for: VET [2025-09-26T23:10:46.913153] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VET' from 'https://tdm.silogroup.org/data/derivative_storage/VET.csv'. [2025-09-26T23:10:46.923991] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VET'. [2025-09-26T23:10:46.924434] [INFO ] [FORECASTER] Starting predict_future for VET [2025-09-26T23:10:46.952943] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:46.953836] [DEBUG] [LOCAL ] No optimal features file found for VET: ./output/feature-sets/VET.txt [2025-09-26T23:10:46.953899] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:46.953936] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:46.953966] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:46.954025] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:46.977063] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:46.978249] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:46.978381] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:46.978437] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:47.019554] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:47.019855] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:47.019908] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:47.019940] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:47.027443] [DEBUG] [FORECASTER] VET: Forecast T+1@11:T+2@11: DOWN (p=47.82%) [2025-09-26T23:10:47.027884] [INFO ] [FORECASTER] Completed predict_future for VET [2025-09-26T23:10:47.028070] [INFO ] [sig ] VET: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:47.188030] [INFO ] [LOCAL ] Saved forecast: VET 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VET.txt [2025-09-26T23:10:47.188426] [WARN ] [sig ] [1902/2043] Failed VET after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 35.6s [2025-09-26T23:10:47.188532] [INFO ] [sig ] [1903/2043] Forecasting VFC... [2025-09-26T23:10:47.188580] [INFO ] [sig ] Generating forecast for: VFC [2025-09-26T23:10:47.188667] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'. [2025-09-26T23:10:47.201330] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VFC'. [2025-09-26T23:10:47.201759] [INFO ] [FORECASTER] Starting predict_future for VFC [2025-09-26T23:10:47.229841] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:47.230746] [DEBUG] [LOCAL ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt [2025-09-26T23:10:47.230810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:47.230848] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:47.230878] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:47.230949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:47.250960] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:47.251884] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:47.251981] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:47.252019] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:47.294216] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:47.294391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:47.294437] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:47.294467] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:47.298476] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=61.23%) [2025-09-26T23:10:47.298958] [INFO ] [FORECASTER] Completed predict_future for VFC [2025-09-26T23:10:47.299124] [INFO ] [sig ] VFC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:47.450057] [INFO ] [LOCAL ] Saved forecast: VFC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VFC.txt [2025-09-26T23:10:47.450319] [WARN ] [sig ] [1903/2043] Failed VFC after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 35.4s [2025-09-26T23:10:47.450402] [INFO ] [sig ] [1904/2043] Forecasting VGI... [2025-09-26T23:10:47.450442] [INFO ] [sig ] Generating forecast for: VGI [2025-09-26T23:10:47.450479] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'. [2025-09-26T23:10:47.461467] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VGI'. [2025-09-26T23:10:47.462043] [INFO ] [FORECASTER] Starting predict_future for VGI [2025-09-26T23:10:47.490988] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:47.491968] [DEBUG] [LOCAL ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt [2025-09-26T23:10:47.492032] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:47.492075] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:47.492139] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:47.492235] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:47.511454] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:47.512567] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:47.513043] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:47.513094] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:47.552096] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:47.552286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:47.552351] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:47.552385] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:47.556735] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=92.08%) [2025-09-26T23:10:47.557163] [INFO ] [FORECASTER] Completed predict_future for VGI [2025-09-26T23:10:47.557334] [INFO ] [sig ] VGI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:47.723768] [INFO ] [LOCAL ] Saved forecast: VGI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VGI.txt [2025-09-26T23:10:47.724057] [WARN ] [sig ] [1904/2043] Failed VGI after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 35.1s [2025-09-26T23:10:47.724140] [INFO ] [sig ] [1905/2043] Forecasting VGM... [2025-09-26T23:10:47.724180] [INFO ] [sig ] Generating forecast for: VGM [2025-09-26T23:10:47.724215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'. [2025-09-26T23:10:47.736053] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VGM'. [2025-09-26T23:10:47.736488] [INFO ] [FORECASTER] Starting predict_future for VGM [2025-09-26T23:10:47.764366] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:47.765243] [DEBUG] [LOCAL ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt [2025-09-26T23:10:47.765301] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:47.765337] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:47.765366] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:47.765427] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:47.784588] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:47.785472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:47.785567] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:47.785605] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:47.825097] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:47.825259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:47.825305] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:47.825337] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:47.829027] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=46.24%) [2025-09-26T23:10:47.829334] [INFO ] [FORECASTER] Completed predict_future for VGM [2025-09-26T23:10:47.829486] [INFO ] [sig ] VGM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:47.982964] [INFO ] [LOCAL ] Saved forecast: VGM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VGM.txt [2025-09-26T23:10:47.983231] [WARN ] [sig ] [1905/2043] Failed VGM after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 34.9s [2025-09-26T23:10:47.983322] [INFO ] [sig ] [1906/2043] Forecasting VHI... [2025-09-26T23:10:47.983370] [INFO ] [sig ] Generating forecast for: VHI [2025-09-26T23:10:47.983461] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VHI' from 'https://tdm.silogroup.org/data/derivative_storage/VHI.csv'. [2025-09-26T23:10:47.993855] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VHI'. [2025-09-26T23:10:47.994206] [INFO ] [FORECASTER] Starting predict_future for VHI [2025-09-26T23:10:48.021285] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:48.022123] [DEBUG] [LOCAL ] No optimal features file found for VHI: ./output/feature-sets/VHI.txt [2025-09-26T23:10:48.022181] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:48.022218] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:48.022269] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:48.022340] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:48.041432] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:48.042224] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:48.042313] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:48.042351] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:48.081372] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:48.081551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:48.081619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:48.081715] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:48.085826] [DEBUG] [FORECASTER] VHI: Forecast T+1@11:T+2@11: UP (p=94.48%) [2025-09-26T23:10:48.086121] [INFO ] [FORECASTER] Completed predict_future for VHI [2025-09-26T23:10:48.086270] [INFO ] [sig ] VHI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:48.246995] [INFO ] [LOCAL ] Saved forecast: VHI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VHI.txt [2025-09-26T23:10:48.247289] [WARN ] [sig ] [1906/2043] Failed VHI after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 34.6s [2025-09-26T23:10:48.247375] [INFO ] [sig ] [1907/2043] Forecasting VICI... [2025-09-26T23:10:48.247416] [INFO ] [sig ] Generating forecast for: VICI [2025-09-26T23:10:48.247453] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'. [2025-09-26T23:10:48.257957] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VICI'. [2025-09-26T23:10:48.258379] [INFO ] [FORECASTER] Starting predict_future for VICI [2025-09-26T23:10:48.286136] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:48.287054] [DEBUG] [LOCAL ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt [2025-09-26T23:10:48.287116] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:48.287152] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:48.287181] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:48.287289] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:48.305805] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:48.306862] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:48.306959] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:48.306995] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:48.346092] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:48.346260] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:48.346306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:48.346338] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:48.350300] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: UP (p=97.94%) [2025-09-26T23:10:48.350627] [INFO ] [FORECASTER] Completed predict_future for VICI [2025-09-26T23:10:48.350852] [INFO ] [sig ] VICI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:48.504456] [INFO ] [LOCAL ] Saved forecast: VICI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VICI.txt [2025-09-26T23:10:48.504765] [WARN ] [sig ] [1907/2043] Failed VICI after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 34.4s [2025-09-26T23:10:48.504852] [INFO ] [sig ] [1908/2043] Forecasting VIK... [2025-09-26T23:10:48.504892] [INFO ] [sig ] Generating forecast for: VIK [2025-09-26T23:10:48.504927] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIK' from 'https://tdm.silogroup.org/data/derivative_storage/VIK.csv'. [2025-09-26T23:10:48.515817] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIK'. [2025-09-26T23:10:48.516242] [INFO ] [FORECASTER] Starting predict_future for VIK [2025-09-26T23:10:48.544413] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:48.545415] [DEBUG] [LOCAL ] No optimal features file found for VIK: ./output/feature-sets/VIK.txt [2025-09-26T23:10:48.545493] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:48.545533] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:48.545562] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:48.545621] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:48.564370] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:48.565165] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:48.565276] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:48.565330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:48.608675] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:48.608854] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:48.608899] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:48.608929] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:48.612962] [DEBUG] [FORECASTER] VIK: Forecast T+1@11:T+2@11: UP (p=67.51%) [2025-09-26T23:10:48.613281] [INFO ] [FORECASTER] Completed predict_future for VIK [2025-09-26T23:10:48.613435] [INFO ] [sig ] VIK: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:48.765768] [INFO ] [LOCAL ] Saved forecast: VIK 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VIK.txt [2025-09-26T23:10:48.766019] [WARN ] [sig ] [1908/2043] Failed VIK after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 34.1s [2025-09-26T23:10:48.766096] [INFO ] [sig ] [1909/2043] Forecasting VIPS... [2025-09-26T23:10:48.766171] [INFO ] [sig ] Generating forecast for: VIPS [2025-09-26T23:10:48.766225] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'. [2025-09-26T23:10:48.777229] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIPS'. [2025-09-26T23:10:48.777633] [INFO ] [FORECASTER] Starting predict_future for VIPS [2025-09-26T23:10:48.805085] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:48.806060] [DEBUG] [LOCAL ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt [2025-09-26T23:10:48.806127] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:48.806165] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:48.806196] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:48.806320] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:48.825058] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:48.825981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:48.826078] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:48.826115] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:48.868184] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:48.868366] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:48.868413] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:48.868452] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:48.872368] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=10.88%) [2025-09-26T23:10:48.872760] [INFO ] [FORECASTER] Completed predict_future for VIPS [2025-09-26T23:10:48.872932] [INFO ] [sig ] VIPS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:49.032802] [INFO ] [LOCAL ] Saved forecast: VIPS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VIPS.txt [2025-09-26T23:10:49.033185] [WARN ] [sig ] [1909/2043] Failed VIPS after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 33.9s [2025-09-26T23:10:49.033275] [INFO ] [sig ] [1910/2043] Forecasting VIRT... [2025-09-26T23:10:49.033317] [INFO ] [sig ] Generating forecast for: VIRT [2025-09-26T23:10:49.033353] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIRT' from 'https://tdm.silogroup.org/data/derivative_storage/VIRT.csv'. [2025-09-26T23:10:49.044069] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIRT'. [2025-09-26T23:10:49.044477] [INFO ] [FORECASTER] Starting predict_future for VIRT [2025-09-26T23:10:49.071835] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:49.072768] [DEBUG] [LOCAL ] No optimal features file found for VIRT: ./output/feature-sets/VIRT.txt [2025-09-26T23:10:49.072831] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:49.072868] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:49.072898] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:49.072956] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:49.092244] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:49.092987] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:49.093080] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:49.093118] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:49.132773] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:49.132952] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:49.132999] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:49.133030] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:49.137442] [DEBUG] [FORECASTER] VIRT: Forecast T+1@11:T+2@11: UP (p=89.13%) [2025-09-26T23:10:49.137828] [INFO ] [FORECASTER] Completed predict_future for VIRT [2025-09-26T23:10:49.137996] [INFO ] [sig ] VIRT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:49.293001] [INFO ] [LOCAL ] Saved forecast: VIRT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VIRT.txt [2025-09-26T23:10:49.293280] [WARN ] [sig ] [1910/2043] Failed VIRT after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 33.6s [2025-09-26T23:10:49.293367] [INFO ] [sig ] [1911/2043] Forecasting VIST... [2025-09-26T23:10:49.293406] [INFO ] [sig ] Generating forecast for: VIST [2025-09-26T23:10:49.293442] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIST' from 'https://tdm.silogroup.org/data/derivative_storage/VIST.csv'. [2025-09-26T23:10:49.303224] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIST'. [2025-09-26T23:10:49.303552] [INFO ] [FORECASTER] Starting predict_future for VIST [2025-09-26T23:10:49.330821] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:49.331669] [DEBUG] [LOCAL ] No optimal features file found for VIST: ./output/feature-sets/VIST.txt [2025-09-26T23:10:49.331733] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:49.331771] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:49.331800] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:49.331861] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:49.351210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:49.352062] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:49.352155] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:49.352190] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:49.392689] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:49.392863] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:49.392925] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:49.392959] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:49.396975] [DEBUG] [FORECASTER] VIST: Forecast T+1@11:T+2@11: DOWN (p=4.05%) [2025-09-26T23:10:49.397316] [INFO ] [FORECASTER] Completed predict_future for VIST [2025-09-26T23:10:49.397471] [INFO ] [sig ] VIST: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:49.558542] [INFO ] [LOCAL ] Saved forecast: VIST 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VIST.txt [2025-09-26T23:10:49.558848] [WARN ] [sig ] [1911/2043] Failed VIST after 0.3s | 3.96 sym/s | Total: 8.0m | ETA: 33.3s [2025-09-26T23:10:49.558938] [INFO ] [sig ] [1912/2043] Forecasting VIV... [2025-09-26T23:10:49.558978] [INFO ] [sig ] Generating forecast for: VIV [2025-09-26T23:10:49.559013] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VIV' from 'https://tdm.silogroup.org/data/derivative_storage/VIV.csv'. [2025-09-26T23:10:49.569770] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VIV'. [2025-09-26T23:10:49.570227] [INFO ] [FORECASTER] Starting predict_future for VIV [2025-09-26T23:10:49.599287] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:49.600172] [DEBUG] [LOCAL ] No optimal features file found for VIV: ./output/feature-sets/VIV.txt [2025-09-26T23:10:49.600233] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:49.600268] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:49.600298] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:49.600356] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:49.618899] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:49.619927] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:49.620023] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:49.620058] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:49.660760] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:49.660937] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:49.660985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:49.661016] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:49.665107] [DEBUG] [FORECASTER] VIV: Forecast T+1@11:T+2@11: DOWN (p=24.05%) [2025-09-26T23:10:49.665511] [INFO ] [FORECASTER] Completed predict_future for VIV [2025-09-26T23:10:49.666050] [INFO ] [sig ] VIV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:49.824174] [INFO ] [LOCAL ] Saved forecast: VIV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VIV.txt [2025-09-26T23:10:49.824448] [WARN ] [sig ] [1912/2043] Failed VIV after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 33.1s [2025-09-26T23:10:49.824534] [INFO ] [sig ] [1913/2043] Forecasting VKQ... [2025-09-26T23:10:49.824573] [INFO ] [sig ] Generating forecast for: VKQ [2025-09-26T23:10:49.824607] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'. [2025-09-26T23:10:49.835358] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VKQ'. [2025-09-26T23:10:49.835801] [INFO ] [FORECASTER] Starting predict_future for VKQ [2025-09-26T23:10:49.864492] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:49.865589] [DEBUG] [LOCAL ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt [2025-09-26T23:10:49.865680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:49.865738] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:49.865816] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:49.865909] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:49.886681] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:49.887637] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:49.887791] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:49.887841] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:49.930184] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:49.930356] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:49.930403] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:49.930434] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:49.934233] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=27.68%) [2025-09-26T23:10:49.934538] [INFO ] [FORECASTER] Completed predict_future for VKQ [2025-09-26T23:10:49.934722] [INFO ] [sig ] VKQ: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:50.091493] [INFO ] [LOCAL ] Saved forecast: VKQ 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VKQ.txt [2025-09-26T23:10:50.091799] [WARN ] [sig ] [1913/2043] Failed VKQ after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 32.8s [2025-09-26T23:10:50.091887] [INFO ] [sig ] [1914/2043] Forecasting VLN... [2025-09-26T23:10:50.091928] [INFO ] [sig ] Generating forecast for: VLN [2025-09-26T23:10:50.091963] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'. [2025-09-26T23:10:50.102344] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLN'. [2025-09-26T23:10:50.102787] [INFO ] [FORECASTER] Starting predict_future for VLN [2025-09-26T23:10:50.129589] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:50.130554] [DEBUG] [LOCAL ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt [2025-09-26T23:10:50.130612] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:50.130675] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:50.130727] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:50.130828] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:50.149365] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:50.150297] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:50.150400] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:50.150435] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:50.190006] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:50.190175] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:50.190220] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:50.190249] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:50.193957] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: UP (p=84.87%) [2025-09-26T23:10:50.194353] [INFO ] [FORECASTER] Completed predict_future for VLN [2025-09-26T23:10:50.194516] [INFO ] [sig ] VLN: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:50.344978] [INFO ] [LOCAL ] Saved forecast: VLN 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VLN.txt [2025-09-26T23:10:50.345256] [WARN ] [sig ] [1914/2043] Failed VLN after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 32.6s [2025-09-26T23:10:50.345335] [INFO ] [sig ] [1915/2043] Forecasting VLO... [2025-09-26T23:10:50.345374] [INFO ] [sig ] Generating forecast for: VLO [2025-09-26T23:10:50.345409] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'. [2025-09-26T23:10:50.355569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLO'. [2025-09-26T23:10:50.355997] [INFO ] [FORECASTER] Starting predict_future for VLO [2025-09-26T23:10:50.390840] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:50.391816] [DEBUG] [LOCAL ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt [2025-09-26T23:10:50.391877] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:50.391944] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:50.392000] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:50.392108] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:50.417449] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:50.418550] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:50.418700] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:50.418781] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:50.470257] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:50.470404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:50.470477] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:50.470557] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:50.476118] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: DOWN (p=33.67%) [2025-09-26T23:10:50.476634] [INFO ] [FORECASTER] Completed predict_future for VLO [2025-09-26T23:10:50.476836] [INFO ] [sig ] VLO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:50.699954] [INFO ] [LOCAL ] Saved forecast: VLO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VLO.txt [2025-09-26T23:10:50.700286] [WARN ] [sig ] [1915/2043] Failed VLO after 0.4s | 3.96 sym/s | Total: 8.1m | ETA: 32.3s [2025-09-26T23:10:50.700404] [INFO ] [sig ] [1916/2043] Forecasting VLRS... [2025-09-26T23:10:50.700482] [INFO ] [sig ] Generating forecast for: VLRS [2025-09-26T23:10:50.700570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'. [2025-09-26T23:10:50.712356] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLRS'. [2025-09-26T23:10:50.712751] [INFO ] [FORECASTER] Starting predict_future for VLRS [2025-09-26T23:10:50.745753] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:50.746749] [DEBUG] [LOCAL ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt [2025-09-26T23:10:50.746809] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:50.746867] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:50.746923] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:50.746989] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:50.770253] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:50.770889] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:50.770978] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:50.771013] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:50.825039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:50.825202] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:50.825281] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:50.825347] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:50.830516] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=12.66%) [2025-09-26T23:10:50.830988] [INFO ] [FORECASTER] Completed predict_future for VLRS [2025-09-26T23:10:50.831185] [INFO ] [sig ] VLRS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:51.020457] [INFO ] [LOCAL ] Saved forecast: VLRS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VLRS.txt [2025-09-26T23:10:51.020739] [WARN ] [sig ] [1916/2043] Failed VLRS after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 32.1s [2025-09-26T23:10:51.020851] [INFO ] [sig ] [1917/2043] Forecasting VLT... [2025-09-26T23:10:51.020898] [INFO ] [sig ] Generating forecast for: VLT [2025-09-26T23:10:51.020944] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLT' from 'https://tdm.silogroup.org/data/derivative_storage/VLT.csv'. [2025-09-26T23:10:51.033710] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLT'. [2025-09-26T23:10:51.034240] [INFO ] [FORECASTER] Starting predict_future for VLT [2025-09-26T23:10:51.071748] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:51.072857] [DEBUG] [LOCAL ] No optimal features file found for VLT: ./output/feature-sets/VLT.txt [2025-09-26T23:10:51.072931] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:51.072978] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:51.073014] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:51.073154] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:51.092220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:51.093286] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:51.093388] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:51.093423] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:51.128133] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:51.128306] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:51.128350] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:51.128379] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:51.132055] [DEBUG] [FORECASTER] VLT: Forecast T+1@11:T+2@11: UP (p=96.22%) [2025-09-26T23:10:51.132354] [INFO ] [FORECASTER] Completed predict_future for VLT [2025-09-26T23:10:51.132506] [INFO ] [sig ] VLT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:51.285661] [INFO ] [LOCAL ] Saved forecast: VLT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VLT.txt [2025-09-26T23:10:51.285968] [WARN ] [sig ] [1917/2043] Failed VLT after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 31.8s [2025-09-26T23:10:51.286048] [INFO ] [sig ] [1918/2043] Forecasting VLTO... [2025-09-26T23:10:51.286091] [INFO ] [sig ] Generating forecast for: VLTO [2025-09-26T23:10:51.286126] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'. [2025-09-26T23:10:51.296975] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VLTO'. [2025-09-26T23:10:51.297390] [INFO ] [FORECASTER] Starting predict_future for VLTO [2025-09-26T23:10:51.324932] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:51.325685] [DEBUG] [LOCAL ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt [2025-09-26T23:10:51.325744] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:51.325778] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:51.325846] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:51.325978] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:51.345187] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:51.345807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:51.345893] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:51.345928] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:51.390926] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:51.391021] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:51.391083] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:51.391117] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:51.395076] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=99.64%) [2025-09-26T23:10:51.395388] [INFO ] [FORECASTER] Completed predict_future for VLTO [2025-09-26T23:10:51.395533] [INFO ] [sig ] VLTO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:51.544715] [INFO ] [LOCAL ] Saved forecast: VLTO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VLTO.txt [2025-09-26T23:10:51.544965] [WARN ] [sig ] [1918/2043] Failed VLTO after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 31.6s [2025-09-26T23:10:51.545042] [INFO ] [sig ] [1919/2043] Forecasting VMC... [2025-09-26T23:10:51.545088] [INFO ] [sig ] Generating forecast for: VMC [2025-09-26T23:10:51.545132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMC' from 'https://tdm.silogroup.org/data/derivative_storage/VMC.csv'. [2025-09-26T23:10:51.554458] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VMC'. [2025-09-26T23:10:51.554787] [INFO ] [FORECASTER] Starting predict_future for VMC [2025-09-26T23:10:51.581185] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:51.582019] [DEBUG] [LOCAL ] No optimal features file found for VMC: ./output/feature-sets/VMC.txt [2025-09-26T23:10:51.582078] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:51.582112] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:51.582142] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:51.582199] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:51.602272] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:51.602931] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:51.603016] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:51.603051] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:51.648208] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:51.648791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:51.648849] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:51.648895] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:51.654929] [DEBUG] [FORECASTER] VMC: Forecast T+1@11:T+2@11: DOWN (p=5.87%) [2025-09-26T23:10:51.655241] [INFO ] [FORECASTER] Completed predict_future for VMC [2025-09-26T23:10:51.655398] [INFO ] [sig ] VMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:51.806135] [INFO ] [LOCAL ] Saved forecast: VMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VMC.txt [2025-09-26T23:10:51.806387] [WARN ] [sig ] [1919/2043] Failed VMC after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 31.3s [2025-09-26T23:10:51.806473] [INFO ] [sig ] [1920/2043] Forecasting VMI... [2025-09-26T23:10:51.806513] [INFO ] [sig ] Generating forecast for: VMI [2025-09-26T23:10:51.806548] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'. [2025-09-26T23:10:51.817375] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VMI'. [2025-09-26T23:10:51.817711] [INFO ] [FORECASTER] Starting predict_future for VMI [2025-09-26T23:10:51.844382] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:51.845175] [DEBUG] [LOCAL ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt [2025-09-26T23:10:51.845231] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:51.845264] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:51.845308] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:51.845366] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:51.863341] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:51.863942] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:51.864025] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:51.864063] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:51.903135] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:51.903317] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:51.903363] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:51.903395] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:51.907713] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=15.62%) [2025-09-26T23:10:51.908066] [INFO ] [FORECASTER] Completed predict_future for VMI [2025-09-26T23:10:51.908221] [INFO ] [sig ] VMI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:52.061920] [INFO ] [LOCAL ] Saved forecast: VMI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VMI.txt [2025-09-26T23:10:52.062134] [WARN ] [sig ] [1920/2043] Failed VMI after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 31.1s [2025-09-26T23:10:52.062216] [INFO ] [sig ] [1921/2043] Forecasting VMO... [2025-09-26T23:10:52.062267] [INFO ] [sig ] Generating forecast for: VMO [2025-09-26T23:10:52.062316] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'. [2025-09-26T23:10:52.072626] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VMO'. [2025-09-26T23:10:52.072927] [INFO ] [FORECASTER] Starting predict_future for VMO [2025-09-26T23:10:52.099623] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:52.100379] [DEBUG] [LOCAL ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt [2025-09-26T23:10:52.100435] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:52.100469] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:52.100498] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:52.100556] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:52.119587] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:52.120167] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:52.120250] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:52.120288] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:52.161383] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:52.161469] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:52.161506] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:52.161533] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:52.164905] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=94.19%) [2025-09-26T23:10:52.165170] [INFO ] [FORECASTER] Completed predict_future for VMO [2025-09-26T23:10:52.165305] [INFO ] [sig ] VMO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:52.318584] [INFO ] [LOCAL ] Saved forecast: VMO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VMO.txt [2025-09-26T23:10:52.318869] [WARN ] [sig ] [1921/2043] Failed VMO after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 30.8s [2025-09-26T23:10:52.318964] [INFO ] [sig ] [1922/2043] Forecasting VNCE... [2025-09-26T23:10:52.319043] [INFO ] [sig ] Generating forecast for: VNCE [2025-09-26T23:10:52.319100] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNCE' from 'https://tdm.silogroup.org/data/derivative_storage/VNCE.csv'. [2025-09-26T23:10:52.328825] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VNCE'. [2025-09-26T23:10:52.329141] [INFO ] [FORECASTER] Starting predict_future for VNCE [2025-09-26T23:10:52.356305] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:52.357153] [DEBUG] [LOCAL ] No optimal features file found for VNCE: ./output/feature-sets/VNCE.txt [2025-09-26T23:10:52.357210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:52.357245] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:52.357276] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:52.357339] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:52.376947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:52.377503] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:52.377586] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:52.377621] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:52.419027] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:52.419124] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:52.419164] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:52.419197] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:52.423037] [DEBUG] [FORECASTER] VNCE: Forecast T+1@11:T+2@11: UP (p=97.44%) [2025-09-26T23:10:52.423350] [INFO ] [FORECASTER] Completed predict_future for VNCE [2025-09-26T23:10:52.423495] [INFO ] [sig ] VNCE: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:52.578585] [INFO ] [LOCAL ] Saved forecast: VNCE 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VNCE.txt [2025-09-26T23:10:52.578823] [WARN ] [sig ] [1922/2043] Failed VNCE after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 30.6s [2025-09-26T23:10:52.578915] [INFO ] [sig ] [1923/2043] Forecasting VNO... [2025-09-26T23:10:52.578985] [INFO ] [sig ] Generating forecast for: VNO [2025-09-26T23:10:52.579084] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'. [2025-09-26T23:10:52.590224] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VNO'. [2025-09-26T23:10:52.590569] [INFO ] [FORECASTER] Starting predict_future for VNO [2025-09-26T23:10:52.618379] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:52.619343] [DEBUG] [LOCAL ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt [2025-09-26T23:10:52.619418] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:52.619479] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:52.619545] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:52.619611] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:52.640792] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:52.641405] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:52.641490] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:52.641525] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:52.686563] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:52.686698] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:52.686756] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:52.686791] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:52.690939] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=75.10%) [2025-09-26T23:10:52.691277] [INFO ] [FORECASTER] Completed predict_future for VNO [2025-09-26T23:10:52.691435] [INFO ] [sig ] VNO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:52.854275] [INFO ] [LOCAL ] Saved forecast: VNO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VNO.txt [2025-09-26T23:10:52.854497] [WARN ] [sig ] [1923/2043] Failed VNO after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 30.3s [2025-09-26T23:10:52.854638] [INFO ] [sig ] [1924/2043] Forecasting VNT... [2025-09-26T23:10:52.854720] [INFO ] [sig ] Generating forecast for: VNT [2025-09-26T23:10:52.854757] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VNT' from 'https://tdm.silogroup.org/data/derivative_storage/VNT.csv'. [2025-09-26T23:10:52.865825] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VNT'. [2025-09-26T23:10:52.866261] [INFO ] [FORECASTER] Starting predict_future for VNT [2025-09-26T23:10:52.893141] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:52.894111] [DEBUG] [LOCAL ] No optimal features file found for VNT: ./output/feature-sets/VNT.txt [2025-09-26T23:10:52.894170] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:52.894206] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:52.894235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:52.894294] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:52.912816] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:52.913630] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:52.913752] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:52.913791] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:52.956567] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:52.956755] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:52.956811] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:52.956843] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:52.960849] [DEBUG] [FORECASTER] VNT: Forecast T+1@11:T+2@11: UP (p=58.18%) [2025-09-26T23:10:52.961195] [INFO ] [FORECASTER] Completed predict_future for VNT [2025-09-26T23:10:52.961351] [INFO ] [sig ] VNT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:53.127047] [INFO ] [LOCAL ] Saved forecast: VNT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VNT.txt [2025-09-26T23:10:53.127317] [WARN ] [sig ] [1924/2043] Failed VNT after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 30.1s [2025-09-26T23:10:53.127403] [INFO ] [sig ] [1925/2043] Forecasting VOC... [2025-09-26T23:10:53.127444] [INFO ] [sig ] Generating forecast for: VOC [2025-09-26T23:10:53.127480] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'. [2025-09-26T23:10:53.138186] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VOC'. [2025-09-26T23:10:53.138691] [INFO ] [FORECASTER] Starting predict_future for VOC [2025-09-26T23:10:53.167471] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:53.168360] [DEBUG] [LOCAL ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt [2025-09-26T23:10:53.168419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:53.168457] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:53.168487] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:53.168553] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:53.188147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:53.188850] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:53.188939] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:53.188976] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:53.228700] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:53.228842] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:53.228947] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:53.228998] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:53.232633] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=93.61%) [2025-09-26T23:10:53.232959] [INFO ] [FORECASTER] Completed predict_future for VOC [2025-09-26T23:10:53.233116] [INFO ] [sig ] VOC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:53.384759] [INFO ] [LOCAL ] Saved forecast: VOC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VOC.txt [2025-09-26T23:10:53.385026] [WARN ] [sig ] [1925/2043] Failed VOC after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 29.8s [2025-09-26T23:10:53.385107] [INFO ] [sig ] [1926/2043] Forecasting VOYA... [2025-09-26T23:10:53.385206] [INFO ] [sig ] Generating forecast for: VOYA [2025-09-26T23:10:53.385315] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VOYA' from 'https://tdm.silogroup.org/data/derivative_storage/VOYA.csv'. [2025-09-26T23:10:53.396508] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VOYA'. [2025-09-26T23:10:53.396905] [INFO ] [FORECASTER] Starting predict_future for VOYA [2025-09-26T23:10:53.424259] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:53.425078] [DEBUG] [LOCAL ] No optimal features file found for VOYA: ./output/feature-sets/VOYA.txt [2025-09-26T23:10:53.425139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:53.425207] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:53.425256] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:53.425426] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:53.447325] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:53.448008] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:53.448096] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:53.448131] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:53.489781] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:53.489935] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:53.489979] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:53.490009] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:53.493911] [DEBUG] [FORECASTER] VOYA: Forecast T+1@11:T+2@11: UP (p=78.50%) [2025-09-26T23:10:53.494235] [INFO ] [FORECASTER] Completed predict_future for VOYA [2025-09-26T23:10:53.494385] [INFO ] [sig ] VOYA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:53.647510] [INFO ] [LOCAL ] Saved forecast: VOYA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VOYA.txt [2025-09-26T23:10:53.647877] [WARN ] [sig ] [1926/2043] Failed VOYA after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 29.6s [2025-09-26T23:10:53.648029] [INFO ] [sig ] [1927/2043] Forecasting VPG... [2025-09-26T23:10:53.648101] [INFO ] [sig ] Generating forecast for: VPG [2025-09-26T23:10:53.648154] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'. [2025-09-26T23:10:53.658910] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VPG'. [2025-09-26T23:10:53.659367] [INFO ] [FORECASTER] Starting predict_future for VPG [2025-09-26T23:10:53.687161] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:53.688040] [DEBUG] [LOCAL ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt [2025-09-26T23:10:53.688105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:53.688143] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:53.688179] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:53.688261] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:53.706697] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:53.707361] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:53.707449] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:53.707483] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:53.740859] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:53.741039] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:53.741087] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:53.741121] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:53.745373] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=74.10%) [2025-09-26T23:10:53.745747] [INFO ] [FORECASTER] Completed predict_future for VPG [2025-09-26T23:10:53.745913] [INFO ] [sig ] VPG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:53.901348] [INFO ] [LOCAL ] Saved forecast: VPG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VPG.txt [2025-09-26T23:10:53.901621] [WARN ] [sig ] [1927/2043] Failed VPG after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 29.3s [2025-09-26T23:10:53.901745] [INFO ] [sig ] [1928/2043] Forecasting VPV... [2025-09-26T23:10:53.901823] [INFO ] [sig ] Generating forecast for: VPV [2025-09-26T23:10:53.901885] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VPV' from 'https://tdm.silogroup.org/data/derivative_storage/VPV.csv'. [2025-09-26T23:10:53.911450] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VPV'. [2025-09-26T23:10:53.911851] [INFO ] [FORECASTER] Starting predict_future for VPV [2025-09-26T23:10:53.939712] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:53.940532] [DEBUG] [LOCAL ] No optimal features file found for VPV: ./output/feature-sets/VPV.txt [2025-09-26T23:10:53.940590] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:53.940627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:53.940695] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:53.940770] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:53.959790] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:53.960506] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:53.960595] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:53.960632] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:53.992813] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:53.992989] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:53.993038] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:53.993073] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:53.997702] [DEBUG] [FORECASTER] VPV: Forecast T+1@11:T+2@11: DOWN (p=18.55%) [2025-09-26T23:10:53.998074] [INFO ] [FORECASTER] Completed predict_future for VPV [2025-09-26T23:10:53.998237] [INFO ] [sig ] VPV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:54.152162] [INFO ] [LOCAL ] Saved forecast: VPV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VPV.txt [2025-09-26T23:10:54.152403] [WARN ] [sig ] [1928/2043] Failed VPV after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 29.1s [2025-09-26T23:10:54.152482] [INFO ] [sig ] [1929/2043] Forecasting VRE... [2025-09-26T23:10:54.152534] [INFO ] [sig ] Generating forecast for: VRE [2025-09-26T23:10:54.152600] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'. [2025-09-26T23:10:54.163108] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VRE'. [2025-09-26T23:10:54.163506] [INFO ] [FORECASTER] Starting predict_future for VRE [2025-09-26T23:10:54.190956] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:54.191754] [DEBUG] [LOCAL ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt [2025-09-26T23:10:54.191814] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:54.191850] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:54.191880] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:54.191942] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:54.210572] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:54.211174] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:54.211258] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:54.211293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:54.238822] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:54.238947] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:54.238989] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:54.239020] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:54.242665] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=5.34%) [2025-09-26T23:10:54.242976] [INFO ] [FORECASTER] Completed predict_future for VRE [2025-09-26T23:10:54.243147] [INFO ] [sig ] VRE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:54.395761] [INFO ] [LOCAL ] Saved forecast: VRE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VRE.txt [2025-09-26T23:10:54.395997] [WARN ] [sig ] [1929/2043] Failed VRE after 0.2s | 3.96 sym/s | Total: 8.1m | ETA: 28.8s [2025-09-26T23:10:54.396075] [INFO ] [sig ] [1930/2043] Forecasting VRT... [2025-09-26T23:10:54.396114] [INFO ] [sig ] Generating forecast for: VRT [2025-09-26T23:10:54.396148] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRT' from 'https://tdm.silogroup.org/data/derivative_storage/VRT.csv'. [2025-09-26T23:10:54.405526] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VRT'. [2025-09-26T23:10:54.405845] [INFO ] [FORECASTER] Starting predict_future for VRT [2025-09-26T23:10:54.431700] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:54.432449] [DEBUG] [LOCAL ] No optimal features file found for VRT: ./output/feature-sets/VRT.txt [2025-09-26T23:10:54.432504] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:54.432538] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:54.432566] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:54.432623] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:54.451221] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:54.451832] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:54.451918] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:54.451953] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:54.481221] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:54.481322] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:54.481361] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:54.481392] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:54.484754] [DEBUG] [FORECASTER] VRT: Forecast T+1@11:T+2@11: DOWN (p=7.60%) [2025-09-26T23:10:54.485035] [INFO ] [FORECASTER] Completed predict_future for VRT [2025-09-26T23:10:54.485165] [INFO ] [sig ] VRT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:54.638498] [INFO ] [LOCAL ] Saved forecast: VRT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VRT.txt [2025-09-26T23:10:54.638766] [WARN ] [sig ] [1930/2043] Failed VRT after 0.2s | 3.96 sym/s | Total: 8.1m | ETA: 28.6s [2025-09-26T23:10:54.638874] [INFO ] [sig ] [1931/2043] Forecasting VRTS... [2025-09-26T23:10:54.638923] [INFO ] [sig ] Generating forecast for: VRTS [2025-09-26T23:10:54.638958] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'. [2025-09-26T23:10:54.648594] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VRTS'. [2025-09-26T23:10:54.648923] [INFO ] [FORECASTER] Starting predict_future for VRTS [2025-09-26T23:10:54.675230] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:54.676046] [DEBUG] [LOCAL ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt [2025-09-26T23:10:54.676105] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:54.676141] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:54.676169] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:54.676228] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:54.695218] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:54.696070] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:54.696161] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:54.696198] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:54.726385] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:54.726525] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:54.726568] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:54.726599] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:54.730102] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: DOWN (p=17.04%) [2025-09-26T23:10:54.730398] [INFO ] [FORECASTER] Completed predict_future for VRTS [2025-09-26T23:10:54.730547] [INFO ] [sig ] VRTS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:54.883704] [INFO ] [LOCAL ] Saved forecast: VRTS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VRTS.txt [2025-09-26T23:10:54.883986] [WARN ] [sig ] [1931/2043] Failed VRTS after 0.2s | 3.96 sym/s | Total: 8.1m | ETA: 28.3s [2025-09-26T23:10:54.884066] [INFO ] [sig ] [1932/2043] Forecasting VSCO... [2025-09-26T23:10:54.884106] [INFO ] [sig ] Generating forecast for: VSCO [2025-09-26T23:10:54.884140] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'. [2025-09-26T23:10:54.895244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VSCO'. [2025-09-26T23:10:54.895594] [INFO ] [FORECASTER] Starting predict_future for VSCO [2025-09-26T23:10:54.921833] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:54.922600] [DEBUG] [LOCAL ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt [2025-09-26T23:10:54.922683] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:54.922735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:54.922768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:54.922830] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:54.941251] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:54.941917] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:54.942004] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:54.942039] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:54.974250] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:54.974372] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:54.974412] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:54.974478] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:54.978345] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=74.28%) [2025-09-26T23:10:54.978704] [INFO ] [FORECASTER] Completed predict_future for VSCO [2025-09-26T23:10:54.978860] [INFO ] [sig ] VSCO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:55.132420] [INFO ] [LOCAL ] Saved forecast: VSCO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VSCO.txt [2025-09-26T23:10:55.132747] [WARN ] [sig ] [1932/2043] Failed VSCO after 0.2s | 3.96 sym/s | Total: 8.1m | ETA: 28.1s [2025-09-26T23:10:55.132843] [INFO ] [sig ] [1933/2043] Forecasting VSH... [2025-09-26T23:10:55.132887] [INFO ] [sig ] Generating forecast for: VSH [2025-09-26T23:10:55.132923] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'. [2025-09-26T23:10:55.143827] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VSH'. [2025-09-26T23:10:55.144215] [INFO ] [FORECASTER] Starting predict_future for VSH [2025-09-26T23:10:55.172035] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:55.173079] [DEBUG] [LOCAL ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt [2025-09-26T23:10:55.173139] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:55.173175] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:55.173204] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:55.173263] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:55.191638] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:55.192406] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:55.192495] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:55.192530] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:55.233799] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:55.233999] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:55.234064] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:55.234098] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:55.238054] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=99.45%) [2025-09-26T23:10:55.238417] [INFO ] [FORECASTER] Completed predict_future for VSH [2025-09-26T23:10:55.238599] [INFO ] [sig ] VSH: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:55.394726] [INFO ] [LOCAL ] Saved forecast: VSH 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VSH.txt [2025-09-26T23:10:55.394992] [WARN ] [sig ] [1933/2043] Failed VSH after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 27.8s [2025-09-26T23:10:55.395074] [INFO ] [sig ] [1934/2043] Forecasting VST... [2025-09-26T23:10:55.395115] [INFO ] [sig ] Generating forecast for: VST [2025-09-26T23:10:55.395150] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VST' from 'https://tdm.silogroup.org/data/derivative_storage/VST.csv'. [2025-09-26T23:10:55.405683] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VST'. [2025-09-26T23:10:55.406025] [INFO ] [FORECASTER] Starting predict_future for VST [2025-09-26T23:10:55.433269] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:55.434080] [DEBUG] [LOCAL ] No optimal features file found for VST: ./output/feature-sets/VST.txt [2025-09-26T23:10:55.434137] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:55.434176] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:55.434207] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:55.434286] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:55.452702] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:55.453591] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:55.453712] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:55.453763] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:55.488153] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:55.488326] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:55.488372] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:55.488403] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:55.492290] [DEBUG] [FORECASTER] VST: Forecast T+1@11:T+2@11: DOWN (p=19.88%) [2025-09-26T23:10:55.492635] [INFO ] [FORECASTER] Completed predict_future for VST [2025-09-26T23:10:55.492834] [INFO ] [sig ] VST: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:55.668208] [INFO ] [LOCAL ] Saved forecast: VST 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VST.txt [2025-09-26T23:10:55.668484] [WARN ] [sig ] [1934/2043] Failed VST after 0.3s | 3.96 sym/s | Total: 8.1m | ETA: 27.6s [2025-09-26T23:10:55.668571] [INFO ] [sig ] [1935/2043] Forecasting VSTS... [2025-09-26T23:10:55.668613] [INFO ] [sig ] Generating forecast for: VSTS [2025-09-26T23:10:55.668678] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'. [2025-09-26T23:10:55.680019] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VSTS'. [2025-09-26T23:10:55.680521] [INFO ] [FORECASTER] Starting predict_future for VSTS [2025-09-26T23:10:55.712872] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:55.713758] [DEBUG] [LOCAL ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt [2025-09-26T23:10:55.713821] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:55.713891] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:55.713932] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:55.713994] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:55.734000] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:55.734939] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:55.735038] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:55.735075] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:55.774805] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:55.774977] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:55.775024] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:55.775055] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:55.778835] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=3.14%) [2025-09-26T23:10:55.779138] [INFO ] [FORECASTER] Completed predict_future for VSTS [2025-09-26T23:10:55.779287] [INFO ] [sig ] VSTS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:55.936004] [INFO ] [LOCAL ] Saved forecast: VSTS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VSTS.txt [2025-09-26T23:10:55.936269] [WARN ] [sig ] [1935/2043] Failed VSTS after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 27.3s [2025-09-26T23:10:55.936349] [INFO ] [sig ] [1936/2043] Forecasting VTEX... [2025-09-26T23:10:55.936435] [INFO ] [sig ] Generating forecast for: VTEX [2025-09-26T23:10:55.936473] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'. [2025-09-26T23:10:55.948246] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTEX'. [2025-09-26T23:10:55.948624] [INFO ] [FORECASTER] Starting predict_future for VTEX [2025-09-26T23:10:55.976531] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:55.977308] [DEBUG] [LOCAL ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt [2025-09-26T23:10:55.977367] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:55.977402] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:55.977431] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:55.977489] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:55.997425] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:55.998202] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:55.998291] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:55.998328] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:56.036978] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:56.037196] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:56.037244] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:56.037277] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:56.043549] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: UP (p=70.73%) [2025-09-26T23:10:56.043915] [INFO ] [FORECASTER] Completed predict_future for VTEX [2025-09-26T23:10:56.044083] [INFO ] [sig ] VTEX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:56.195999] [INFO ] [LOCAL ] Saved forecast: VTEX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VTEX.txt [2025-09-26T23:10:56.196264] [WARN ] [sig ] [1936/2043] Failed VTEX after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 27.1s [2025-09-26T23:10:56.196346] [INFO ] [sig ] [1937/2043] Forecasting VTLE... [2025-09-26T23:10:56.196419] [INFO ] [sig ] Generating forecast for: VTLE [2025-09-26T23:10:56.196458] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'. [2025-09-26T23:10:56.206314] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTLE'. [2025-09-26T23:10:56.206905] [INFO ] [FORECASTER] Starting predict_future for VTLE [2025-09-26T23:10:56.233745] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:56.234602] [DEBUG] [LOCAL ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt [2025-09-26T23:10:56.234687] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:56.234737] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:56.234768] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:56.234827] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:56.253233] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:56.253934] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:56.254021] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:56.254056] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:56.289928] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:56.290063] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:56.290104] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:56.290134] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:56.293584] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=15.55%) [2025-09-26T23:10:56.293911] [INFO ] [FORECASTER] Completed predict_future for VTLE [2025-09-26T23:10:56.294063] [INFO ] [sig ] VTLE: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:56.444422] [INFO ] [LOCAL ] Saved forecast: VTLE 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VTLE.txt [2025-09-26T23:10:56.444745] [WARN ] [sig ] [1937/2043] Failed VTLE after 0.2s | 3.96 sym/s | Total: 8.2m | ETA: 26.8s [2025-09-26T23:10:56.444836] [INFO ] [sig ] [1938/2043] Forecasting VTMX... [2025-09-26T23:10:56.444879] [INFO ] [sig ] Generating forecast for: VTMX [2025-09-26T23:10:56.444916] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'. [2025-09-26T23:10:56.456872] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTMX'. [2025-09-26T23:10:56.457303] [INFO ] [FORECASTER] Starting predict_future for VTMX [2025-09-26T23:10:56.485860] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:56.486738] [DEBUG] [LOCAL ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt [2025-09-26T23:10:56.486797] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:56.486833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:56.486867] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:56.486924] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:56.509726] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:56.510877] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:56.511000] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:56.511047] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:56.554357] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:56.554542] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:56.554595] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:56.554627] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:56.558856] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=69.06%) [2025-09-26T23:10:56.559168] [INFO ] [FORECASTER] Completed predict_future for VTMX [2025-09-26T23:10:56.559318] [INFO ] [sig ] VTMX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:56.716948] [INFO ] [LOCAL ] Saved forecast: VTMX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VTMX.txt [2025-09-26T23:10:56.717208] [WARN ] [sig ] [1938/2043] Failed VTMX after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 26.5s [2025-09-26T23:10:56.717295] [INFO ] [sig ] [1939/2043] Forecasting VTN... [2025-09-26T23:10:56.717336] [INFO ] [sig ] Generating forecast for: VTN [2025-09-26T23:10:56.717371] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'. [2025-09-26T23:10:56.727220] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTN'. [2025-09-26T23:10:56.727539] [INFO ] [FORECASTER] Starting predict_future for VTN [2025-09-26T23:10:56.755615] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:56.756533] [DEBUG] [LOCAL ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt [2025-09-26T23:10:56.756594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:56.756630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:56.756705] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:56.756786] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:56.776942] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:56.777713] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:56.777806] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:56.777842] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:56.814943] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:56.815086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:56.815127] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:56.815178] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:56.818945] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=7.91%) [2025-09-26T23:10:56.819274] [INFO ] [FORECASTER] Completed predict_future for VTN [2025-09-26T23:10:56.819432] [INFO ] [sig ] VTN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:56.975700] [INFO ] [LOCAL ] Saved forecast: VTN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VTN.txt [2025-09-26T23:10:56.975998] [WARN ] [sig ] [1939/2043] Failed VTN after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 26.3s [2025-09-26T23:10:56.976080] [INFO ] [sig ] [1940/2043] Forecasting VTOL... [2025-09-26T23:10:56.976120] [INFO ] [sig ] Generating forecast for: VTOL [2025-09-26T23:10:56.976171] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'. [2025-09-26T23:10:56.986681] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTOL'. [2025-09-26T23:10:56.987105] [INFO ] [FORECASTER] Starting predict_future for VTOL [2025-09-26T23:10:57.014039] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:57.014887] [DEBUG] [LOCAL ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt [2025-09-26T23:10:57.014944] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:57.014979] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:57.015008] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:57.015066] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:57.033326] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:57.034117] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:57.034208] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:57.034244] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:57.075371] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:57.075550] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:57.075597] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:57.075629] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:57.079501] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=51.86%) [2025-09-26T23:10:57.079852] [INFO ] [FORECASTER] Completed predict_future for VTOL [2025-09-26T23:10:57.080014] [INFO ] [sig ] VTOL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:57.247244] [INFO ] [LOCAL ] Saved forecast: VTOL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VTOL.txt [2025-09-26T23:10:57.247474] [WARN ] [sig ] [1940/2043] Failed VTOL after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 26.0s [2025-09-26T23:10:57.247551] [INFO ] [sig ] [1941/2043] Forecasting VTR... [2025-09-26T23:10:57.247591] [INFO ] [sig ] Generating forecast for: VTR [2025-09-26T23:10:57.247625] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTR' from 'https://tdm.silogroup.org/data/derivative_storage/VTR.csv'. [2025-09-26T23:10:57.257636] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTR'. [2025-09-26T23:10:57.257975] [INFO ] [FORECASTER] Starting predict_future for VTR [2025-09-26T23:10:57.285082] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:57.285964] [DEBUG] [LOCAL ] No optimal features file found for VTR: ./output/feature-sets/VTR.txt [2025-09-26T23:10:57.286022] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:57.286058] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:57.286087] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:57.286164] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:57.305406] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:57.306148] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:57.306282] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:57.306329] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:57.347076] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:57.347241] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:57.347287] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:57.347317] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:57.351219] [DEBUG] [FORECASTER] VTR: Forecast T+1@11:T+2@11: DOWN (p=30.14%) [2025-09-26T23:10:57.351524] [INFO ] [FORECASTER] Completed predict_future for VTR [2025-09-26T23:10:57.351729] [INFO ] [sig ] VTR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:57.507476] [INFO ] [LOCAL ] Saved forecast: VTR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VTR.txt [2025-09-26T23:10:57.507759] [WARN ] [sig ] [1941/2043] Failed VTR after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 25.8s [2025-09-26T23:10:57.507842] [INFO ] [sig ] [1942/2043] Forecasting VTS... [2025-09-26T23:10:57.507882] [INFO ] [sig ] Generating forecast for: VTS [2025-09-26T23:10:57.507917] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'. [2025-09-26T23:10:57.518264] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VTS'. [2025-09-26T23:10:57.518622] [INFO ] [FORECASTER] Starting predict_future for VTS [2025-09-26T23:10:57.545788] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:57.546604] [DEBUG] [LOCAL ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt [2025-09-26T23:10:57.546684] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:57.546735] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:57.546766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:57.546825] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:57.565610] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:57.566227] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:57.566315] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:57.566349] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:57.600261] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:57.600406] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:57.600447] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:57.600484] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:57.604067] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: UP (p=87.25%) [2025-09-26T23:10:57.604363] [INFO ] [FORECASTER] Completed predict_future for VTS [2025-09-26T23:10:57.604508] [INFO ] [sig ] VTS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:57.756813] [INFO ] [LOCAL ] Saved forecast: VTS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VTS.txt [2025-09-26T23:10:57.757071] [WARN ] [sig ] [1942/2043] Failed VTS after 0.2s | 3.96 sym/s | Total: 8.2m | ETA: 25.5s [2025-09-26T23:10:57.757150] [INFO ] [sig ] [1943/2043] Forecasting VVR... [2025-09-26T23:10:57.757190] [INFO ] [sig ] Generating forecast for: VVR [2025-09-26T23:10:57.757226] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVR' from 'https://tdm.silogroup.org/data/derivative_storage/VVR.csv'. [2025-09-26T23:10:57.767283] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VVR'. [2025-09-26T23:10:57.767610] [INFO ] [FORECASTER] Starting predict_future for VVR [2025-09-26T23:10:57.795194] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:57.796105] [DEBUG] [LOCAL ] No optimal features file found for VVR: ./output/feature-sets/VVR.txt [2025-09-26T23:10:57.796168] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:57.796205] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:57.796235] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:57.796350] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:57.815680] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:57.816411] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:57.816505] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:57.816542] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:57.854213] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:57.854358] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:57.854400] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:57.854431] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:57.858052] [DEBUG] [FORECASTER] VVR: Forecast T+1@11:T+2@11: DOWN (p=9.40%) [2025-09-26T23:10:57.858334] [INFO ] [FORECASTER] Completed predict_future for VVR [2025-09-26T23:10:57.858472] [INFO ] [sig ] VVR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:58.007877] [INFO ] [LOCAL ] Saved forecast: VVR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VVR.txt [2025-09-26T23:10:58.008117] [WARN ] [sig ] [1943/2043] Failed VVR after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 25.3s [2025-09-26T23:10:58.008199] [INFO ] [sig ] [1944/2043] Forecasting VVV... [2025-09-26T23:10:58.008241] [INFO ] [sig ] Generating forecast for: VVV [2025-09-26T23:10:58.008277] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVV' from 'https://tdm.silogroup.org/data/derivative_storage/VVV.csv'. [2025-09-26T23:10:58.017923] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VVV'. [2025-09-26T23:10:58.018228] [INFO ] [FORECASTER] Starting predict_future for VVV [2025-09-26T23:10:58.044138] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:58.044918] [DEBUG] [LOCAL ] No optimal features file found for VVV: ./output/feature-sets/VVV.txt [2025-09-26T23:10:58.044974] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:58.045009] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:58.045038] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:58.045097] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:58.063512] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:58.064121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:58.064206] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:58.064241] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:58.093228] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:58.093368] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:58.093410] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:58.093442] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:58.097106] [DEBUG] [FORECASTER] VVV: Forecast T+1@11:T+2@11: DOWN (p=27.01%) [2025-09-26T23:10:58.097402] [INFO ] [FORECASTER] Completed predict_future for VVV [2025-09-26T23:10:58.097544] [INFO ] [sig ] VVV: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:58.249800] [INFO ] [LOCAL ] Saved forecast: VVV 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/VVV.txt [2025-09-26T23:10:58.250073] [WARN ] [sig ] [1944/2043] Failed VVV after 0.2s | 3.96 sym/s | Total: 8.2m | ETA: 25.0s [2025-09-26T23:10:58.250159] [INFO ] [sig ] [1945/2043] Forecasting VVX... [2025-09-26T23:10:58.250201] [INFO ] [sig ] Generating forecast for: VVX [2025-09-26T23:10:58.250238] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'. [2025-09-26T23:10:58.260348] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VVX'. [2025-09-26T23:10:58.260790] [INFO ] [FORECASTER] Starting predict_future for VVX [2025-09-26T23:10:58.287838] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:58.288702] [DEBUG] [LOCAL ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt [2025-09-26T23:10:58.288761] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:58.288798] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:58.288828] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:58.288888] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:58.309947] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:58.310720] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:58.310813] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:58.310850] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:58.347936] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:58.348107] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:58.348155] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:58.348207] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:58.352589] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: UP (p=84.36%) [2025-09-26T23:10:58.352968] [INFO ] [FORECASTER] Completed predict_future for VVX [2025-09-26T23:10:58.353164] [INFO ] [sig ] VVX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:58.503540] [INFO ] [LOCAL ] Saved forecast: VVX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VVX.txt [2025-09-26T23:10:58.503810] [WARN ] [sig ] [1945/2043] Failed VVX after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 24.8s [2025-09-26T23:10:58.503893] [INFO ] [sig ] [1946/2043] Forecasting VYX... [2025-09-26T23:10:58.503933] [INFO ] [sig ] Generating forecast for: VYX [2025-09-26T23:10:58.503967] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'. [2025-09-26T23:10:58.514569] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VYX'. [2025-09-26T23:10:58.515087] [INFO ] [FORECASTER] Starting predict_future for VYX [2025-09-26T23:10:58.544260] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:58.545329] [DEBUG] [LOCAL ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt [2025-09-26T23:10:58.545386] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:58.545421] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:58.545450] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:58.545508] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:58.564277] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:58.565222] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:58.565317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:58.565353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:58.603218] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:58.603391] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:58.603435] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:58.603484] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:58.607596] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=85.81%) [2025-09-26T23:10:58.607948] [INFO ] [FORECASTER] Completed predict_future for VYX [2025-09-26T23:10:58.608486] [INFO ] [sig ] VYX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:58.761907] [INFO ] [LOCAL ] Saved forecast: VYX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VYX.txt [2025-09-26T23:10:58.762170] [WARN ] [sig ] [1946/2043] Failed VYX after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 24.5s [2025-09-26T23:10:58.762251] [INFO ] [sig ] [1947/2043] Forecasting VZ... [2025-09-26T23:10:58.762291] [INFO ] [sig ] Generating forecast for: VZ [2025-09-26T23:10:58.762326] [DEBUG] [REMOTE ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'. [2025-09-26T23:10:58.772994] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'VZ'. [2025-09-26T23:10:58.773377] [INFO ] [FORECASTER] Starting predict_future for VZ [2025-09-26T23:10:58.801600] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:58.802450] [DEBUG] [LOCAL ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt [2025-09-26T23:10:58.802506] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:58.802542] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:58.802571] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:58.802631] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:58.822308] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:58.823121] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:58.823211] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:58.823247] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:58.854785] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:58.854933] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:58.854978] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:58.855012] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:58.859154] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=56.31%) [2025-09-26T23:10:58.859471] [INFO ] [FORECASTER] Completed predict_future for VZ [2025-09-26T23:10:58.859618] [INFO ] [sig ] VZ: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:59.014469] [INFO ] [LOCAL ] Saved forecast: VZ 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/VZ.txt [2025-09-26T23:10:59.014730] [WARN ] [sig ] [1947/2043] Failed VZ after 0.3s | 3.96 sym/s | Total: 8.2m | ETA: 24.3s [2025-09-26T23:10:59.014812] [INFO ] [sig ] [1948/2043] Forecasting W... [2025-09-26T23:10:59.014855] [INFO ] [sig ] Generating forecast for: W [2025-09-26T23:10:59.014921] [DEBUG] [REMOTE ] Fetching historical data for symbol 'W' from 'https://tdm.silogroup.org/data/derivative_storage/W.csv'. [2025-09-26T23:10:59.024972] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'W'. [2025-09-26T23:10:59.025293] [INFO ] [FORECASTER] Starting predict_future for W [2025-09-26T23:10:59.052017] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:59.052882] [DEBUG] [LOCAL ] No optimal features file found for W: ./output/feature-sets/W.txt [2025-09-26T23:10:59.052945] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:59.052981] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:59.053011] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:59.053070] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:59.072171] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:59.072840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:59.072927] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:59.072963] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:59.107104] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:59.107217] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:59.107256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:59.107286] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:59.110694] [DEBUG] [FORECASTER] W: Forecast T+1@11:T+2@11: DOWN (p=13.04%) [2025-09-26T23:10:59.110989] [INFO ] [FORECASTER] Completed predict_future for W [2025-09-26T23:10:59.111121] [INFO ] [sig ] W: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:59.259873] [INFO ] [LOCAL ] Saved forecast: W 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/W.txt [2025-09-26T23:10:59.260151] [WARN ] [sig ] [1948/2043] Failed W after 0.2s | 3.96 sym/s | Total: 8.2m | ETA: 24.0s [2025-09-26T23:10:59.260229] [INFO ] [sig ] [1949/2043] Forecasting WAB... [2025-09-26T23:10:59.260269] [INFO ] [sig ] Generating forecast for: WAB [2025-09-26T23:10:59.260305] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'. [2025-09-26T23:10:59.271068] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WAB'. [2025-09-26T23:10:59.271431] [INFO ] [FORECASTER] Starting predict_future for WAB [2025-09-26T23:10:59.298029] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:59.298846] [DEBUG] [LOCAL ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt [2025-09-26T23:10:59.298905] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:59.298940] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:59.298969] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:59.299027] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:59.318742] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:59.319435] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:59.319524] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:59.319561] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:59.357728] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:59.357903] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:59.357949] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:59.357980] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:59.361699] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=0.41%) [2025-09-26T23:10:59.362047] [INFO ] [FORECASTER] Completed predict_future for WAB [2025-09-26T23:10:59.362196] [INFO ] [sig ] WAB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:10:59.546378] [INFO ] [LOCAL ] Saved forecast: WAB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WAB.txt [2025-09-26T23:10:59.546707] [WARN ] [sig ] [1949/2043] Failed WAB after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 23.8s [2025-09-26T23:10:59.546797] [INFO ] [sig ] [1950/2043] Forecasting WAL... [2025-09-26T23:10:59.546838] [INFO ] [sig ] Generating forecast for: WAL [2025-09-26T23:10:59.546872] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'. [2025-09-26T23:10:59.557950] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WAL'. [2025-09-26T23:10:59.558378] [INFO ] [FORECASTER] Starting predict_future for WAL [2025-09-26T23:10:59.585152] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:59.586010] [DEBUG] [LOCAL ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt [2025-09-26T23:10:59.586106] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:59.586148] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:59.586178] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:59.586236] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:59.605355] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:59.606259] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:59.606377] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:59.606436] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:59.639874] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:59.640086] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:59.640158] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:59.640212] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:59.646116] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=72.36%) [2025-09-26T23:10:59.646543] [INFO ] [FORECASTER] Completed predict_future for WAL [2025-09-26T23:10:59.646739] [INFO ] [sig ] WAL: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:10:59.810273] [INFO ] [LOCAL ] Saved forecast: WAL 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WAL.txt [2025-09-26T23:10:59.810522] [WARN ] [sig ] [1950/2043] Failed WAL after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 23.5s [2025-09-26T23:10:59.810599] [INFO ] [sig ] [1951/2043] Forecasting WAT... [2025-09-26T23:10:59.810639] [INFO ] [sig ] Generating forecast for: WAT [2025-09-26T23:10:59.810718] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WAT' from 'https://tdm.silogroup.org/data/derivative_storage/WAT.csv'. [2025-09-26T23:10:59.821244] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WAT'. [2025-09-26T23:10:59.821630] [INFO ] [FORECASTER] Starting predict_future for WAT [2025-09-26T23:10:59.849940] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:10:59.850904] [DEBUG] [LOCAL ] No optimal features file found for WAT: ./output/feature-sets/WAT.txt [2025-09-26T23:10:59.850986] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:10:59.851026] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:10:59.851056] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:10:59.851114] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:10:59.870493] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:10:59.871200] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:10:59.871290] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:10:59.871325] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:10:59.908720] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:10:59.908896] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:10:59.908941] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:10:59.908971] [INFO ] [FORECASTER] Training complete [2025-09-26T23:10:59.913095] [DEBUG] [FORECASTER] WAT: Forecast T+1@11:T+2@11: DOWN (p=22.21%) [2025-09-26T23:10:59.913507] [INFO ] [FORECASTER] Completed predict_future for WAT [2025-09-26T23:10:59.913695] [INFO ] [sig ] WAT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:00.076567] [INFO ] [LOCAL ] Saved forecast: WAT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WAT.txt [2025-09-26T23:11:00.076856] [WARN ] [sig ] [1951/2043] Failed WAT after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 23.3s [2025-09-26T23:11:00.076950] [INFO ] [sig ] [1952/2043] Forecasting WBS... [2025-09-26T23:11:00.076992] [INFO ] [sig ] Generating forecast for: WBS [2025-09-26T23:11:00.077028] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'. [2025-09-26T23:11:00.087443] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WBS'. [2025-09-26T23:11:00.087964] [INFO ] [FORECASTER] Starting predict_future for WBS [2025-09-26T23:11:00.117563] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:00.118461] [DEBUG] [LOCAL ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt [2025-09-26T23:11:00.118524] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:00.118561] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:00.118589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:00.118670] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:00.137859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:00.138706] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:00.138821] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:00.138866] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:00.181459] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:00.181678] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:00.181770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:00.181831] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:00.185927] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=61.43%) [2025-09-26T23:11:00.186263] [INFO ] [FORECASTER] Completed predict_future for WBS [2025-09-26T23:11:00.186453] [INFO ] [sig ] WBS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:00.345738] [INFO ] [LOCAL ] Saved forecast: WBS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WBS.txt [2025-09-26T23:11:00.346049] [WARN ] [sig ] [1952/2043] Failed WBS after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 23.0s [2025-09-26T23:11:00.346129] [INFO ] [sig ] [1953/2043] Forecasting WBX... [2025-09-26T23:11:00.346169] [INFO ] [sig ] Generating forecast for: WBX [2025-09-26T23:11:00.346204] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'. [2025-09-26T23:11:00.356486] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WBX'. [2025-09-26T23:11:00.356897] [INFO ] [FORECASTER] Starting predict_future for WBX [2025-09-26T23:11:00.383123] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:00.383924] [DEBUG] [LOCAL ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt [2025-09-26T23:11:00.383981] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:00.384016] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:00.384046] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:00.384105] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:00.402190] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:00.402840] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:00.402926] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:00.402960] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:00.441522] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:00.441720] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:00.441778] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:00.441848] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:00.447768] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=17.15%) [2025-09-26T23:11:00.448129] [INFO ] [FORECASTER] Completed predict_future for WBX [2025-09-26T23:11:00.448321] [INFO ] [sig ] WBX: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:00.601169] [INFO ] [LOCAL ] Saved forecast: WBX 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WBX.txt [2025-09-26T23:11:00.601425] [WARN ] [sig ] [1953/2043] Failed WBX after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 22.8s [2025-09-26T23:11:00.601505] [INFO ] [sig ] [1954/2043] Forecasting WCC... [2025-09-26T23:11:00.601545] [INFO ] [sig ] Generating forecast for: WCC [2025-09-26T23:11:00.601580] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'. [2025-09-26T23:11:00.611955] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WCC'. [2025-09-26T23:11:00.612284] [INFO ] [FORECASTER] Starting predict_future for WCC [2025-09-26T23:11:00.639726] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:00.640880] [DEBUG] [LOCAL ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt [2025-09-26T23:11:00.640967] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:00.641017] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:00.641049] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:00.641109] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:00.660062] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:00.660881] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:00.660969] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:00.661004] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:00.689627] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:00.689780] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:00.689823] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:00.689853] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:00.693640] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=87.18%) [2025-09-26T23:11:00.694015] [INFO ] [FORECASTER] Completed predict_future for WCC [2025-09-26T23:11:00.694177] [INFO ] [sig ] WCC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:00.871808] [INFO ] [LOCAL ] Saved forecast: WCC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WCC.txt [2025-09-26T23:11:00.872210] [WARN ] [sig ] [1954/2043] Failed WCC after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 22.5s [2025-09-26T23:11:00.872310] [INFO ] [sig ] [1955/2043] Forecasting WCN... [2025-09-26T23:11:00.872362] [INFO ] [sig ] Generating forecast for: WCN [2025-09-26T23:11:00.872410] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WCN' from 'https://tdm.silogroup.org/data/derivative_storage/WCN.csv'. [2025-09-26T23:11:00.885078] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WCN'. [2025-09-26T23:11:00.885505] [INFO ] [FORECASTER] Starting predict_future for WCN [2025-09-26T23:11:00.927290] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:00.928333] [DEBUG] [LOCAL ] No optimal features file found for WCN: ./output/feature-sets/WCN.txt [2025-09-26T23:11:00.928414] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:00.928451] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:00.928485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:00.928548] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:00.947694] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:00.948680] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:00.948778] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:00.948813] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:00.988785] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:00.989001] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:00.989070] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:00.989124] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:00.993272] [DEBUG] [FORECASTER] WCN: Forecast T+1@11:T+2@11: DOWN (p=44.27%) [2025-09-26T23:11:00.993591] [INFO ] [FORECASTER] Completed predict_future for WCN [2025-09-26T23:11:00.993782] [INFO ] [sig ] WCN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:01.156295] [INFO ] [LOCAL ] Saved forecast: WCN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WCN.txt [2025-09-26T23:11:01.156616] [WARN ] [sig ] [1955/2043] Failed WCN after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 22.3s [2025-09-26T23:11:01.156726] [INFO ] [sig ] [1956/2043] Forecasting WD... [2025-09-26T23:11:01.156767] [INFO ] [sig ] Generating forecast for: WD [2025-09-26T23:11:01.156803] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'. [2025-09-26T23:11:01.167612] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WD'. [2025-09-26T23:11:01.168110] [INFO ] [FORECASTER] Starting predict_future for WD [2025-09-26T23:11:01.195593] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:01.196494] [DEBUG] [LOCAL ] No optimal features file found for WD: ./output/feature-sets/WD.txt [2025-09-26T23:11:01.196554] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:01.196593] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:01.196631] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:01.196735] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:01.215873] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:01.216852] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:01.216948] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:01.216985] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:01.254935] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:01.255106] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:01.255150] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:01.255180] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:01.259077] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=12.97%) [2025-09-26T23:11:01.259493] [INFO ] [FORECASTER] Completed predict_future for WD [2025-09-26T23:11:01.259676] [INFO ] [sig ] WD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:01.413152] [INFO ] [LOCAL ] Saved forecast: WD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WD.txt [2025-09-26T23:11:01.413408] [WARN ] [sig ] [1956/2043] Failed WD after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 22.0s [2025-09-26T23:11:01.413490] [INFO ] [sig ] [1957/2043] Forecasting WDH... [2025-09-26T23:11:01.413531] [INFO ] [sig ] Generating forecast for: WDH [2025-09-26T23:11:01.413570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'. [2025-09-26T23:11:01.424412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WDH'. [2025-09-26T23:11:01.425036] [INFO ] [FORECASTER] Starting predict_future for WDH [2025-09-26T23:11:01.454822] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:01.455751] [DEBUG] [LOCAL ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt [2025-09-26T23:11:01.455810] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:01.455851] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:01.455885] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:01.455944] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:01.474824] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:01.475864] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:01.475962] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:01.475999] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:01.515700] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:01.515875] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:01.515922] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:01.515954] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:01.520214] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=11.39%) [2025-09-26T23:11:01.520519] [INFO ] [FORECASTER] Completed predict_future for WDH [2025-09-26T23:11:01.520700] [INFO ] [sig ] WDH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:01.669823] [INFO ] [LOCAL ] Saved forecast: WDH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WDH.txt [2025-09-26T23:11:01.670036] [WARN ] [sig ] [1957/2043] Failed WDH after 0.3s | 3.95 sym/s | Total: 8.2m | ETA: 21.7s [2025-09-26T23:11:01.670113] [INFO ] [sig ] [1958/2043] Forecasting WDS... [2025-09-26T23:11:01.670153] [INFO ] [sig ] Generating forecast for: WDS [2025-09-26T23:11:01.670186] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'. [2025-09-26T23:11:01.681132] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WDS'. [2025-09-26T23:11:01.681605] [INFO ] [FORECASTER] Starting predict_future for WDS [2025-09-26T23:11:01.708401] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:01.709355] [DEBUG] [LOCAL ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt [2025-09-26T23:11:01.709419] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:01.709456] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:01.709485] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:01.709543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:01.728021] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:01.729017] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:01.729112] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:01.729148] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:01.772108] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:01.772290] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:01.772337] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:01.772368] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:01.776163] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=85.62%) [2025-09-26T23:11:01.776517] [INFO ] [FORECASTER] Completed predict_future for WDS [2025-09-26T23:11:01.776697] [INFO ] [sig ] WDS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:01.933241] [INFO ] [LOCAL ] Saved forecast: WDS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WDS.txt [2025-09-26T23:11:01.933531] [WARN ] [sig ] [1958/2043] Failed WDS after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 21.5s [2025-09-26T23:11:01.933611] [INFO ] [sig ] [1959/2043] Forecasting WEA... [2025-09-26T23:11:01.933689] [INFO ] [sig ] Generating forecast for: WEA [2025-09-26T23:11:01.933743] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'. [2025-09-26T23:11:01.944480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEA'. [2025-09-26T23:11:01.944855] [INFO ] [FORECASTER] Starting predict_future for WEA [2025-09-26T23:11:01.971903] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:01.972698] [DEBUG] [LOCAL ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt [2025-09-26T23:11:01.972760] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:01.972795] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:01.972823] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:01.972880] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:01.992775] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:01.993472] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:01.993566] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:01.993603] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:02.031878] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:02.031976] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:02.032013] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:02.032042] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:02.035329] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: UP (p=86.51%) [2025-09-26T23:11:02.035602] [INFO ] [FORECASTER] Completed predict_future for WEA [2025-09-26T23:11:02.035782] [INFO ] [sig ] WEA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:02.184928] [INFO ] [LOCAL ] Saved forecast: WEA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WEA.txt [2025-09-26T23:11:02.185160] [WARN ] [sig ] [1959/2043] Failed WEA after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 21.2s [2025-09-26T23:11:02.185238] [INFO ] [sig ] [1960/2043] Forecasting WEAV... [2025-09-26T23:11:02.185278] [INFO ] [sig ] Generating forecast for: WEAV [2025-09-26T23:11:02.185312] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEAV' from 'https://tdm.silogroup.org/data/derivative_storage/WEAV.csv'. [2025-09-26T23:11:02.196226] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEAV'. [2025-09-26T23:11:02.196773] [INFO ] [FORECASTER] Starting predict_future for WEAV [2025-09-26T23:11:02.224127] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:02.224980] [DEBUG] [LOCAL ] No optimal features file found for WEAV: ./output/feature-sets/WEAV.txt [2025-09-26T23:11:02.225037] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:02.225073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:02.225104] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:02.225163] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:02.243706] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:02.244461] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:02.244554] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:02.244672] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:02.286992] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:02.287210] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:02.287290] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:02.287332] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:02.291367] [DEBUG] [FORECASTER] WEAV: Forecast T+1@11:T+2@11: UP (p=98.79%) [2025-09-26T23:11:02.291732] [INFO ] [FORECASTER] Completed predict_future for WEAV [2025-09-26T23:11:02.291896] [INFO ] [sig ] WEAV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:02.450373] [INFO ] [LOCAL ] Saved forecast: WEAV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WEAV.txt [2025-09-26T23:11:02.450666] [WARN ] [sig ] [1960/2043] Failed WEAV after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 21.0s [2025-09-26T23:11:02.450752] [INFO ] [sig ] [1961/2043] Forecasting WEC... [2025-09-26T23:11:02.450793] [INFO ] [sig ] Generating forecast for: WEC [2025-09-26T23:11:02.450829] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'. [2025-09-26T23:11:02.463045] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEC'. [2025-09-26T23:11:02.463511] [INFO ] [FORECASTER] Starting predict_future for WEC [2025-09-26T23:11:02.495033] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:02.495938] [DEBUG] [LOCAL ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt [2025-09-26T23:11:02.495996] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:02.496033] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:02.496063] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:02.496121] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:02.515463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:02.516433] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:02.516530] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:02.516566] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:02.557155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:02.557325] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:02.557373] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:02.557403] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:02.561273] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=93.18%) [2025-09-26T23:11:02.561736] [INFO ] [FORECASTER] Completed predict_future for WEC [2025-09-26T23:11:02.561959] [INFO ] [sig ] WEC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:02.721719] [INFO ] [LOCAL ] Saved forecast: WEC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WEC.txt [2025-09-26T23:11:02.721997] [WARN ] [sig ] [1961/2043] Failed WEC after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 20.7s [2025-09-26T23:11:02.722077] [INFO ] [sig ] [1962/2043] Forecasting WELL... [2025-09-26T23:11:02.722117] [INFO ] [sig ] Generating forecast for: WELL [2025-09-26T23:11:02.722152] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WELL' from 'https://tdm.silogroup.org/data/derivative_storage/WELL.csv'. [2025-09-26T23:11:02.733756] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WELL'. [2025-09-26T23:11:02.734167] [INFO ] [FORECASTER] Starting predict_future for WELL [2025-09-26T23:11:02.762746] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:02.763597] [DEBUG] [LOCAL ] No optimal features file found for WELL: ./output/feature-sets/WELL.txt [2025-09-26T23:11:02.763680] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:02.763733] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:02.763766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:02.763826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:02.784080] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:02.785130] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:02.785253] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:02.785292] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:02.826335] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:02.826539] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:02.826619] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:02.826703] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:02.830581] [DEBUG] [FORECASTER] WELL: Forecast T+1@11:T+2@11: DOWN (p=33.69%) [2025-09-26T23:11:02.830953] [INFO ] [FORECASTER] Completed predict_future for WELL [2025-09-26T23:11:02.831120] [INFO ] [sig ] WELL: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:03.007474] [INFO ] [LOCAL ] Saved forecast: WELL 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WELL.txt [2025-09-26T23:11:03.007796] [WARN ] [sig ] [1962/2043] Failed WELL after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 20.5s [2025-09-26T23:11:03.007881] [INFO ] [sig ] [1963/2043] Forecasting WES... [2025-09-26T23:11:03.008097] [INFO ] [sig ] Generating forecast for: WES [2025-09-26T23:11:03.008132] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'. [2025-09-26T23:11:03.019811] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WES'. [2025-09-26T23:11:03.020275] [INFO ] [FORECASTER] Starting predict_future for WES [2025-09-26T23:11:03.048065] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:03.048973] [DEBUG] [LOCAL ] No optimal features file found for WES: ./output/feature-sets/WES.txt [2025-09-26T23:11:03.049036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:03.049073] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:03.049105] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:03.049165] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:03.068466] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:03.069355] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:03.069450] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:03.069488] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:03.105125] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:03.105270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:03.105310] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:03.105340] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:03.109048] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=59.76%) [2025-09-26T23:11:03.109346] [INFO ] [FORECASTER] Completed predict_future for WES [2025-09-26T23:11:03.109498] [INFO ] [sig ] WES: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:03.258638] [INFO ] [LOCAL ] Saved forecast: WES 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WES.txt [2025-09-26T23:11:03.258936] [WARN ] [sig ] [1963/2043] Failed WES after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 20.2s [2025-09-26T23:11:03.258989] [INFO ] [sig ] [1964/2043] Forecasting WEX... [2025-09-26T23:11:03.259021] [INFO ] [sig ] Generating forecast for: WEX [2025-09-26T23:11:03.259054] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'. [2025-09-26T23:11:03.270850] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WEX'. [2025-09-26T23:11:03.271373] [INFO ] [FORECASTER] Starting predict_future for WEX [2025-09-26T23:11:03.299561] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:03.300520] [DEBUG] [LOCAL ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt [2025-09-26T23:11:03.300602] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:03.300661] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:03.300719] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:03.300785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:03.320896] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:03.321845] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:03.321943] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:03.321980] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:03.362150] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:03.362329] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:03.362374] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:03.362404] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:03.366112] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=70.82%) [2025-09-26T23:11:03.366480] [INFO ] [FORECASTER] Completed predict_future for WEX [2025-09-26T23:11:03.366679] [INFO ] [sig ] WEX: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:03.523115] [INFO ] [LOCAL ] Saved forecast: WEX 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WEX.txt [2025-09-26T23:11:03.523445] [WARN ] [sig ] [1964/2043] Failed WEX after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 20.0s [2025-09-26T23:11:03.523532] [INFO ] [sig ] [1965/2043] Forecasting WF... [2025-09-26T23:11:03.523574] [INFO ] [sig ] Generating forecast for: WF [2025-09-26T23:11:03.523609] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'. [2025-09-26T23:11:03.534792] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WF'. [2025-09-26T23:11:03.535298] [INFO ] [FORECASTER] Starting predict_future for WF [2025-09-26T23:11:03.564973] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:03.565850] [DEBUG] [LOCAL ] No optimal features file found for WF: ./output/feature-sets/WF.txt [2025-09-26T23:11:03.565943] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:03.565997] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:03.566031] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:03.566092] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:03.585533] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:03.586381] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:03.586477] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:03.586514] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:03.625749] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:03.625932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:03.625980] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:03.626011] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:03.629843] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: DOWN (p=11.30%) [2025-09-26T23:11:03.630147] [INFO ] [FORECASTER] Completed predict_future for WF [2025-09-26T23:11:03.630293] [INFO ] [sig ] WF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:03.781139] [INFO ] [LOCAL ] Saved forecast: WF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WF.txt [2025-09-26T23:11:03.781364] [WARN ] [sig ] [1965/2043] Failed WF after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 19.7s [2025-09-26T23:11:03.781440] [INFO ] [sig ] [1966/2043] Forecasting WFC... [2025-09-26T23:11:03.781479] [INFO ] [sig ] Generating forecast for: WFC [2025-09-26T23:11:03.781522] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'. [2025-09-26T23:11:03.792174] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WFC'. [2025-09-26T23:11:03.792625] [INFO ] [FORECASTER] Starting predict_future for WFC [2025-09-26T23:11:03.822300] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:03.823252] [DEBUG] [LOCAL ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt [2025-09-26T23:11:03.823326] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:03.823390] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:03.823448] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:03.823563] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:03.843987] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:03.844923] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:03.845015] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:03.845052] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:03.883876] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:03.884052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:03.884097] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:03.884128] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:03.887899] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: UP (p=92.27%) [2025-09-26T23:11:03.888251] [INFO ] [FORECASTER] Completed predict_future for WFC [2025-09-26T23:11:03.888408] [INFO ] [sig ] WFC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:04.043803] [INFO ] [LOCAL ] Saved forecast: WFC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WFC.txt [2025-09-26T23:11:04.044060] [WARN ] [sig ] [1966/2043] Failed WFC after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 19.5s [2025-09-26T23:11:04.044138] [INFO ] [sig ] [1967/2043] Forecasting WFG... [2025-09-26T23:11:04.044180] [INFO ] [sig ] Generating forecast for: WFG [2025-09-26T23:11:04.044215] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'. [2025-09-26T23:11:04.054481] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WFG'. [2025-09-26T23:11:04.054853] [INFO ] [FORECASTER] Starting predict_future for WFG [2025-09-26T23:11:04.082711] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:04.083513] [DEBUG] [LOCAL ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt [2025-09-26T23:11:04.083572] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:04.083698] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:04.083746] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:04.083814] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:04.104297] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:04.105131] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:04.105224] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:04.105261] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:04.141883] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:04.142033] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:04.142075] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:04.142105] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:04.145606] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=59.01%) [2025-09-26T23:11:04.145969] [INFO ] [FORECASTER] Completed predict_future for WFG [2025-09-26T23:11:04.146119] [INFO ] [sig ] WFG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:04.303066] [INFO ] [LOCAL ] Saved forecast: WFG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WFG.txt [2025-09-26T23:11:04.303337] [WARN ] [sig ] [1967/2043] Failed WFG after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 19.2s [2025-09-26T23:11:04.303421] [INFO ] [sig ] [1968/2043] Forecasting WGO... [2025-09-26T23:11:04.303462] [INFO ] [sig ] Generating forecast for: WGO [2025-09-26T23:11:04.303498] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'. [2025-09-26T23:11:04.315175] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WGO'. [2025-09-26T23:11:04.315691] [INFO ] [FORECASTER] Starting predict_future for WGO [2025-09-26T23:11:04.344887] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:04.345783] [DEBUG] [LOCAL ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt [2025-09-26T23:11:04.345845] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:04.345882] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:04.345914] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:04.345975] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:04.365490] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:04.366450] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:04.366556] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:04.366594] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:04.407271] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:04.407457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:04.407539] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:04.407595] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:04.411484] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: UP (p=91.07%) [2025-09-26T23:11:04.411872] [INFO ] [FORECASTER] Completed predict_future for WGO [2025-09-26T23:11:04.412038] [INFO ] [sig ] WGO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:04.565693] [INFO ] [LOCAL ] Saved forecast: WGO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WGO.txt [2025-09-26T23:11:04.565939] [WARN ] [sig ] [1968/2043] Failed WGO after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 19.0s [2025-09-26T23:11:04.566016] [INFO ] [sig ] [1969/2043] Forecasting WH... [2025-09-26T23:11:04.566056] [INFO ] [sig ] Generating forecast for: WH [2025-09-26T23:11:04.566090] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'. [2025-09-26T23:11:04.577096] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WH'. [2025-09-26T23:11:04.577591] [INFO ] [FORECASTER] Starting predict_future for WH [2025-09-26T23:11:04.607398] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:04.608375] [DEBUG] [LOCAL ] No optimal features file found for WH: ./output/feature-sets/WH.txt [2025-09-26T23:11:04.608439] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:04.608478] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:04.608509] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:04.608571] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:04.629615] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:04.630621] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:04.630747] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:04.630810] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:04.677049] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:04.677246] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:04.677295] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:04.677330] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:04.682493] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=10.02%) [2025-09-26T23:11:04.683031] [INFO ] [FORECASTER] Completed predict_future for WH [2025-09-26T23:11:04.683215] [INFO ] [sig ] WH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:04.842064] [INFO ] [LOCAL ] Saved forecast: WH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WH.txt [2025-09-26T23:11:04.842387] [WARN ] [sig ] [1969/2043] Failed WH after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 18.7s [2025-09-26T23:11:04.842481] [INFO ] [sig ] [1970/2043] Forecasting WHD... [2025-09-26T23:11:04.842553] [INFO ] [sig ] Generating forecast for: WHD [2025-09-26T23:11:04.842614] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'. [2025-09-26T23:11:04.854118] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WHD'. [2025-09-26T23:11:04.854671] [INFO ] [FORECASTER] Starting predict_future for WHD [2025-09-26T23:11:04.884717] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:04.885619] [DEBUG] [LOCAL ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt [2025-09-26T23:11:04.885704] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:04.885751] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:04.885783] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:04.885844] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:04.908442] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:04.909362] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:04.909459] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:04.909497] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:04.949312] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:04.949485] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:04.949530] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:04.949561] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:04.954836] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: DOWN (p=8.15%) [2025-09-26T23:11:04.955275] [INFO ] [FORECASTER] Completed predict_future for WHD [2025-09-26T23:11:04.955460] [INFO ] [sig ] WHD: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:05.117385] [INFO ] [LOCAL ] Saved forecast: WHD 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WHD.txt [2025-09-26T23:11:05.117732] [WARN ] [sig ] [1970/2043] Failed WHD after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 18.5s [2025-09-26T23:11:05.117835] [INFO ] [sig ] [1971/2043] Forecasting WHG... [2025-09-26T23:11:05.117877] [INFO ] [sig ] Generating forecast for: WHG [2025-09-26T23:11:05.117912] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'. [2025-09-26T23:11:05.128984] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'WHG'. [2025-09-26T23:11:05.129530] [INFO ] [FORECASTER] Starting predict_future for WHG [2025-09-26T23:11:05.172791] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:05.174210] [DEBUG] [LOCAL ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt [2025-09-26T23:11:05.174320] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:05.174387] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:05.174437] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:05.174524] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:05.204269] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:05.205392] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:05.205507] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:05.205551] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:05.259465] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:05.259701] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:05.259779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:05.259849] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:05.265431] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=18.38%) [2025-09-26T23:11:05.265897] [INFO ] [FORECASTER] Completed predict_future for WHG [2025-09-26T23:11:05.266086] [INFO ] [sig ] WHG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:05.449467] [INFO ] [LOCAL ] Saved forecast: WHG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WHG.txt [2025-09-26T23:11:05.449804] [WARN ] [sig ] [1971/2043] Failed WHG after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 18.2s [2025-09-26T23:11:05.449906] [INFO ] [sig ] [1972/2043] Forecasting WHR... [2025-09-26T23:11:05.449951] [INFO ] [sig ] Generating forecast for: WHR [2025-09-26T23:11:05.449993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WHR' from 'https://tdm.silogroup.org/data/derivative_storage/WHR.csv'. [2025-09-26T23:11:05.460777] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WHR'. [2025-09-26T23:11:05.461185] [INFO ] [FORECASTER] Starting predict_future for WHR [2025-09-26T23:11:05.488812] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:05.489744] [DEBUG] [LOCAL ] No optimal features file found for WHR: ./output/feature-sets/WHR.txt [2025-09-26T23:11:05.489802] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:05.489838] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:05.489867] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:05.489925] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:05.510318] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:05.511211] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:05.511305] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:05.511342] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:05.552812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:05.552979] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:05.553022] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:05.553052] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:05.556820] [DEBUG] [FORECASTER] WHR: Forecast T+1@11:T+2@11: DOWN (p=16.73%) [2025-09-26T23:11:05.557147] [INFO ] [FORECASTER] Completed predict_future for WHR [2025-09-26T23:11:05.557302] [INFO ] [sig ] WHR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:05.789854] [INFO ] [LOCAL ] Saved forecast: WHR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WHR.txt [2025-09-26T23:11:05.790119] [WARN ] [sig ] [1972/2043] Failed WHR after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 18.0s [2025-09-26T23:11:05.790201] [INFO ] [sig ] [1973/2043] Forecasting WIA... [2025-09-26T23:11:05.790242] [INFO ] [sig ] Generating forecast for: WIA [2025-09-26T23:11:05.790285] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'. [2025-09-26T23:11:05.800488] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WIA'. [2025-09-26T23:11:05.800874] [INFO ] [FORECASTER] Starting predict_future for WIA [2025-09-26T23:11:05.828316] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:05.829126] [DEBUG] [LOCAL ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt [2025-09-26T23:11:05.829185] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:05.829219] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:05.829248] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:05.829309] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:05.848603] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:05.849239] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:05.849328] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:05.849363] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:05.888124] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:05.888220] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:05.888256] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:05.888285] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:05.891705] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: DOWN (p=10.01%) [2025-09-26T23:11:05.891977] [INFO ] [FORECASTER] Completed predict_future for WIA [2025-09-26T23:11:05.892117] [INFO ] [sig ] WIA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:06.041144] [INFO ] [LOCAL ] Saved forecast: WIA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WIA.txt [2025-09-26T23:11:06.041350] [WARN ] [sig ] [1973/2043] Failed WIA after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 17.7s [2025-09-26T23:11:06.041432] [INFO ] [sig ] [1974/2043] Forecasting WINN... [2025-09-26T23:11:06.041473] [INFO ] [sig ] Generating forecast for: WINN [2025-09-26T23:11:06.041507] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'. [2025-09-26T23:11:06.051969] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'WINN'. [2025-09-26T23:11:06.052405] [INFO ] [FORECASTER] Starting predict_future for WINN [2025-09-26T23:11:06.080699] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:06.081449] [DEBUG] [LOCAL ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt [2025-09-26T23:11:06.081505] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:06.081540] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:06.081569] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:06.081626] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:06.100199] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:06.100811] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:06.100897] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:06.100931] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:06.137719] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:06.137832] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:06.137873] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:06.137903] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:06.141328] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-09-26T23:11:06.141639] [INFO ] [FORECASTER] Completed predict_future for WINN [2025-09-26T23:11:06.141852] [INFO ] [sig ] WINN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:06.292279] [INFO ] [LOCAL ] Saved forecast: WINN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WINN.txt [2025-09-26T23:11:06.292533] [WARN ] [sig ] [1974/2043] Failed WINN after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 17.5s [2025-09-26T23:11:06.292613] [INFO ] [sig ] [1975/2043] Forecasting WIT... [2025-09-26T23:11:06.292685] [INFO ] [sig ] Generating forecast for: WIT [2025-09-26T23:11:06.292737] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIT' from 'https://tdm.silogroup.org/data/derivative_storage/WIT.csv'. [2025-09-26T23:11:06.302639] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WIT'. [2025-09-26T23:11:06.302995] [INFO ] [FORECASTER] Starting predict_future for WIT [2025-09-26T23:11:06.329310] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:06.330165] [DEBUG] [LOCAL ] No optimal features file found for WIT: ./output/feature-sets/WIT.txt [2025-09-26T23:11:06.330221] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:06.330257] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:06.330285] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:06.330342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:06.348439] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:06.349226] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:06.349317] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:06.349353] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:06.388634] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:06.388838] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:06.388885] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:06.388916] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:06.392795] [DEBUG] [FORECASTER] WIT: Forecast T+1@11:T+2@11: DOWN (p=6.37%) [2025-09-26T23:11:06.393147] [INFO ] [FORECASTER] Completed predict_future for WIT [2025-09-26T23:11:06.393302] [INFO ] [sig ] WIT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:06.566623] [INFO ] [LOCAL ] Saved forecast: WIT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WIT.txt [2025-09-26T23:11:06.567140] [WARN ] [sig ] [1975/2043] Failed WIT after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 17.2s [2025-09-26T23:11:06.567256] [INFO ] [sig ] [1976/2043] Forecasting WIW... [2025-09-26T23:11:06.567316] [INFO ] [sig ] Generating forecast for: WIW [2025-09-26T23:11:06.567388] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WIW' from 'https://tdm.silogroup.org/data/derivative_storage/WIW.csv'. [2025-09-26T23:11:06.579188] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WIW'. [2025-09-26T23:11:06.579639] [INFO ] [FORECASTER] Starting predict_future for WIW [2025-09-26T23:11:06.608441] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:06.609361] [DEBUG] [LOCAL ] No optimal features file found for WIW: ./output/feature-sets/WIW.txt [2025-09-26T23:11:06.609425] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:06.609463] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:06.609492] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:06.609552] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:06.628883] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:06.629499] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:06.629588] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:06.629678] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:06.669812] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:06.669993] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:06.670052] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:06.670087] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:06.674026] [DEBUG] [FORECASTER] WIW: Forecast T+1@11:T+2@11: DOWN (p=25.86%) [2025-09-26T23:11:06.674347] [INFO ] [FORECASTER] Completed predict_future for WIW [2025-09-26T23:11:06.674507] [INFO ] [sig ] WIW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:06.840534] [INFO ] [LOCAL ] Saved forecast: WIW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WIW.txt [2025-09-26T23:11:06.840862] [WARN ] [sig ] [1976/2043] Failed WIW after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 17.0s [2025-09-26T23:11:06.840952] [INFO ] [sig ] [1977/2043] Forecasting WK... [2025-09-26T23:11:06.840993] [INFO ] [sig ] Generating forecast for: WK [2025-09-26T23:11:06.841031] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'. [2025-09-26T23:11:06.851571] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WK'. [2025-09-26T23:11:06.852095] [INFO ] [FORECASTER] Starting predict_future for WK [2025-09-26T23:11:06.882043] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:06.883091] [DEBUG] [LOCAL ] No optimal features file found for WK: ./output/feature-sets/WK.txt [2025-09-26T23:11:06.883164] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:06.883201] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:06.883233] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:06.883297] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:06.904153] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:06.905162] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:06.905266] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:06.905304] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:06.949870] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:06.950052] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:06.950096] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:06.950126] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:06.954111] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=2.33%) [2025-09-26T23:11:06.954501] [INFO ] [FORECASTER] Completed predict_future for WK [2025-09-26T23:11:06.954698] [INFO ] [sig ] WK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:07.116631] [INFO ] [LOCAL ] Saved forecast: WK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WK.txt [2025-09-26T23:11:07.116939] [WARN ] [sig ] [1977/2043] Failed WK after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 16.7s [2025-09-26T23:11:07.117025] [INFO ] [sig ] [1978/2043] Forecasting WKC... [2025-09-26T23:11:07.117068] [INFO ] [sig ] Generating forecast for: WKC [2025-09-26T23:11:07.117106] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'. [2025-09-26T23:11:07.127833] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WKC'. [2025-09-26T23:11:07.128285] [INFO ] [FORECASTER] Starting predict_future for WKC [2025-09-26T23:11:07.160602] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:07.161529] [DEBUG] [LOCAL ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt [2025-09-26T23:11:07.161589] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:07.161762] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:07.161814] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:07.161877] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:07.182045] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:07.182805] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:07.182895] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:07.182930] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:07.223190] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:07.223351] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:07.223394] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:07.223427] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:07.227349] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=86.37%) [2025-09-26T23:11:07.227671] [INFO ] [FORECASTER] Completed predict_future for WKC [2025-09-26T23:11:07.227849] [INFO ] [sig ] WKC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:07.379492] [INFO ] [LOCAL ] Saved forecast: WKC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WKC.txt [2025-09-26T23:11:07.379811] [WARN ] [sig ] [1978/2043] Failed WKC after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 16.5s [2025-09-26T23:11:07.379896] [INFO ] [sig ] [1979/2043] Forecasting WLK... [2025-09-26T23:11:07.379936] [INFO ] [sig ] Generating forecast for: WLK [2025-09-26T23:11:07.379971] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'. [2025-09-26T23:11:07.392820] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WLK'. [2025-09-26T23:11:07.393333] [INFO ] [FORECASTER] Starting predict_future for WLK [2025-09-26T23:11:07.432787] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:07.433940] [DEBUG] [LOCAL ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt [2025-09-26T23:11:07.434031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:07.434070] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:07.434101] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:07.434238] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:07.454979] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:07.455913] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:07.456010] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:07.456047] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:07.497870] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:07.498043] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:07.498092] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:07.498143] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:07.502623] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=11.41%) [2025-09-26T23:11:07.503053] [INFO ] [FORECASTER] Completed predict_future for WLK [2025-09-26T23:11:07.503217] [INFO ] [sig ] WLK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:07.667312] [INFO ] [LOCAL ] Saved forecast: WLK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WLK.txt [2025-09-26T23:11:07.667590] [WARN ] [sig ] [1979/2043] Failed WLK after 0.3s | 3.95 sym/s | Total: 8.3m | ETA: 16.2s [2025-09-26T23:11:07.667699] [INFO ] [sig ] [1980/2043] Forecasting WLKP... [2025-09-26T23:11:07.667744] [INFO ] [sig ] Generating forecast for: WLKP [2025-09-26T23:11:07.667778] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'. [2025-09-26T23:11:07.678971] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WLKP'. [2025-09-26T23:11:07.679515] [INFO ] [FORECASTER] Starting predict_future for WLKP [2025-09-26T23:11:07.709959] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:07.710877] [DEBUG] [LOCAL ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt [2025-09-26T23:11:07.710937] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:07.710972] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:07.711001] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:07.711059] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:07.729870] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:07.730826] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:07.730930] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:07.730971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:07.767149] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:07.767319] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:07.767366] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:07.767412] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:07.771483] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=74.53%) [2025-09-26T23:11:07.771896] [INFO ] [FORECASTER] Completed predict_future for WLKP [2025-09-26T23:11:07.772088] [INFO ] [sig ] WLKP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:07.928411] [INFO ] [LOCAL ] Saved forecast: WLKP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WLKP.txt [2025-09-26T23:11:07.928757] [WARN ] [sig ] [1980/2043] Failed WLKP after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 15.9s [2025-09-26T23:11:07.928876] [INFO ] [sig ] [1981/2043] Forecasting WLY... [2025-09-26T23:11:07.928942] [INFO ] [sig ] Generating forecast for: WLY [2025-09-26T23:11:07.928980] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WLY' from 'https://tdm.silogroup.org/data/derivative_storage/WLY.csv'. [2025-09-26T23:11:07.939094] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WLY'. [2025-09-26T23:11:07.939412] [INFO ] [FORECASTER] Starting predict_future for WLY [2025-09-26T23:11:07.966227] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:07.967099] [DEBUG] [LOCAL ] No optimal features file found for WLY: ./output/feature-sets/WLY.txt [2025-09-26T23:11:07.967158] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:07.967193] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:07.967223] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:07.967281] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:07.985939] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:07.986759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:07.986847] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:07.986925] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:08.025084] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:08.025259] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:08.025306] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:08.025336] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:08.029146] [DEBUG] [FORECASTER] WLY: Forecast T+1@11:T+2@11: DOWN (p=4.66%) [2025-09-26T23:11:08.029457] [INFO ] [FORECASTER] Completed predict_future for WLY [2025-09-26T23:11:08.029632] [INFO ] [sig ] WLY: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:08.192956] [INFO ] [LOCAL ] Saved forecast: WLY 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WLY.txt [2025-09-26T23:11:08.193200] [WARN ] [sig ] [1981/2043] Failed WLY after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 15.7s [2025-09-26T23:11:08.193285] [INFO ] [sig ] [1982/2043] Forecasting WM... [2025-09-26T23:11:08.193332] [INFO ] [sig ] Generating forecast for: WM [2025-09-26T23:11:08.193367] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WM' from 'https://tdm.silogroup.org/data/derivative_storage/WM.csv'. [2025-09-26T23:11:08.204111] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WM'. [2025-09-26T23:11:08.204480] [INFO ] [FORECASTER] Starting predict_future for WM [2025-09-26T23:11:08.230949] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:08.231749] [DEBUG] [LOCAL ] No optimal features file found for WM: ./output/feature-sets/WM.txt [2025-09-26T23:11:08.231807] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:08.231841] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:08.231870] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:08.231929] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:08.250172] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:08.250788] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:08.250874] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:08.250908] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:08.282419] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:08.282537] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:08.282576] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:08.282605] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:08.286036] [DEBUG] [FORECASTER] WM: Forecast T+1@11:T+2@11: UP (p=94.37%) [2025-09-26T23:11:08.286314] [INFO ] [FORECASTER] Completed predict_future for WM [2025-09-26T23:11:08.286479] [INFO ] [sig ] WM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:08.440902] [INFO ] [LOCAL ] Saved forecast: WM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WM.txt [2025-09-26T23:11:08.441176] [WARN ] [sig ] [1982/2043] Failed WM after 0.2s | 3.95 sym/s | Total: 8.4m | ETA: 15.4s [2025-09-26T23:11:08.441262] [INFO ] [sig ] [1983/2043] Forecasting WMB... [2025-09-26T23:11:08.441305] [INFO ] [sig ] Generating forecast for: WMB [2025-09-26T23:11:08.441341] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMB' from 'https://tdm.silogroup.org/data/derivative_storage/WMB.csv'. [2025-09-26T23:11:08.452390] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMB'. [2025-09-26T23:11:08.452813] [INFO ] [FORECASTER] Starting predict_future for WMB [2025-09-26T23:11:08.481271] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:08.482148] [DEBUG] [LOCAL ] No optimal features file found for WMB: ./output/feature-sets/WMB.txt [2025-09-26T23:11:08.482207] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:08.482243] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:08.482272] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:08.482330] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:08.501291] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:08.502152] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:08.502244] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:08.502280] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:08.546222] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:08.546433] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:08.546496] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:08.546532] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:08.551211] [DEBUG] [FORECASTER] WMB: Forecast T+1@11:T+2@11: DOWN (p=13.77%) [2025-09-26T23:11:08.551545] [INFO ] [FORECASTER] Completed predict_future for WMB [2025-09-26T23:11:08.551738] [INFO ] [sig ] WMB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:08.705349] [INFO ] [LOCAL ] Saved forecast: WMB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WMB.txt [2025-09-26T23:11:08.705615] [WARN ] [sig ] [1983/2043] Failed WMB after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 15.2s [2025-09-26T23:11:08.705720] [INFO ] [sig ] [1984/2043] Forecasting WMK... [2025-09-26T23:11:08.705766] [INFO ] [sig ] Generating forecast for: WMK [2025-09-26T23:11:08.705800] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'. [2025-09-26T23:11:08.718700] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMK'. [2025-09-26T23:11:08.719176] [INFO ] [FORECASTER] Starting predict_future for WMK [2025-09-26T23:11:08.753922] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:08.754850] [DEBUG] [LOCAL ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt [2025-09-26T23:11:08.754908] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:08.754945] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:08.755038] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:08.755112] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:08.773473] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:08.774330] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:08.774424] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:08.774458] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:08.812801] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:08.812972] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:08.813018] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:08.813048] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:08.816741] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: DOWN (p=3.01%) [2025-09-26T23:11:08.817030] [INFO ] [FORECASTER] Completed predict_future for WMK [2025-09-26T23:11:08.817172] [INFO ] [sig ] WMK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:08.965728] [INFO ] [LOCAL ] Saved forecast: WMK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WMK.txt [2025-09-26T23:11:08.965998] [WARN ] [sig ] [1984/2043] Failed WMK after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 14.9s [2025-09-26T23:11:08.966081] [INFO ] [sig ] [1985/2043] Forecasting WMS... [2025-09-26T23:11:08.966123] [INFO ] [sig ] Generating forecast for: WMS [2025-09-26T23:11:08.966159] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'. [2025-09-26T23:11:08.976975] [DEBUG] [REMOTE ] Successfully parsed 1819 rows of historical data for symbol 'WMS'. [2025-09-26T23:11:08.977405] [INFO ] [FORECASTER] Starting predict_future for WMS [2025-09-26T23:11:09.006417] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:09.007340] [DEBUG] [LOCAL ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt [2025-09-26T23:11:09.007403] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:09.007459] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:09.007491] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:09.007552] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:09.026208] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:09.027325] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:09.027422] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:09.027460] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:09.067731] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:09.067891] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:09.067945] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:09.067977] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:09.071675] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=32.77%) [2025-09-26T23:11:09.071977] [INFO ] [FORECASTER] Completed predict_future for WMS [2025-09-26T23:11:09.072134] [INFO ] [sig ] WMS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:09.225075] [INFO ] [LOCAL ] Saved forecast: WMS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WMS.txt [2025-09-26T23:11:09.225330] [WARN ] [sig ] [1985/2043] Failed WMS after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 14.7s [2025-09-26T23:11:09.225411] [INFO ] [sig ] [1986/2043] Forecasting WMT... [2025-09-26T23:11:09.225452] [INFO ] [sig ] Generating forecast for: WMT [2025-09-26T23:11:09.225487] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WMT' from 'https://tdm.silogroup.org/data/derivative_storage/WMT.csv'. [2025-09-26T23:11:09.236116] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WMT'. [2025-09-26T23:11:09.236516] [INFO ] [FORECASTER] Starting predict_future for WMT [2025-09-26T23:11:09.263367] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:09.264166] [DEBUG] [LOCAL ] No optimal features file found for WMT: ./output/feature-sets/WMT.txt [2025-09-26T23:11:09.264222] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:09.264256] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:09.264284] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:09.264342] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:09.284011] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:09.284883] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:09.284988] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:09.285043] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:09.324131] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:09.324286] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:09.324343] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:09.324378] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:09.328213] [DEBUG] [FORECASTER] WMT: Forecast T+1@11:T+2@11: UP (p=96.50%) [2025-09-26T23:11:09.328512] [INFO ] [FORECASTER] Completed predict_future for WMT [2025-09-26T23:11:09.328708] [INFO ] [sig ] WMT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:09.498439] [INFO ] [LOCAL ] Saved forecast: WMT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WMT.txt [2025-09-26T23:11:09.498738] [WARN ] [sig ] [1986/2043] Failed WMT after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 14.4s [2025-09-26T23:11:09.498825] [INFO ] [sig ] [1987/2043] Forecasting WNC... [2025-09-26T23:11:09.498864] [INFO ] [sig ] Generating forecast for: WNC [2025-09-26T23:11:09.498899] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'. [2025-09-26T23:11:09.509905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WNC'. [2025-09-26T23:11:09.510420] [INFO ] [FORECASTER] Starting predict_future for WNC [2025-09-26T23:11:09.540331] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:09.541436] [DEBUG] [LOCAL ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt [2025-09-26T23:11:09.541521] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:09.541558] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:09.541589] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:09.541673] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:09.561756] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:09.562866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:09.562968] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:09.563006] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:09.608685] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:09.608872] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:09.608919] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:09.608949] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:09.613292] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=70.05%) [2025-09-26T23:11:09.614195] [INFO ] [FORECASTER] Completed predict_future for WNC [2025-09-26T23:11:09.614363] [INFO ] [sig ] WNC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:09.779191] [INFO ] [LOCAL ] Saved forecast: WNC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WNC.txt [2025-09-26T23:11:09.779483] [WARN ] [sig ] [1987/2043] Failed WNC after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 14.2s [2025-09-26T23:11:09.779583] [INFO ] [sig ] [1988/2043] Forecasting WNS... [2025-09-26T23:11:09.779627] [INFO ] [sig ] Generating forecast for: WNS [2025-09-26T23:11:09.779705] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WNS' from 'https://tdm.silogroup.org/data/derivative_storage/WNS.csv'. [2025-09-26T23:11:09.790230] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WNS'. [2025-09-26T23:11:09.790594] [INFO ] [FORECASTER] Starting predict_future for WNS [2025-09-26T23:11:09.819072] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:09.820027] [DEBUG] [LOCAL ] No optimal features file found for WNS: ./output/feature-sets/WNS.txt [2025-09-26T23:11:09.820090] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:09.820127] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:09.820156] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:09.820216] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:09.839051] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:09.839759] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:09.839856] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:09.839892] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:09.878707] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:09.878879] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:09.878923] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:09.878955] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:09.882815] [DEBUG] [FORECASTER] WNS: Forecast T+1@11:T+2@11: DOWN (p=2.80%) [2025-09-26T23:11:09.883155] [INFO ] [FORECASTER] Completed predict_future for WNS [2025-09-26T23:11:09.883314] [INFO ] [sig ] WNS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:10.037168] [INFO ] [LOCAL ] Saved forecast: WNS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WNS.txt [2025-09-26T23:11:10.037438] [WARN ] [sig ] [1988/2043] Failed WNS after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 13.9s [2025-09-26T23:11:10.037518] [INFO ] [sig ] [1989/2043] Forecasting WOLF... [2025-09-26T23:11:10.037559] [INFO ] [sig ] Generating forecast for: WOLF [2025-09-26T23:11:10.037593] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOLF' from 'https://tdm.silogroup.org/data/derivative_storage/WOLF.csv'. [2025-09-26T23:11:10.048366] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WOLF'. [2025-09-26T23:11:10.048754] [INFO ] [FORECASTER] Starting predict_future for WOLF [2025-09-26T23:11:10.076230] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:10.077135] [DEBUG] [LOCAL ] No optimal features file found for WOLF: ./output/feature-sets/WOLF.txt [2025-09-26T23:11:10.077194] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:10.077229] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:10.077257] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:10.077316] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:10.097561] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:10.098253] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:10.098344] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:10.098380] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:10.140261] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:10.140457] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:10.140525] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:10.140559] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:10.144284] [DEBUG] [FORECASTER] WOLF: Forecast T+1@11:T+2@11: UP (p=58.26%) [2025-09-26T23:11:10.144579] [INFO ] [FORECASTER] Completed predict_future for WOLF [2025-09-26T23:11:10.144758] [INFO ] [sig ] WOLF: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:10.298906] [INFO ] [LOCAL ] Saved forecast: WOLF 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WOLF.txt [2025-09-26T23:11:10.299192] [WARN ] [sig ] [1989/2043] Failed WOLF after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 13.7s [2025-09-26T23:11:10.299274] [INFO ] [sig ] [1990/2043] Forecasting WOR... [2025-09-26T23:11:10.299314] [INFO ] [sig ] Generating forecast for: WOR [2025-09-26T23:11:10.299350] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOR' from 'https://tdm.silogroup.org/data/derivative_storage/WOR.csv'. [2025-09-26T23:11:10.310011] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WOR'. [2025-09-26T23:11:10.310507] [INFO ] [FORECASTER] Starting predict_future for WOR [2025-09-26T23:11:10.337737] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:10.338589] [DEBUG] [LOCAL ] No optimal features file found for WOR: ./output/feature-sets/WOR.txt [2025-09-26T23:11:10.338676] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:10.338734] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:10.338766] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:10.338826] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:10.357139] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:10.357981] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:10.358070] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:10.358105] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:10.397368] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:10.397548] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:10.397594] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:10.397626] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:10.401457] [DEBUG] [FORECASTER] WOR: Forecast T+1@11:T+2@11: UP (p=98.93%) [2025-09-26T23:11:10.401839] [INFO ] [FORECASTER] Completed predict_future for WOR [2025-09-26T23:11:10.402010] [INFO ] [sig ] WOR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:10.557775] [INFO ] [LOCAL ] Saved forecast: WOR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WOR.txt [2025-09-26T23:11:10.558068] [WARN ] [sig ] [1990/2043] Failed WOR after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 13.4s [2025-09-26T23:11:10.558157] [INFO ] [sig ] [1991/2043] Forecasting WOW... [2025-09-26T23:11:10.558197] [INFO ] [sig ] Generating forecast for: WOW [2025-09-26T23:11:10.558233] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WOW' from 'https://tdm.silogroup.org/data/derivative_storage/WOW.csv'. [2025-09-26T23:11:10.569277] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WOW'. [2025-09-26T23:11:10.569722] [INFO ] [FORECASTER] Starting predict_future for WOW [2025-09-26T23:11:10.604290] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:10.605519] [DEBUG] [LOCAL ] No optimal features file found for WOW: ./output/feature-sets/WOW.txt [2025-09-26T23:11:10.605583] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:10.605630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:10.605714] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:10.605785] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:10.624471] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:10.625376] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:10.625515] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:10.625572] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:10.666211] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:10.666403] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:10.666465] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:10.666499] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:10.670455] [DEBUG] [FORECASTER] WOW: Forecast T+1@11:T+2@11: UP (p=99.37%) [2025-09-26T23:11:10.670806] [INFO ] [FORECASTER] Completed predict_future for WOW [2025-09-26T23:11:10.671001] [INFO ] [sig ] WOW: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:10.822057] [INFO ] [LOCAL ] Saved forecast: WOW 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WOW.txt [2025-09-26T23:11:10.822357] [WARN ] [sig ] [1991/2043] Failed WOW after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 13.2s [2025-09-26T23:11:10.822464] [INFO ] [sig ] [1992/2043] Forecasting WPC... [2025-09-26T23:11:10.822529] [INFO ] [sig ] Generating forecast for: WPC [2025-09-26T23:11:10.822588] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'. [2025-09-26T23:11:10.833267] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WPC'. [2025-09-26T23:11:10.833732] [INFO ] [FORECASTER] Starting predict_future for WPC [2025-09-26T23:11:10.860581] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:10.861391] [DEBUG] [LOCAL ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt [2025-09-26T23:11:10.861447] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:10.861500] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:10.861532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:10.861590] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:10.879978] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:10.880668] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:10.880766] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:10.880802] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:10.919708] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:10.919871] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:10.919914] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:10.919944] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:10.924050] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=81.60%) [2025-09-26T23:11:10.924467] [INFO ] [FORECASTER] Completed predict_future for WPC [2025-09-26T23:11:10.924634] [INFO ] [sig ] WPC: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:11.076277] [INFO ] [LOCAL ] Saved forecast: WPC 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WPC.txt [2025-09-26T23:11:11.076570] [WARN ] [sig ] [1992/2043] Failed WPC after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 12.9s [2025-09-26T23:11:11.076703] [INFO ] [sig ] [1993/2043] Forecasting WPM... [2025-09-26T23:11:11.076747] [INFO ] [sig ] Generating forecast for: WPM [2025-09-26T23:11:11.076782] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPM' from 'https://tdm.silogroup.org/data/derivative_storage/WPM.csv'. [2025-09-26T23:11:11.086905] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WPM'. [2025-09-26T23:11:11.087205] [INFO ] [FORECASTER] Starting predict_future for WPM [2025-09-26T23:11:11.113113] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:11.114016] [DEBUG] [LOCAL ] No optimal features file found for WPM: ./output/feature-sets/WPM.txt [2025-09-26T23:11:11.114077] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:11.114114] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:11.114145] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:11.114203] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:11.133337] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:11.134194] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:11.134285] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:11.134330] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:11.172359] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:11.172493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:11.172534] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:11.172564] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:11.176060] [DEBUG] [FORECASTER] WPM: Forecast T+1@11:T+2@11: DOWN (p=32.01%) [2025-09-26T23:11:11.176344] [INFO ] [FORECASTER] Completed predict_future for WPM [2025-09-26T23:11:11.176516] [INFO ] [sig ] WPM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:11.332864] [INFO ] [LOCAL ] Saved forecast: WPM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WPM.txt [2025-09-26T23:11:11.333132] [WARN ] [sig ] [1993/2043] Failed WPM after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 12.7s [2025-09-26T23:11:11.333215] [INFO ] [sig ] [1994/2043] Forecasting WPP... [2025-09-26T23:11:11.333258] [INFO ] [sig ] Generating forecast for: WPP [2025-09-26T23:11:11.333295] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'. [2025-09-26T23:11:11.343573] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WPP'. [2025-09-26T23:11:11.343988] [INFO ] [FORECASTER] Starting predict_future for WPP [2025-09-26T23:11:11.372794] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:11.373861] [DEBUG] [LOCAL ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt [2025-09-26T23:11:11.373929] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:11.373966] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:11.374001] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:11.374064] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:11.397247] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:11.398149] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:11.398243] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:11.398281] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:11.436858] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:11.437002] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:11.437042] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:11.437073] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:11.443177] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=84.53%) [2025-09-26T23:11:11.443519] [INFO ] [FORECASTER] Completed predict_future for WPP [2025-09-26T23:11:11.443698] [INFO ] [sig ] WPP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:11.600513] [INFO ] [LOCAL ] Saved forecast: WPP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WPP.txt [2025-09-26T23:11:11.600781] [WARN ] [sig ] [1994/2043] Failed WPP after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 12.4s [2025-09-26T23:11:11.600864] [INFO ] [sig ] [1995/2043] Forecasting WRB... [2025-09-26T23:11:11.600904] [INFO ] [sig ] Generating forecast for: WRB [2025-09-26T23:11:11.600938] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'. [2025-09-26T23:11:11.610707] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WRB'. [2025-09-26T23:11:11.611001] [INFO ] [FORECASTER] Starting predict_future for WRB [2025-09-26T23:11:11.638323] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:11.639136] [DEBUG] [LOCAL ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt [2025-09-26T23:11:11.639226] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:11.639282] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:11.639321] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:11.639381] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:11.659083] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:11.659676] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:11.659766] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:11.659802] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:11.698512] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:11.698633] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:11.698713] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:11.698751] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:11.702221] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=40.24%) [2025-09-26T23:11:11.702500] [INFO ] [FORECASTER] Completed predict_future for WRB [2025-09-26T23:11:11.702691] [INFO ] [sig ] WRB: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:11.868998] [INFO ] [LOCAL ] Saved forecast: WRB 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WRB.txt [2025-09-26T23:11:11.869337] [WARN ] [sig ] [1995/2043] Failed WRB after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 12.2s [2025-09-26T23:11:11.869439] [INFO ] [sig ] [1996/2043] Forecasting WRBY... [2025-09-26T23:11:11.869508] [INFO ] [sig ] Generating forecast for: WRBY [2025-09-26T23:11:11.869576] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'. [2025-09-26T23:11:11.880877] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WRBY'. [2025-09-26T23:11:11.881221] [INFO ] [FORECASTER] Starting predict_future for WRBY [2025-09-26T23:11:11.909325] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:11.910171] [DEBUG] [LOCAL ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt [2025-09-26T23:11:11.910232] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:11.910269] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:11.910298] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:11.910359] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:11.930871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:11.931622] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:11.931733] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:11.931774] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:11.975211] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:11.975404] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:11.975454] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:11.975485] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:11.979422] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=89.18%) [2025-09-26T23:11:11.979795] [INFO ] [FORECASTER] Completed predict_future for WRBY [2025-09-26T23:11:11.979962] [INFO ] [sig ] WRBY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:12.138367] [INFO ] [LOCAL ] Saved forecast: WRBY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WRBY.txt [2025-09-26T23:11:12.138629] [WARN ] [sig ] [1996/2043] Failed WRBY after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 11.9s [2025-09-26T23:11:12.138733] [INFO ] [sig ] [1997/2043] Forecasting WS... [2025-09-26T23:11:12.138775] [INFO ] [sig ] Generating forecast for: WS [2025-09-26T23:11:12.138812] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WS' from 'https://tdm.silogroup.org/data/derivative_storage/WS.csv'. [2025-09-26T23:11:12.148683] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WS'. [2025-09-26T23:11:12.149014] [INFO ] [FORECASTER] Starting predict_future for WS [2025-09-26T23:11:12.180183] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:12.181149] [DEBUG] [LOCAL ] No optimal features file found for WS: ./output/feature-sets/WS.txt [2025-09-26T23:11:12.181211] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:12.181247] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:12.181277] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:12.181339] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:12.200151] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:12.201009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:12.201099] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:12.201136] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:12.239347] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:12.239536] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:12.239585] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:12.239615] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:12.243471] [DEBUG] [FORECASTER] WS: Forecast T+1@11:T+2@11: UP (p=77.34%) [2025-09-26T23:11:12.243816] [INFO ] [FORECASTER] Completed predict_future for WS [2025-09-26T23:11:12.243972] [INFO ] [sig ] WS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:12.396681] [INFO ] [LOCAL ] Saved forecast: WS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WS.txt [2025-09-26T23:11:12.396954] [WARN ] [sig ] [1997/2043] Failed WS after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 11.6s [2025-09-26T23:11:12.397039] [INFO ] [sig ] [1998/2043] Forecasting WSM... [2025-09-26T23:11:12.397081] [INFO ] [sig ] Generating forecast for: WSM [2025-09-26T23:11:12.397133] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'. [2025-09-26T23:11:12.408217] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WSM'. [2025-09-26T23:11:12.408692] [INFO ] [FORECASTER] Starting predict_future for WSM [2025-09-26T23:11:12.438098] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:12.438970] [DEBUG] [LOCAL ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt [2025-09-26T23:11:12.439029] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:12.439066] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:12.439097] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:12.439157] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:12.459501] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:12.460484] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:12.460580] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:12.460664] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:12.503394] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:12.503565] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:12.503611] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:12.503672] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:12.508003] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: DOWN (p=1.79%) [2025-09-26T23:11:12.508381] [INFO ] [FORECASTER] Completed predict_future for WSM [2025-09-26T23:11:12.508551] [INFO ] [sig ] WSM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:12.658995] [INFO ] [LOCAL ] Saved forecast: WSM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WSM.txt [2025-09-26T23:11:12.659280] [WARN ] [sig ] [1998/2043] Failed WSM after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 11.4s [2025-09-26T23:11:12.659360] [INFO ] [sig ] [1999/2043] Forecasting WSO... [2025-09-26T23:11:12.659399] [INFO ] [sig ] Generating forecast for: WSO [2025-09-26T23:11:12.659433] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'. [2025-09-26T23:11:12.669046] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WSO'. [2025-09-26T23:11:12.669367] [INFO ] [FORECASTER] Starting predict_future for WSO [2025-09-26T23:11:12.695375] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:12.696154] [DEBUG] [LOCAL ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt [2025-09-26T23:11:12.696210] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:12.696245] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:12.696291] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:12.696351] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:12.714119] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:12.714849] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:12.714937] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:12.714971] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:12.753991] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:12.754155] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:12.754199] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:12.754229] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:12.757972] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=87.82%) [2025-09-26T23:11:12.758270] [INFO ] [FORECASTER] Completed predict_future for WSO [2025-09-26T23:11:12.758421] [INFO ] [sig ] WSO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:12.908748] [INFO ] [LOCAL ] Saved forecast: WSO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WSO.txt [2025-09-26T23:11:12.908999] [WARN ] [sig ] [1999/2043] Failed WSO after 0.2s | 3.95 sym/s | Total: 8.4m | ETA: 11.1s [2025-09-26T23:11:12.909081] [INFO ] [sig ] [2000/2043] Forecasting WSR... [2025-09-26T23:11:12.909122] [INFO ] [sig ] Generating forecast for: WSR [2025-09-26T23:11:12.909158] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WSR' from 'https://tdm.silogroup.org/data/derivative_storage/WSR.csv'. [2025-09-26T23:11:12.919427] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WSR'. [2025-09-26T23:11:12.919828] [INFO ] [FORECASTER] Starting predict_future for WSR [2025-09-26T23:11:12.947119] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:12.948094] [DEBUG] [LOCAL ] No optimal features file found for WSR: ./output/feature-sets/WSR.txt [2025-09-26T23:11:12.948154] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:12.948190] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:12.948218] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:12.948280] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:12.968299] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:12.969466] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:12.969582] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:12.969629] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:13.018927] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:13.019121] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:13.019188] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:13.019244] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:13.023592] [DEBUG] [FORECASTER] WSR: Forecast T+1@11:T+2@11: UP (p=57.24%) [2025-09-26T23:11:13.024037] [INFO ] [FORECASTER] Completed predict_future for WSR [2025-09-26T23:11:13.024224] [INFO ] [sig ] WSR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:13.182629] [INFO ] [LOCAL ] Saved forecast: WSR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WSR.txt [2025-09-26T23:11:13.183032] [WARN ] [sig ] [2000/2043] Failed WSR after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 10.9s [2025-09-26T23:11:13.183134] [INFO ] [sig ] [2001/2043] Forecasting WST... [2025-09-26T23:11:13.183192] [INFO ] [sig ] Generating forecast for: WST [2025-09-26T23:11:13.183232] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WST' from 'https://tdm.silogroup.org/data/derivative_storage/WST.csv'. [2025-09-26T23:11:13.195719] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WST'. [2025-09-26T23:11:13.196189] [INFO ] [FORECASTER] Starting predict_future for WST [2025-09-26T23:11:13.224425] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:13.225508] [DEBUG] [LOCAL ] No optimal features file found for WST: ./output/feature-sets/WST.txt [2025-09-26T23:11:13.225587] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:13.225627] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:13.225699] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:13.225847] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:13.244691] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:13.246056] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:13.246194] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:13.246250] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:13.294496] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:13.294725] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:13.294786] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:13.294821] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:13.299142] [DEBUG] [FORECASTER] WST: Forecast T+1@11:T+2@11: UP (p=86.22%) [2025-09-26T23:11:13.299506] [INFO ] [FORECASTER] Completed predict_future for WST [2025-09-26T23:11:13.299732] [INFO ] [sig ] WST: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:13.451289] [INFO ] [LOCAL ] Saved forecast: WST 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WST.txt [2025-09-26T23:11:13.451729] [WARN ] [sig ] [2001/2043] Failed WST after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 10.6s [2025-09-26T23:11:13.451825] [INFO ] [sig ] [2002/2043] Forecasting WT... [2025-09-26T23:11:13.451865] [INFO ] [sig ] Generating forecast for: WT [2025-09-26T23:11:13.451900] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WT' from 'https://tdm.silogroup.org/data/derivative_storage/WT.csv'. [2025-09-26T23:11:13.463715] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WT'. [2025-09-26T23:11:13.464313] [INFO ] [FORECASTER] Starting predict_future for WT [2025-09-26T23:11:13.491582] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:13.492478] [DEBUG] [LOCAL ] No optimal features file found for WT: ./output/feature-sets/WT.txt [2025-09-26T23:11:13.492537] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:13.492573] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:13.492603] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:13.492685] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:13.510800] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:13.512030] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:13.512136] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:13.512170] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:13.557095] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:13.557333] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:13.557381] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:13.557412] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:13.561472] [DEBUG] [FORECASTER] WT: Forecast T+1@11:T+2@11: DOWN (p=2.76%) [2025-09-26T23:11:13.561832] [INFO ] [FORECASTER] Completed predict_future for WT [2025-09-26T23:11:13.562000] [INFO ] [sig ] WT: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:13.705450] [INFO ] [LOCAL ] Saved forecast: WT 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WT.txt [2025-09-26T23:11:13.705827] [WARN ] [sig ] [2002/2043] Failed WT after 0.3s | 3.95 sym/s | Total: 8.4m | ETA: 10.4s [2025-09-26T23:11:13.705916] [INFO ] [sig ] [2003/2043] Forecasting WTI... [2025-09-26T23:11:13.705957] [INFO ] [sig ] Generating forecast for: WTI [2025-09-26T23:11:13.705993] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'. [2025-09-26T23:11:13.717066] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTI'. [2025-09-26T23:11:13.717396] [INFO ] [FORECASTER] Starting predict_future for WTI [2025-09-26T23:11:13.743718] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:13.744452] [DEBUG] [LOCAL ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt [2025-09-26T23:11:13.744508] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:13.744543] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:13.744571] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:13.744632] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:13.762224] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:13.762835] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:13.762927] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:13.762961] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:13.821384] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:13.821915] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:13.822023] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:13.822091] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:13.828687] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=66.08%) [2025-09-26T23:11:13.829235] [INFO ] [FORECASTER] Completed predict_future for WTI [2025-09-26T23:11:13.829521] [INFO ] [sig ] WTI: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:13.987219] [INFO ] [LOCAL ] Saved forecast: WTI 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WTI.txt [2025-09-26T23:11:13.987629] [WARN ] [sig ] [2003/2043] Failed WTI after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 10.1s [2025-09-26T23:11:13.987799] [INFO ] [sig ] [2004/2043] Forecasting WTRG... [2025-09-26T23:11:13.987840] [INFO ] [sig ] Generating forecast for: WTRG [2025-09-26T23:11:13.987887] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'. [2025-09-26T23:11:14.002630] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTRG'. [2025-09-26T23:11:14.002967] [INFO ] [FORECASTER] Starting predict_future for WTRG [2025-09-26T23:11:14.029751] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:14.030513] [DEBUG] [LOCAL ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt [2025-09-26T23:11:14.030569] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:14.030604] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:14.030632] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:14.030733] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:14.048930] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:14.049552] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:14.049661] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:14.049717] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:14.095554] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:14.095684] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:14.095766] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:14.095799] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:14.099138] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=29.46%) [2025-09-26T23:11:14.099415] [INFO ] [FORECASTER] Completed predict_future for WTRG [2025-09-26T23:11:14.100289] [INFO ] [sig ] WTRG: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:14.244706] [INFO ] [LOCAL ] Saved forecast: WTRG 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WTRG.txt [2025-09-26T23:11:14.245153] [WARN ] [sig ] [2004/2043] Failed WTRG after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 9.9s [2025-09-26T23:11:14.245244] [INFO ] [sig ] [2005/2043] Forecasting WTS... [2025-09-26T23:11:14.245285] [INFO ] [sig ] Generating forecast for: WTS [2025-09-26T23:11:14.245323] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'. [2025-09-26T23:11:14.251537] [WARN ] [REMOTE ] Historical data not found for symbol 'WTS' (404). [2025-09-26T23:11:14.251782] [FATAL] [sig ] WTS: No historical data fetched. [2025-09-26T23:11:14.251874] [WARN ] [sig ] [2005/2043] Failed WTS after 0.0s | 3.95 sym/s | Total: 8.5m | ETA: 9.6s [2025-09-26T23:11:14.251943] [INFO ] [sig ] [2006/2043] Forecasting WTTR... [2025-09-26T23:11:14.251983] [INFO ] [sig ] Generating forecast for: WTTR [2025-09-26T23:11:14.252015] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WTTR' from 'https://tdm.silogroup.org/data/derivative_storage/WTTR.csv'. [2025-09-26T23:11:14.261851] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WTTR'. [2025-09-26T23:11:14.262315] [INFO ] [FORECASTER] Starting predict_future for WTTR [2025-09-26T23:11:14.288929] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:14.289835] [DEBUG] [LOCAL ] No optimal features file found for WTTR: ./output/feature-sets/WTTR.txt [2025-09-26T23:11:14.289897] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:14.289934] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:14.289963] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:14.290022] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:14.307962] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:14.308807] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:14.308907] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:14.308943] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:14.359538] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:14.359807] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:14.359867] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:14.359900] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:14.364178] [DEBUG] [FORECASTER] WTTR: Forecast T+1@11:T+2@11: DOWN (p=43.05%) [2025-09-26T23:11:14.364538] [INFO ] [FORECASTER] Completed predict_future for WTTR [2025-09-26T23:11:14.364758] [INFO ] [sig ] WTTR: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:14.509699] [INFO ] [LOCAL ] Saved forecast: WTTR 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WTTR.txt [2025-09-26T23:11:14.510069] [WARN ] [sig ] [2006/2043] Failed WTTR after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 9.4s [2025-09-26T23:11:14.510153] [INFO ] [sig ] [2007/2043] Forecasting WU... [2025-09-26T23:11:14.510193] [INFO ] [sig ] Generating forecast for: WU [2025-09-26T23:11:14.510228] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WU' from 'https://tdm.silogroup.org/data/derivative_storage/WU.csv'. [2025-09-26T23:11:14.521371] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WU'. [2025-09-26T23:11:14.521724] [INFO ] [FORECASTER] Starting predict_future for WU [2025-09-26T23:11:14.547791] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:14.548539] [DEBUG] [LOCAL ] No optimal features file found for WU: ./output/feature-sets/WU.txt [2025-09-26T23:11:14.548594] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:14.548630] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:14.548697] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:14.548771] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:14.573859] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:14.575866] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:14.576236] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:14.576293] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:14.627519] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:14.627791] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:14.627861] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:14.627896] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:14.632673] [DEBUG] [FORECASTER] WU: Forecast T+1@11:T+2@11: UP (p=89.96%) [2025-09-26T23:11:14.633029] [INFO ] [FORECASTER] Completed predict_future for WU [2025-09-26T23:11:14.633238] [INFO ] [sig ] WU: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:14.782441] [INFO ] [LOCAL ] Saved forecast: WU 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WU.txt [2025-09-26T23:11:14.783375] [WARN ] [sig ] [2007/2043] Failed WU after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 9.1s [2025-09-26T23:11:14.783491] [INFO ] [sig ] [2008/2043] Forecasting WWW... [2025-09-26T23:11:14.783547] [INFO ] [sig ] Generating forecast for: WWW [2025-09-26T23:11:14.783604] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WWW' from 'https://tdm.silogroup.org/data/derivative_storage/WWW.csv'. [2025-09-26T23:11:14.801312] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WWW'. [2025-09-26T23:11:14.801739] [INFO ] [FORECASTER] Starting predict_future for WWW [2025-09-26T23:11:14.830312] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:14.831106] [DEBUG] [LOCAL ] No optimal features file found for WWW: ./output/feature-sets/WWW.txt [2025-09-26T23:11:14.831174] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:14.831232] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:14.831265] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:14.831335] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:14.849566] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:14.850242] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:14.850338] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:14.850373] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:14.901944] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:14.902125] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:14.902169] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:14.902200] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:14.906012] [DEBUG] [FORECASTER] WWW: Forecast T+1@11:T+2@11: DOWN (p=20.53%) [2025-09-26T23:11:14.906329] [INFO ] [FORECASTER] Completed predict_future for WWW [2025-09-26T23:11:14.906539] [INFO ] [sig ] WWW: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:15.051873] [INFO ] [LOCAL ] Saved forecast: WWW 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/WWW.txt [2025-09-26T23:11:15.052250] [WARN ] [sig ] [2008/2043] Failed WWW after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 8.9s [2025-09-26T23:11:15.052339] [INFO ] [sig ] [2009/2043] Forecasting WY... [2025-09-26T23:11:15.052379] [INFO ] [sig ] Generating forecast for: WY [2025-09-26T23:11:15.052415] [DEBUG] [REMOTE ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'. [2025-09-26T23:11:15.063828] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'WY'. [2025-09-26T23:11:15.064227] [INFO ] [FORECASTER] Starting predict_future for WY [2025-09-26T23:11:15.090728] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:15.091494] [DEBUG] [LOCAL ] No optimal features file found for WY: ./output/feature-sets/WY.txt [2025-09-26T23:11:15.091550] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:15.091585] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:15.091613] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:15.091694] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:15.109463] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:15.110090] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:15.110181] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:15.110216] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:15.154725] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:15.154866] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:15.154907] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:15.154937] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:15.158587] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: UP (p=51.30%) [2025-09-26T23:11:15.158914] [INFO ] [FORECASTER] Completed predict_future for WY [2025-09-26T23:11:15.159067] [INFO ] [sig ] WY: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:15.304768] [INFO ] [LOCAL ] Saved forecast: WY 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/WY.txt [2025-09-26T23:11:15.305131] [WARN ] [sig ] [2009/2043] Failed WY after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 8.6s [2025-09-26T23:11:15.305214] [INFO ] [sig ] [2010/2043] Forecasting XFLT... [2025-09-26T23:11:15.305255] [INFO ] [sig ] Generating forecast for: XFLT [2025-09-26T23:11:15.305290] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XFLT' from 'https://tdm.silogroup.org/data/derivative_storage/XFLT.csv'. [2025-09-26T23:11:15.316521] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XFLT'. [2025-09-26T23:11:15.316872] [INFO ] [FORECASTER] Starting predict_future for XFLT [2025-09-26T23:11:15.343086] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:15.343833] [DEBUG] [LOCAL ] No optimal features file found for XFLT: ./output/feature-sets/XFLT.txt [2025-09-26T23:11:15.343889] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:15.343923] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:15.343951] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:15.344010] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:15.361692] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:15.362294] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:15.362386] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:15.362419] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:15.409064] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:15.409245] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:15.409316] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:15.409349] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:15.413357] [DEBUG] [FORECASTER] XFLT: Forecast T+1@11:T+2@11: UP (p=78.54%) [2025-09-26T23:11:15.413733] [INFO ] [FORECASTER] Completed predict_future for XFLT [2025-09-26T23:11:15.413904] [INFO ] [sig ] XFLT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:15.566438] [INFO ] [LOCAL ] Saved forecast: XFLT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/XFLT.txt [2025-09-26T23:11:15.566920] [WARN ] [sig ] [2010/2043] Failed XFLT after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 8.4s [2025-09-26T23:11:15.567063] [INFO ] [sig ] [2011/2043] Forecasting XHR... [2025-09-26T23:11:15.567118] [INFO ] [sig ] Generating forecast for: XHR [2025-09-26T23:11:15.567181] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XHR' from 'https://tdm.silogroup.org/data/derivative_storage/XHR.csv'. [2025-09-26T23:11:15.581304] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XHR'. [2025-09-26T23:11:15.582032] [INFO ] [FORECASTER] Starting predict_future for XHR [2025-09-26T23:11:15.613041] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:15.613969] [DEBUG] [LOCAL ] No optimal features file found for XHR: ./output/feature-sets/XHR.txt [2025-09-26T23:11:15.614031] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:15.614070] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:15.614099] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:15.614160] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:15.633243] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:15.633936] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:15.634048] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:15.634104] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:15.681666] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:15.681932] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:15.681985] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:15.682015] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:15.686405] [DEBUG] [FORECASTER] XHR: Forecast T+1@11:T+2@11: UP (p=90.80%) [2025-09-26T23:11:15.686796] [INFO ] [FORECASTER] Completed predict_future for XHR [2025-09-26T23:11:15.686967] [INFO ] [sig ] XHR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:15.835391] [INFO ] [LOCAL ] Saved forecast: XHR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/XHR.txt [2025-09-26T23:11:15.835753] [WARN ] [sig ] [2011/2043] Failed XHR after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 8.1s [2025-09-26T23:11:15.835842] [INFO ] [sig ] [2012/2043] Forecasting XOM... [2025-09-26T23:11:15.835882] [INFO ] [sig ] Generating forecast for: XOM [2025-09-26T23:11:15.835918] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'. [2025-09-26T23:11:15.841765] [WARN ] [REMOTE ] Historical data not found for symbol 'XOM' (404). [2025-09-26T23:11:15.841973] [FATAL] [sig ] XOM: No historical data fetched. [2025-09-26T23:11:15.842055] [WARN ] [sig ] [2012/2043] Failed XOM after 0.0s | 3.95 sym/s | Total: 8.5m | ETA: 7.8s [2025-09-26T23:11:15.842121] [INFO ] [sig ] [2013/2043] Forecasting XPER... [2025-09-26T23:11:15.842161] [INFO ] [sig ] Generating forecast for: XPER [2025-09-26T23:11:15.842193] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPER' from 'https://tdm.silogroup.org/data/derivative_storage/XPER.csv'. [2025-09-26T23:11:15.852207] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPER'. [2025-09-26T23:11:15.852604] [INFO ] [FORECASTER] Starting predict_future for XPER [2025-09-26T23:11:15.878925] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:15.879752] [DEBUG] [LOCAL ] No optimal features file found for XPER: ./output/feature-sets/XPER.txt [2025-09-26T23:11:15.879812] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:15.879847] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:15.879875] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:15.879999] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:15.897986] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:15.898601] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:15.898714] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:15.898763] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:15.943233] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:15.943434] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:15.943479] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:15.943510] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:15.947378] [DEBUG] [FORECASTER] XPER: Forecast T+1@11:T+2@11: DOWN (p=1.27%) [2025-09-26T23:11:15.947715] [INFO ] [FORECASTER] Completed predict_future for XPER [2025-09-26T23:11:15.947884] [INFO ] [sig ] XPER: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:16.092766] [INFO ] [LOCAL ] Saved forecast: XPER 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/XPER.txt [2025-09-26T23:11:16.093095] [WARN ] [sig ] [2013/2043] Failed XPER after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 7.6s [2025-09-26T23:11:16.093178] [INFO ] [sig ] [2014/2043] Forecasting XPEV... [2025-09-26T23:11:16.093217] [INFO ] [sig ] Generating forecast for: XPEV [2025-09-26T23:11:16.093250] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPEV' from 'https://tdm.silogroup.org/data/derivative_storage/XPEV.csv'. [2025-09-26T23:11:16.104932] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPEV'. [2025-09-26T23:11:16.105264] [INFO ] [FORECASTER] Starting predict_future for XPEV [2025-09-26T23:11:16.131449] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:16.132240] [DEBUG] [LOCAL ] No optimal features file found for XPEV: ./output/feature-sets/XPEV.txt [2025-09-26T23:11:16.132297] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:16.132331] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:16.132361] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:16.132421] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:16.150328] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:16.151009] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:16.151103] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:16.151137] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:16.198155] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:16.198360] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:16.198404] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:16.198436] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:16.202298] [DEBUG] [FORECASTER] XPEV: Forecast T+1@11:T+2@11: UP (p=78.52%) [2025-09-26T23:11:16.202619] [INFO ] [FORECASTER] Completed predict_future for XPEV [2025-09-26T23:11:16.202843] [INFO ] [sig ] XPEV: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:16.349930] [INFO ] [LOCAL ] Saved forecast: XPEV 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/XPEV.txt [2025-09-26T23:11:16.350348] [WARN ] [sig ] [2014/2043] Failed XPEV after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 7.3s [2025-09-26T23:11:16.350437] [INFO ] [sig ] [2015/2043] Forecasting XPOF... [2025-09-26T23:11:16.350477] [INFO ] [sig ] Generating forecast for: XPOF [2025-09-26T23:11:16.350514] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'. [2025-09-26T23:11:16.362200] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPOF'. [2025-09-26T23:11:16.362685] [INFO ] [FORECASTER] Starting predict_future for XPOF [2025-09-26T23:11:16.389091] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:16.389968] [DEBUG] [LOCAL ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt [2025-09-26T23:11:16.390025] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:16.390060] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:16.390088] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:16.390150] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:16.407631] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:16.408340] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:16.408433] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:16.408467] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:16.454528] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:16.454795] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:16.454853] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:16.454887] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:16.459024] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=6.29%) [2025-09-26T23:11:16.459342] [INFO ] [FORECASTER] Completed predict_future for XPOF [2025-09-26T23:11:16.459518] [INFO ] [sig ] XPOF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:16.604896] [INFO ] [LOCAL ] Saved forecast: XPOF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/XPOF.txt [2025-09-26T23:11:16.605279] [WARN ] [sig ] [2015/2043] Failed XPOF after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 7.1s [2025-09-26T23:11:16.605366] [INFO ] [sig ] [2016/2043] Forecasting XPRO... [2025-09-26T23:11:16.605406] [INFO ] [sig ] Generating forecast for: XPRO [2025-09-26T23:11:16.605441] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'. [2025-09-26T23:11:16.617695] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XPRO'. [2025-09-26T23:11:16.618181] [INFO ] [FORECASTER] Starting predict_future for XPRO [2025-09-26T23:11:16.645004] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:16.645933] [DEBUG] [LOCAL ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt [2025-09-26T23:11:16.645993] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:16.646031] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:16.646061] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:16.646121] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:16.663738] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:16.664744] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:16.664856] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:16.664890] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:16.711328] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:16.711551] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:16.711716] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:16.711771] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:16.715900] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=9.99%) [2025-09-26T23:11:16.716838] [INFO ] [FORECASTER] Completed predict_future for XPRO [2025-09-26T23:11:16.717017] [INFO ] [sig ] XPRO: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:16.863364] [INFO ] [LOCAL ] Saved forecast: XPRO 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/XPRO.txt [2025-09-26T23:11:16.863779] [WARN ] [sig ] [2016/2043] Failed XPRO after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 6.8s [2025-09-26T23:11:16.863873] [INFO ] [sig ] [2017/2043] Forecasting XYF... [2025-09-26T23:11:16.863914] [INFO ] [sig ] Generating forecast for: XYF [2025-09-26T23:11:16.863951] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'. [2025-09-26T23:11:16.875807] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'XYF'. [2025-09-26T23:11:16.876249] [INFO ] [FORECASTER] Starting predict_future for XYF [2025-09-26T23:11:16.903487] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:16.904360] [DEBUG] [LOCAL ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt [2025-09-26T23:11:16.904417] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:16.904453] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:16.904483] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:16.904543] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:16.922147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:16.922801] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:16.922894] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:16.922928] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:16.971382] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:16.971672] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:16.971762] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:16.971810] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:16.976689] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=49.22%) [2025-09-26T23:11:16.977064] [INFO ] [FORECASTER] Completed predict_future for XYF [2025-09-26T23:11:16.977282] [INFO ] [sig ] XYF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:17.142498] [INFO ] [LOCAL ] Saved forecast: XYF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/XYF.txt [2025-09-26T23:11:17.142924] [WARN ] [sig ] [2017/2043] Failed XYF after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 6.6s [2025-09-26T23:11:17.143024] [INFO ] [sig ] [2018/2043] Forecasting XYL... [2025-09-26T23:11:17.143065] [INFO ] [sig ] Generating forecast for: XYL [2025-09-26T23:11:17.143101] [DEBUG] [REMOTE ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'. [2025-09-26T23:11:17.149194] [WARN ] [REMOTE ] Historical data not found for symbol 'XYL' (404). [2025-09-26T23:11:17.149421] [FATAL] [sig ] XYL: No historical data fetched. [2025-09-26T23:11:17.149531] [WARN ] [sig ] [2018/2043] Failed XYL after 0.0s | 3.95 sym/s | Total: 8.5m | ETA: 6.3s [2025-09-26T23:11:17.149606] [INFO ] [sig ] [2019/2043] Forecasting YALA... [2025-09-26T23:11:17.149679] [INFO ] [sig ] Generating forecast for: YALA [2025-09-26T23:11:17.149734] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'. [2025-09-26T23:11:17.160369] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YALA'. [2025-09-26T23:11:17.160872] [INFO ] [FORECASTER] Starting predict_future for YALA [2025-09-26T23:11:17.187991] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:17.188843] [DEBUG] [LOCAL ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt [2025-09-26T23:11:17.188900] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:17.188938] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:17.188968] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:17.189029] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:17.207184] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:17.207871] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:17.207966] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:17.208003] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:17.254331] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:17.254567] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:17.254615] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:17.254679] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:17.259308] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: UP (p=95.92%) [2025-09-26T23:11:17.259639] [INFO ] [FORECASTER] Completed predict_future for YALA [2025-09-26T23:11:17.259857] [INFO ] [sig ] YALA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:17.413733] [INFO ] [LOCAL ] Saved forecast: YALA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/YALA.txt [2025-09-26T23:11:17.414143] [WARN ] [sig ] [2019/2043] Failed YALA after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 6.1s [2025-09-26T23:11:17.414234] [INFO ] [sig ] [2020/2043] Forecasting YELP... [2025-09-26T23:11:17.414276] [INFO ] [sig ] Generating forecast for: YELP [2025-09-26T23:11:17.414313] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'. [2025-09-26T23:11:17.429311] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YELP'. [2025-09-26T23:11:17.429919] [INFO ] [FORECASTER] Starting predict_future for YELP [2025-09-26T23:11:17.458985] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:17.459963] [DEBUG] [LOCAL ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt [2025-09-26T23:11:17.460036] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:17.460079] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:17.460123] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:17.460231] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:17.480560] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:17.481214] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:17.481303] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:17.481339] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:17.518875] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:17.519035] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:17.519080] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:17.519142] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:17.523057] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: DOWN (p=12.16%) [2025-09-26T23:11:17.523363] [INFO ] [FORECASTER] Completed predict_future for YELP [2025-09-26T23:11:17.523514] [INFO ] [sig ] YELP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:17.685488] [INFO ] [LOCAL ] Saved forecast: YELP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YELP.txt [2025-09-26T23:11:17.685811] [WARN ] [sig ] [2020/2043] Failed YELP after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 5.8s [2025-09-26T23:11:17.685901] [INFO ] [sig ] [2021/2043] Forecasting YETI... [2025-09-26T23:11:17.685950] [INFO ] [sig ] Generating forecast for: YETI [2025-09-26T23:11:17.685990] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'. [2025-09-26T23:11:17.697637] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YETI'. [2025-09-26T23:11:17.698168] [INFO ] [FORECASTER] Starting predict_future for YETI [2025-09-26T23:11:17.730036] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:17.731158] [DEBUG] [LOCAL ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt [2025-09-26T23:11:17.731224] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:17.731260] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:17.731289] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:17.731347] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:17.751197] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:17.752104] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:17.752198] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:17.752234] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:17.791113] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:17.791282] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:17.791326] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:17.791356] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:17.795183] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=49.34%) [2025-09-26T23:11:17.795485] [INFO ] [FORECASTER] Completed predict_future for YETI [2025-09-26T23:11:17.795636] [INFO ] [sig ] YETI: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:17.952096] [INFO ] [LOCAL ] Saved forecast: YETI 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YETI.txt [2025-09-26T23:11:17.952406] [WARN ] [sig ] [2021/2043] Failed YETI after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 5.6s [2025-09-26T23:11:17.952491] [INFO ] [sig ] [2022/2043] Forecasting YEXT... [2025-09-26T23:11:17.952534] [INFO ] [sig ] Generating forecast for: YEXT [2025-09-26T23:11:17.952569] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YEXT' from 'https://tdm.silogroup.org/data/derivative_storage/YEXT.csv'. [2025-09-26T23:11:17.963680] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YEXT'. [2025-09-26T23:11:17.964047] [INFO ] [FORECASTER] Starting predict_future for YEXT [2025-09-26T23:11:17.991391] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:17.992245] [DEBUG] [LOCAL ] No optimal features file found for YEXT: ./output/feature-sets/YEXT.txt [2025-09-26T23:11:17.992304] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:17.992341] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:17.992370] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:17.992429] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:18.012220] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:18.012975] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:18.013065] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:18.013102] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:18.047957] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:18.048152] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:18.048206] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:18.048249] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:18.052379] [DEBUG] [FORECASTER] YEXT: Forecast T+1@11:T+2@11: UP (p=93.56%) [2025-09-26T23:11:18.052734] [INFO ] [FORECASTER] Completed predict_future for YEXT [2025-09-26T23:11:18.052897] [INFO ] [sig ] YEXT: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:18.204546] [INFO ] [LOCAL ] Saved forecast: YEXT 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/YEXT.txt [2025-09-26T23:11:18.204793] [WARN ] [sig ] [2022/2043] Failed YEXT after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 5.3s [2025-09-26T23:11:18.204874] [INFO ] [sig ] [2023/2043] Forecasting YMM... [2025-09-26T23:11:18.204915] [INFO ] [sig ] Generating forecast for: YMM [2025-09-26T23:11:18.204949] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'. [2025-09-26T23:11:18.216129] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YMM'. [2025-09-26T23:11:18.216613] [INFO ] [FORECASTER] Starting predict_future for YMM [2025-09-26T23:11:18.244580] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:18.245518] [DEBUG] [LOCAL ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt [2025-09-26T23:11:18.245580] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:18.245617] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:18.245671] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:18.245754] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:18.265510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:18.266526] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:18.266628] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:18.266703] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:18.311319] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:18.311535] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:18.311586] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:18.311616] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:18.315484] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=31.06%) [2025-09-26T23:11:18.315841] [INFO ] [FORECASTER] Completed predict_future for YMM [2025-09-26T23:11:18.316008] [INFO ] [sig ] YMM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:18.466408] [INFO ] [LOCAL ] Saved forecast: YMM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YMM.txt [2025-09-26T23:11:18.466733] [WARN ] [sig ] [2023/2043] Failed YMM after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 5.1s [2025-09-26T23:11:18.466819] [INFO ] [sig ] [2024/2043] Forecasting YOU... [2025-09-26T23:11:18.466859] [INFO ] [sig ] Generating forecast for: YOU [2025-09-26T23:11:18.466895] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YOU' from 'https://tdm.silogroup.org/data/derivative_storage/YOU.csv'. [2025-09-26T23:11:18.478098] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YOU'. [2025-09-26T23:11:18.478407] [INFO ] [FORECASTER] Starting predict_future for YOU [2025-09-26T23:11:18.505555] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:18.506414] [DEBUG] [LOCAL ] No optimal features file found for YOU: ./output/feature-sets/YOU.txt [2025-09-26T23:11:18.506476] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:18.506532] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:18.506563] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:18.506622] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:18.525319] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:18.526213] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:18.526305] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:18.526341] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:18.564701] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:18.564862] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:18.564906] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:18.564936] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:18.568832] [DEBUG] [FORECASTER] YOU: Forecast T+1@11:T+2@11: DOWN (p=2.87%) [2025-09-26T23:11:18.569205] [INFO ] [FORECASTER] Completed predict_future for YOU [2025-09-26T23:11:18.569387] [INFO ] [sig ] YOU: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:18.724769] [INFO ] [LOCAL ] Saved forecast: YOU 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YOU.txt [2025-09-26T23:11:18.725028] [WARN ] [sig ] [2024/2043] Failed YOU after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 4.8s [2025-09-26T23:11:18.725108] [INFO ] [sig ] [2025/2043] Forecasting YPF... [2025-09-26T23:11:18.725148] [INFO ] [sig ] Generating forecast for: YPF [2025-09-26T23:11:18.725191] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'. [2025-09-26T23:11:18.735982] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YPF'. [2025-09-26T23:11:18.736404] [INFO ] [FORECASTER] Starting predict_future for YPF [2025-09-26T23:11:18.763738] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:18.764558] [DEBUG] [LOCAL ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt [2025-09-26T23:11:18.764617] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:18.764689] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:18.764735] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:18.764797] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:18.784531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:18.785184] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:18.785273] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:18.785308] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:18.817526] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:18.817718] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:18.817779] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:18.817811] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:18.821745] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=8.63%) [2025-09-26T23:11:18.822080] [INFO ] [FORECASTER] Completed predict_future for YPF [2025-09-26T23:11:18.822236] [INFO ] [sig ] YPF: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:18.975759] [INFO ] [LOCAL ] Saved forecast: YPF 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YPF.txt [2025-09-26T23:11:18.976064] [WARN ] [sig ] [2025/2043] Failed YPF after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 4.6s [2025-09-26T23:11:18.976155] [INFO ] [sig ] [2026/2043] Forecasting YRD... [2025-09-26T23:11:18.976199] [INFO ] [sig ] Generating forecast for: YRD [2025-09-26T23:11:18.976245] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'. [2025-09-26T23:11:18.986248] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YRD'. [2025-09-26T23:11:18.986711] [INFO ] [FORECASTER] Starting predict_future for YRD [2025-09-26T23:11:19.013924] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:19.014838] [DEBUG] [LOCAL ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt [2025-09-26T23:11:19.014898] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:19.014938] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:19.014971] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:19.015033] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:19.033935] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:19.034715] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:19.034808] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:19.034845] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:19.070471] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:19.070689] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:19.070755] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:19.070796] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:19.074939] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=64.40%) [2025-09-26T23:11:19.075282] [INFO ] [FORECASTER] Completed predict_future for YRD [2025-09-26T23:11:19.075441] [INFO ] [sig ] YRD: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:19.228150] [INFO ] [LOCAL ] Saved forecast: YRD 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/YRD.txt [2025-09-26T23:11:19.228421] [WARN ] [sig ] [2026/2043] Failed YRD after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 4.3s [2025-09-26T23:11:19.228499] [INFO ] [sig ] [2027/2043] Forecasting YSG... [2025-09-26T23:11:19.228541] [INFO ] [sig ] Generating forecast for: YSG [2025-09-26T23:11:19.228575] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'. [2025-09-26T23:11:19.239162] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YSG'. [2025-09-26T23:11:19.239603] [INFO ] [FORECASTER] Starting predict_future for YSG [2025-09-26T23:11:19.267074] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:19.267953] [DEBUG] [LOCAL ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt [2025-09-26T23:11:19.268012] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:19.268048] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:19.268077] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:19.268135] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:19.287871] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:19.288860] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:19.288954] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:19.288990] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:19.330987] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:19.331231] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:19.331293] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:19.331333] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:19.335521] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=97.62%) [2025-09-26T23:11:19.336014] [INFO ] [FORECASTER] Completed predict_future for YSG [2025-09-26T23:11:19.336488] [INFO ] [sig ] YSG: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:19.494017] [INFO ] [LOCAL ] Saved forecast: YSG 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/YSG.txt [2025-09-26T23:11:19.494271] [WARN ] [sig ] [2027/2043] Failed YSG after 0.3s | 3.95 sym/s | Total: 8.5m | ETA: 4.0s [2025-09-26T23:11:19.494347] [INFO ] [sig ] [2028/2043] Forecasting YUM... [2025-09-26T23:11:19.494387] [INFO ] [sig ] Generating forecast for: YUM [2025-09-26T23:11:19.494421] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'. [2025-09-26T23:11:19.508412] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YUM'. [2025-09-26T23:11:19.508828] [INFO ] [FORECASTER] Starting predict_future for YUM [2025-09-26T23:11:19.536773] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:19.537736] [DEBUG] [LOCAL ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt [2025-09-26T23:11:19.537796] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:19.537833] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:19.537862] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:19.537921] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:19.558531] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:19.559517] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:19.559614] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:19.559679] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:19.594871] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:19.595044] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:19.595090] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:19.595122] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:19.599100] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=20.56%) [2025-09-26T23:11:19.599436] [INFO ] [FORECASTER] Completed predict_future for YUM [2025-09-26T23:11:19.599601] [INFO ] [sig ] YUM: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:19.761509] [INFO ] [LOCAL ] Saved forecast: YUM 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YUM.txt [2025-09-26T23:11:19.761794] [WARN ] [sig ] [2028/2043] Failed YUM after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 3.8s [2025-09-26T23:11:19.761880] [INFO ] [sig ] [2029/2043] Forecasting YUMC... [2025-09-26T23:11:19.761921] [INFO ] [sig ] Generating forecast for: YUMC [2025-09-26T23:11:19.761955] [DEBUG] [REMOTE ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'. [2025-09-26T23:11:19.772997] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'YUMC'. [2025-09-26T23:11:19.773499] [INFO ] [FORECASTER] Starting predict_future for YUMC [2025-09-26T23:11:19.803914] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:19.804904] [DEBUG] [LOCAL ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt [2025-09-26T23:11:19.804965] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:19.805002] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:19.805031] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:19.805090] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:19.824510] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:19.825391] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:19.825495] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:19.825534] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:19.866039] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:19.866216] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:19.866304] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:19.866335] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:19.870625] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=46.54%) [2025-09-26T23:11:19.870979] [INFO ] [FORECASTER] Completed predict_future for YUMC [2025-09-26T23:11:19.871155] [INFO ] [sig ] YUMC: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:20.028512] [INFO ] [LOCAL ] Saved forecast: YUMC 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/YUMC.txt [2025-09-26T23:11:20.028889] [WARN ] [sig ] [2029/2043] Failed YUMC after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 3.5s [2025-09-26T23:11:20.028980] [INFO ] [sig ] [2030/2043] Forecasting ZBH... [2025-09-26T23:11:20.029023] [INFO ] [sig ] Generating forecast for: ZBH [2025-09-26T23:11:20.029057] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'. [2025-09-26T23:11:20.040260] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZBH'. [2025-09-26T23:11:20.040793] [INFO ] [FORECASTER] Starting predict_future for ZBH [2025-09-26T23:11:20.070330] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:20.071270] [DEBUG] [LOCAL ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt [2025-09-26T23:11:20.071330] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:20.071365] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:20.071394] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:20.071454] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:20.090711] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:20.091588] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:20.091719] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:20.091768] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:20.128505] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:20.128707] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:20.128770] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:20.128804] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:20.132581] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=3.80%) [2025-09-26T23:11:20.132949] [INFO ] [FORECASTER] Completed predict_future for ZBH [2025-09-26T23:11:20.133103] [INFO ] [sig ] ZBH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:20.286538] [INFO ] [LOCAL ] Saved forecast: ZBH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZBH.txt [2025-09-26T23:11:20.286815] [WARN ] [sig ] [2030/2043] Failed ZBH after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 3.3s [2025-09-26T23:11:20.286899] [INFO ] [sig ] [2031/2043] Forecasting ZEPP... [2025-09-26T23:11:20.286940] [INFO ] [sig ] Generating forecast for: ZEPP [2025-09-26T23:11:20.286975] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'. [2025-09-26T23:11:20.297750] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZEPP'. [2025-09-26T23:11:20.298108] [INFO ] [FORECASTER] Starting predict_future for ZEPP [2025-09-26T23:11:20.325723] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:20.326519] [DEBUG] [LOCAL ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt [2025-09-26T23:11:20.326614] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:20.326687] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:20.326749] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:20.326811] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:20.345029] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:20.345627] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:20.345737] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:20.345776] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:20.380110] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:20.380270] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:20.380320] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:20.380354] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:20.384028] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: UP (p=81.21%) [2025-09-26T23:11:20.384335] [INFO ] [FORECASTER] Completed predict_future for ZEPP [2025-09-26T23:11:20.384481] [INFO ] [sig ] ZEPP: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:20.545006] [INFO ] [LOCAL ] Saved forecast: ZEPP 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ZEPP.txt [2025-09-26T23:11:20.545274] [WARN ] [sig ] [2031/2043] Failed ZEPP after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 3.0s [2025-09-26T23:11:20.545359] [INFO ] [sig ] [2032/2043] Forecasting ZETA... [2025-09-26T23:11:20.545399] [INFO ] [sig ] Generating forecast for: ZETA [2025-09-26T23:11:20.545434] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'. [2025-09-26T23:11:20.557797] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZETA'. [2025-09-26T23:11:20.558429] [INFO ] [FORECASTER] Starting predict_future for ZETA [2025-09-26T23:11:20.587399] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:20.588284] [DEBUG] [LOCAL ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt [2025-09-26T23:11:20.588342] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:20.588379] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:20.588408] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:20.588467] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:20.607920] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:20.608912] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:20.609008] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:20.609043] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:20.651824] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:20.652004] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:20.652088] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:20.652132] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:20.656154] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=55.20%) [2025-09-26T23:11:20.656516] [INFO ] [FORECASTER] Completed predict_future for ZETA [2025-09-26T23:11:20.656697] [INFO ] [sig ] ZETA: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:20.813138] [INFO ] [LOCAL ] Saved forecast: ZETA 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ZETA.txt [2025-09-26T23:11:20.813416] [WARN ] [sig ] [2032/2043] Failed ZETA after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 2.8s [2025-09-26T23:11:20.813498] [INFO ] [sig ] [2033/2043] Forecasting ZGN... [2025-09-26T23:11:20.813536] [INFO ] [sig ] Generating forecast for: ZGN [2025-09-26T23:11:20.813570] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'. [2025-09-26T23:11:20.825764] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZGN'. [2025-09-26T23:11:20.826212] [INFO ] [FORECASTER] Starting predict_future for ZGN [2025-09-26T23:11:20.853624] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:20.854515] [DEBUG] [LOCAL ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt [2025-09-26T23:11:20.854575] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:20.854613] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:20.854677] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:20.854762] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:20.873256] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:20.874219] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:20.874322] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:20.874357] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:20.917838] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:20.918030] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:20.918081] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:20.918113] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:20.922110] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=3.83%) [2025-09-26T23:11:20.922426] [INFO ] [FORECASTER] Completed predict_future for ZGN [2025-09-26T23:11:20.922598] [INFO ] [sig ] ZGN: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:21.079881] [INFO ] [LOCAL ] Saved forecast: ZGN 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZGN.txt [2025-09-26T23:11:21.080231] [WARN ] [sig ] [2033/2043] Failed ZGN after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 2.5s [2025-09-26T23:11:21.080315] [INFO ] [sig ] [2034/2043] Forecasting ZH... [2025-09-26T23:11:21.080356] [INFO ] [sig ] Generating forecast for: ZH [2025-09-26T23:11:21.080390] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'. [2025-09-26T23:11:21.090615] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZH'. [2025-09-26T23:11:21.091070] [INFO ] [FORECASTER] Starting predict_future for ZH [2025-09-26T23:11:21.119042] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:21.119942] [DEBUG] [LOCAL ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt [2025-09-26T23:11:21.120003] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:21.120039] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:21.120068] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:21.120126] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:21.138602] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:21.139486] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:21.139589] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:21.139624] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:21.176904] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:21.177078] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:21.177123] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:21.177187] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:21.183665] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=38.21%) [2025-09-26T23:11:21.183998] [INFO ] [FORECASTER] Completed predict_future for ZH [2025-09-26T23:11:21.184177] [INFO ] [sig ] ZH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:21.342595] [INFO ] [LOCAL ] Saved forecast: ZH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZH.txt [2025-09-26T23:11:21.342908] [WARN ] [sig ] [2034/2043] Failed ZH after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 2.3s [2025-09-26T23:11:21.343002] [INFO ] [sig ] [2035/2043] Forecasting ZIM... [2025-09-26T23:11:21.343043] [INFO ] [sig ] Generating forecast for: ZIM [2025-09-26T23:11:21.343077] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'. [2025-09-26T23:11:21.354389] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZIM'. [2025-09-26T23:11:21.354819] [INFO ] [FORECASTER] Starting predict_future for ZIM [2025-09-26T23:11:21.381991] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:21.382832] [DEBUG] [LOCAL ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt [2025-09-26T23:11:21.382890] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:21.382926] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:21.382959] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:21.383019] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:21.402583] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:21.403318] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:21.403407] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:21.403443] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:21.447748] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:21.447923] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:21.447972] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:21.448003] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:21.451833] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: UP (p=67.36%) [2025-09-26T23:11:21.452137] [INFO ] [FORECASTER] Completed predict_future for ZIM [2025-09-26T23:11:21.452284] [INFO ] [sig ] ZIM: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:21.606537] [INFO ] [LOCAL ] Saved forecast: ZIM 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ZIM.txt [2025-09-26T23:11:21.606826] [WARN ] [sig ] [2035/2043] Failed ZIM after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 2.0s [2025-09-26T23:11:21.606912] [INFO ] [sig ] [2036/2043] Forecasting ZIP... [2025-09-26T23:11:21.606953] [INFO ] [sig ] Generating forecast for: ZIP [2025-09-26T23:11:21.606988] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'. [2025-09-26T23:11:21.617303] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZIP'. [2025-09-26T23:11:21.617615] [INFO ] [FORECASTER] Starting predict_future for ZIP [2025-09-26T23:11:21.644376] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:21.645213] [DEBUG] [LOCAL ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt [2025-09-26T23:11:21.645275] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:21.645310] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:21.645340] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:21.645400] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:21.665055] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:21.665749] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:21.665843] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:21.665879] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:21.705369] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:21.705493] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:21.705546] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:21.705577] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:21.709162] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=7.11%) [2025-09-26T23:11:21.709462] [INFO ] [FORECASTER] Completed predict_future for ZIP [2025-09-26T23:11:21.709607] [INFO ] [sig ] ZIP: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:21.895277] [INFO ] [LOCAL ] Saved forecast: ZIP 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZIP.txt [2025-09-26T23:11:21.895589] [WARN ] [sig ] [2036/2043] Failed ZIP after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 1.8s [2025-09-26T23:11:21.895723] [INFO ] [sig ] [2037/2043] Forecasting ZK... [2025-09-26T23:11:21.895765] [INFO ] [sig ] Generating forecast for: ZK [2025-09-26T23:11:21.895810] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZK' from 'https://tdm.silogroup.org/data/derivative_storage/ZK.csv'. [2025-09-26T23:11:21.908480] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZK'. [2025-09-26T23:11:21.908994] [INFO ] [FORECASTER] Starting predict_future for ZK [2025-09-26T23:11:21.940101] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:21.941297] [DEBUG] [LOCAL ] No optimal features file found for ZK: ./output/feature-sets/ZK.txt [2025-09-26T23:11:21.941371] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:21.941425] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:21.941460] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:21.941520] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:21.962543] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:21.963303] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:21.963406] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:21.963457] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:22.005903] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:22.006070] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:22.006116] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:22.006147] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:22.010083] [DEBUG] [FORECASTER] ZK: Forecast T+1@11:T+2@11: DOWN (p=46.02%) [2025-09-26T23:11:22.010396] [INFO ] [FORECASTER] Completed predict_future for ZK [2025-09-26T23:11:22.010552] [INFO ] [sig ] ZK: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:22.170011] [INFO ] [LOCAL ] Saved forecast: ZK 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZK.txt [2025-09-26T23:11:22.170294] [WARN ] [sig ] [2037/2043] Failed ZK after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 1.5s [2025-09-26T23:11:22.170402] [INFO ] [sig ] [2038/2043] Forecasting ZKH... [2025-09-26T23:11:22.170444] [INFO ] [sig ] Generating forecast for: ZKH [2025-09-26T23:11:22.170478] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZKH' from 'https://tdm.silogroup.org/data/derivative_storage/ZKH.csv'. [2025-09-26T23:11:22.180704] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZKH'. [2025-09-26T23:11:22.181097] [INFO ] [FORECASTER] Starting predict_future for ZKH [2025-09-26T23:11:22.208925] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:22.209832] [DEBUG] [LOCAL ] No optimal features file found for ZKH: ./output/feature-sets/ZKH.txt [2025-09-26T23:11:22.209955] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:22.210011] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:22.210045] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:22.210149] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:22.229409] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:22.230336] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:22.230438] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:22.230535] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:22.270526] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:22.270729] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:22.270785] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:22.270817] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:22.274432] [DEBUG] [FORECASTER] ZKH: Forecast T+1@11:T+2@11: DOWN (p=1.35%) [2025-09-26T23:11:22.274784] [INFO ] [FORECASTER] Completed predict_future for ZKH [2025-09-26T23:11:22.274934] [INFO ] [sig ] ZKH: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:22.426469] [INFO ] [LOCAL ] Saved forecast: ZKH 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZKH.txt [2025-09-26T23:11:22.426784] [WARN ] [sig ] [2038/2043] Failed ZKH after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 1.3s [2025-09-26T23:11:22.426865] [INFO ] [sig ] [2039/2043] Forecasting ZTO... [2025-09-26T23:11:22.426908] [INFO ] [sig ] Generating forecast for: ZTO [2025-09-26T23:11:22.426942] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'. [2025-09-26T23:11:22.437764] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZTO'. [2025-09-26T23:11:22.438178] [INFO ] [FORECASTER] Starting predict_future for ZTO [2025-09-26T23:11:22.465020] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:22.466005] [DEBUG] [LOCAL ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt [2025-09-26T23:11:22.466069] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:22.466105] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:22.466135] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:22.466194] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:22.485261] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:22.485998] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:22.486090] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:22.486126] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:22.527224] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:22.527395] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:22.527439] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:22.527469] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:22.531475] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=68.86%) [2025-09-26T23:11:22.531981] [INFO ] [FORECASTER] Completed predict_future for ZTO [2025-09-26T23:11:22.532171] [INFO ] [sig ] ZTO: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:22.690570] [INFO ] [LOCAL ] Saved forecast: ZTO 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ZTO.txt [2025-09-26T23:11:22.690847] [WARN ] [sig ] [2039/2043] Failed ZTO after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 1.0s [2025-09-26T23:11:22.690936] [INFO ] [sig ] [2040/2043] Forecasting ZTR... [2025-09-26T23:11:22.690993] [INFO ] [sig ] Generating forecast for: ZTR [2025-09-26T23:11:22.691030] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTR' from 'https://tdm.silogroup.org/data/derivative_storage/ZTR.csv'. [2025-09-26T23:11:22.702015] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZTR'. [2025-09-26T23:11:22.702369] [INFO ] [FORECASTER] Starting predict_future for ZTR [2025-09-26T23:11:22.729115] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:22.729997] [DEBUG] [LOCAL ] No optimal features file found for ZTR: ./output/feature-sets/ZTR.txt [2025-09-26T23:11:22.730055] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:22.730090] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:22.730118] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:22.730176] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:22.749128] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:22.749868] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:22.749955] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:22.749989] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:22.789404] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:22.789573] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:22.789616] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:22.789675] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:22.793406] [DEBUG] [FORECASTER] ZTR: Forecast T+1@11:T+2@11: UP (p=96.43%) [2025-09-26T23:11:22.793725] [INFO ] [FORECASTER] Completed predict_future for ZTR [2025-09-26T23:11:22.793878] [INFO ] [sig ] ZTR: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:22.950239] [INFO ] [LOCAL ] Saved forecast: ZTR 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ZTR.txt [2025-09-26T23:11:22.950509] [WARN ] [sig ] [2040/2043] Failed ZTR after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 0.8s [2025-09-26T23:11:22.950588] [INFO ] [sig ] [2041/2043] Forecasting ZTS... [2025-09-26T23:11:22.950629] [INFO ] [sig ] Generating forecast for: ZTS [2025-09-26T23:11:22.950704] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'. [2025-09-26T23:11:22.961367] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZTS'. [2025-09-26T23:11:22.961783] [INFO ] [FORECASTER] Starting predict_future for ZTS [2025-09-26T23:11:22.987901] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:22.988766] [DEBUG] [LOCAL ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt [2025-09-26T23:11:22.988826] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:22.988861] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:22.988891] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:22.988949] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:23.007147] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:23.007932] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:23.008023] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:23.008113] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:23.048476] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:23.048679] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:23.048747] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:23.048783] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:23.052570] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=6.13%) [2025-09-26T23:11:23.052908] [INFO ] [FORECASTER] Completed predict_future for ZTS [2025-09-26T23:11:23.053091] [INFO ] [sig ] ZTS: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:23.206202] [INFO ] [LOCAL ] Saved forecast: ZTS 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZTS.txt [2025-09-26T23:11:23.206484] [WARN ] [sig ] [2041/2043] Failed ZTS after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 0.5s [2025-09-26T23:11:23.206564] [INFO ] [sig ] [2042/2043] Forecasting ZVIA... [2025-09-26T23:11:23.206604] [INFO ] [sig ] Generating forecast for: ZVIA [2025-09-26T23:11:23.206638] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'. [2025-09-26T23:11:23.217493] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZVIA'. [2025-09-26T23:11:23.217951] [INFO ] [FORECASTER] Starting predict_future for ZVIA [2025-09-26T23:11:23.244458] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:23.245279] [DEBUG] [LOCAL ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt [2025-09-26T23:11:23.245338] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:23.245373] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:23.245401] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:23.245463] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:23.264688] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:23.265413] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:23.265502] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:23.265539] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:23.306917] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:23.307084] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:23.307129] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:23.307159] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:23.311206] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=43.96%) [2025-09-26T23:11:23.311512] [INFO ] [FORECASTER] Completed predict_future for ZVIA [2025-09-26T23:11:23.311690] [INFO ] [sig ] ZVIA: Forecast for 2025-09-26: DOWN (sign=0.00) [2025-09-26T23:11:23.467626] [INFO ] [LOCAL ] Saved forecast: ZVIA 2025-09-29 0 -> ./output/forecasts/individual/2025-09-29/ZVIA.txt [2025-09-26T23:11:23.467914] [WARN ] [sig ] [2042/2043] Failed ZVIA after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 0.3s [2025-09-26T23:11:23.467995] [INFO ] [sig ] [2043/2043] Forecasting ZWS... [2025-09-26T23:11:23.468035] [INFO ] [sig ] Generating forecast for: ZWS [2025-09-26T23:11:23.468069] [DEBUG] [REMOTE ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'. [2025-09-26T23:11:23.479720] [DEBUG] [REMOTE ] Successfully parsed 1820 rows of historical data for symbol 'ZWS'. [2025-09-26T23:11:23.480111] [INFO ] [FORECASTER] Starting predict_future for ZWS [2025-09-26T23:11:23.508489] [DEBUG] [FEATURES ] Trimmed daily data from 140 to 90 rows (keeping most recent 90 days) [2025-09-26T23:11:23.509386] [DEBUG] [LOCAL ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt [2025-09-26T23:11:23.509452] [DEBUG] [FEATURES ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3. [2025-09-26T23:11:23.509492] [DEBUG] [FORECASTER] Starting train method [2025-09-26T23:11:23.509532] [DEBUG] [FORECASTER] Extracting feature columns [2025-09-26T23:11:23.509600] [DEBUG] [FORECASTER] Creating target_sign column [2025-09-26T23:11:23.531210] [DEBUG] [FORECASTER] Completed target_sign creation [2025-09-26T23:11:23.532488] [DEBUG] [FORECASTER] Creating XGBClassifier [2025-09-26T23:11:23.532620] [DEBUG] [FORECASTER] XGBClassifier created [2025-09-26T23:11:23.532720] [DEBUG] [FORECASTER] Starting model.fit [2025-09-26T23:11:23.572869] [DEBUG] [FORECASTER] Completed model.fit [2025-09-26T23:11:23.573040] [INFO ] [FORECASTER] Trained on 88 historical samples with 26 features [2025-09-26T23:11:23.573084] [INFO ] [FORECASTER] Stored all 90 rows including last two days with critical feature signal for forecasting [2025-09-26T23:11:23.573132] [INFO ] [FORECASTER] Training complete [2025-09-26T23:11:23.576822] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=97.27%) [2025-09-26T23:11:23.577109] [INFO ] [FORECASTER] Completed predict_future for ZWS [2025-09-26T23:11:23.577250] [INFO ] [sig ] ZWS: Forecast for 2025-09-26: UP (sign=1.00) [2025-09-26T23:11:23.723946] [INFO ] [LOCAL ] Saved forecast: ZWS 2025-09-29 1 -> ./output/forecasts/individual/2025-09-29/ZWS.txt [2025-09-26T23:11:23.724209] [WARN ] [sig ] [2043/2043] Failed ZWS after 0.3s | 3.95 sym/s | Total: 8.6m | ETA: 0.0s [2025-09-26T23:11:23.724310] [INFO ] [sig ] ================================================== [2025-09-26T23:11:23.724370] [INFO ] [sig ] Forecasts complete: 1941/2043 symbols succeeded [2025-09-26T23:11:23.724510] [WARN ] [sig ] Failed symbols: AAT, ABR, ACHR, AESI, AFGE, AFL, AHH, AMPY, AP, APLE, APOS, ARDT, ARIS, ASC, ASG, AU, AWR, AYI, BCS, BEKE, BH, BHE, BOC, BSL, BSM, BSTZ, BTI, BTZ, BUR, BWA, CADE, CCRD, CGV, CINT, CIO, CLH, CMA, CMP, CMRE, CNC, CNK, COP, CPA, CPK, CRBG, CRH, CRI, CWAN, CXT, DAC, DFIN, DFP, DHF, DKL, DLR, DMA, DNA, DSMC, DT, EB, EBF, EC, ECO, EFT, EIX, ELC, EOS, EPAM, EPD, EQT, ESNT, EVTC, EVTL, FFWM, FMY, GAP, GATX, GBCI, GCV, GGG, KBDC, KLG, LMT, MYE, NEE, NEM, PAGS, PB, PHD, PHT, PX, RIO, RRC, SMHI, SNN, SRG, SUN, TLK, TRV, WTS, XOM, XYL [2025-09-26T23:11:23.724585] [INFO ] [sig ] Automatically generating consolidated reports... [2025-09-26T23:11:23.724637] [INFO ] [sig ] Generating consolidated forecast reports [2025-09-26T23:11:23.724809] [INFO ] [sig ] Found 1 forecast dates to process [2025-09-26T23:11:23.724865] [INFO ] [sig ] [1/1] Processing report for 2025-09-29... [2025-09-26T23:11:23.826913] [DEBUG] [LOCAL ] Loaded configuration for TNET: 0 features, 60.0% accuracy [2025-09-26T23:11:23.827133] [DEBUG] [LOCAL ] Loaded configuration for RMD: 6 features, 90.0% accuracy [2025-09-26T23:11:23.827300] [DEBUG] [LOCAL ] Loaded configuration for CON: 6 features, 100.0% accuracy [2025-09-26T23:11:23.828001] [DEBUG] [LOCAL ] Loaded configuration for LXFR: 1 features, 80.0% accuracy [2025-09-26T23:11:23.828149] [DEBUG] [LOCAL ] Loaded configuration for PFL: 2 features, 40.0% accuracy [2025-09-26T23:11:23.828289] [DEBUG] [LOCAL ] Loaded configuration for PNW: 3 features, 80.0% accuracy [2025-09-26T23:11:23.828439] [DEBUG] [LOCAL ] Loaded configuration for ABEV: 1 features, 100.0% accuracy [2025-09-26T23:11:23.828885] [DEBUG] [LOCAL ] Loaded configuration for FHI: 6 features, 70.0% accuracy [2025-09-26T23:11:23.829035] [DEBUG] [LOCAL ] Loaded configuration for MP: 1 features, 100.0% accuracy [2025-09-26T23:11:23.829214] [DEBUG] [LOCAL ] Loaded configuration for WK: 1 features, 70.0% accuracy [2025-09-26T23:11:23.829756] [DEBUG] [LOCAL ] Loaded configuration for FIX: 3 features, 90.0% accuracy [2025-09-26T23:11:23.829897] [DEBUG] [LOCAL ] Loaded configuration for FNF: 1 features, 90.0% accuracy [2025-09-26T23:11:23.830043] [DEBUG] [LOCAL ] Loaded configuration for BXC: 1 features, 60.0% accuracy [2025-09-26T23:11:23.830191] [DEBUG] [LOCAL ] Loaded configuration for MGRB: 3 features, 70.0% accuracy [2025-09-26T23:11:23.830384] [DEBUG] [LOCAL ] Loaded configuration for CEE: 1 features, 80.0% accuracy [2025-09-26T23:11:23.830524] [DEBUG] [LOCAL ] Loaded configuration for NMCO: 2 features, 90.0% accuracy [2025-09-26T23:11:23.830744] [DEBUG] [LOCAL ] Loaded configuration for RGT: 3 features, 80.0% accuracy [2025-09-26T23:11:23.831201] [DEBUG] [LOCAL ] Loaded configuration for LBRT: 2 features, 90.0% accuracy [2025-09-26T23:11:23.831348] [DEBUG] [LOCAL ] Loaded configuration for LOMA: 2 features, 70.0% accuracy [2025-09-26T23:11:23.831731] [DEBUG] [LOCAL ] Loaded configuration for IOT: 4 features, 90.0% accuracy [2025-09-26T23:11:23.832200] [DEBUG] [LOCAL ] Loaded configuration for INSP: 0 features, 70.0% accuracy [2025-09-26T23:11:23.832350] [DEBUG] [LOCAL ] Loaded configuration for MIR: 2 features, 80.0% accuracy [2025-09-26T23:11:23.832763] [DEBUG] [LOCAL ] Loaded configuration for IX: 2 features, 60.0% accuracy [2025-09-26T23:11:23.832960] [DEBUG] [LOCAL ] Loaded configuration for GDIV: 3 features, 70.0% accuracy [2025-09-26T23:11:23.833167] [DEBUG] [LOCAL ] Loaded configuration for AVAL: 2 features, 70.0% accuracy [2025-09-26T23:11:23.833322] [DEBUG] [LOCAL ] Loaded configuration for QVCD: 2 features, 70.0% accuracy [2025-09-26T23:11:23.833457] [DEBUG] [LOCAL ] Loaded configuration for TV: 2 features, 90.0% accuracy [2025-09-26T23:11:23.833945] [DEBUG] [LOCAL ] Loaded configuration for LEG: 0 features, 80.0% accuracy [2025-09-26T23:11:23.834136] [DEBUG] [LOCAL ] Loaded configuration for NMAI: 3 features, 90.0% accuracy [2025-09-26T23:11:23.834583] [DEBUG] [LOCAL ] Loaded configuration for J: 2 features, 90.0% accuracy [2025-09-26T23:11:23.834796] [DEBUG] [LOCAL ] Loaded configuration for RPM: 1 features, 80.0% accuracy [2025-09-26T23:11:23.834971] [DEBUG] [LOCAL ] Loaded configuration for LEO: 3 features, 80.0% accuracy [2025-09-26T23:11:23.835136] [DEBUG] [LOCAL ] Loaded configuration for WOW: 3 features, 90.0% accuracy [2025-09-26T23:11:23.835322] [DEBUG] [LOCAL ] Loaded configuration for GHLD: 1 features, 80.0% accuracy [2025-09-26T23:11:23.835873] [DEBUG] [LOCAL ] Loaded configuration for KKRS: 2 features, 70.0% accuracy [2025-09-26T23:11:23.836065] [DEBUG] [LOCAL ] Loaded configuration for NXG: 3 features, 60.0% accuracy [2025-09-26T23:11:23.836276] [DEBUG] [LOCAL ] Loaded configuration for FLS: 1 features, 60.0% accuracy [2025-09-26T23:11:23.836465] [DEBUG] [LOCAL ] Loaded configuration for HCI: 5 features, 90.0% accuracy [2025-09-26T23:11:23.836636] [DEBUG] [LOCAL ] Loaded configuration for RY: 3 features, 70.0% accuracy [2025-09-26T23:11:23.836854] [DEBUG] [LOCAL ] Loaded configuration for MVT: 1 features, 70.0% accuracy [2025-09-26T23:11:23.837338] [DEBUG] [LOCAL ] Loaded configuration for LPL: 5 features, 70.0% accuracy [2025-09-26T23:11:23.837521] [DEBUG] [LOCAL ] Loaded configuration for BABA: 2 features, 90.0% accuracy [2025-09-26T23:11:23.837693] [DEBUG] [LOCAL ] Loaded configuration for VIST: 1 features, 90.0% accuracy [2025-09-26T23:11:23.837853] [DEBUG] [LOCAL ] Loaded configuration for ACP: 4 features, 90.0% accuracy [2025-09-26T23:11:23.837982] [DEBUG] [LOCAL ] Loaded configuration for PSA: 2 features, 70.0% accuracy [2025-09-26T23:11:23.838116] [DEBUG] [LOCAL ] Loaded configuration for UVV: 3 features, 70.0% accuracy [2025-09-26T23:11:23.838268] [DEBUG] [LOCAL ] Loaded configuration for SCL: 4 features, 50.0% accuracy [2025-09-26T23:11:23.838419] [DEBUG] [LOCAL ] Loaded configuration for NGVC: 2 features, 80.0% accuracy [2025-09-26T23:11:23.838573] [DEBUG] [LOCAL ] Loaded configuration for PFLT: 1 features, 80.0% accuracy [2025-09-26T23:11:23.838738] [DEBUG] [LOCAL ] Loaded configuration for PVH: 0 features, 70.0% accuracy [2025-09-26T23:11:23.838925] [DEBUG] [LOCAL ] Loaded configuration for GL: 1 features, 60.0% accuracy [2025-09-26T23:11:23.839104] [DEBUG] [LOCAL ] Loaded configuration for NQP: 1 features, 80.0% accuracy [2025-09-26T23:11:23.839281] [DEBUG] [LOCAL ] Loaded configuration for TIMB: 2 features, 80.0% accuracy [2025-09-26T23:11:23.839432] [DEBUG] [LOCAL ] Loaded configuration for NRK: 3 features, 60.0% accuracy [2025-09-26T23:11:23.839604] [DEBUG] [LOCAL ] Loaded configuration for KMPR: 4 features, 80.0% accuracy [2025-09-26T23:11:23.839779] [DEBUG] [LOCAL ] Loaded configuration for POST: 1 features, 80.0% accuracy [2025-09-26T23:11:23.839950] [DEBUG] [LOCAL ] Loaded configuration for PRG: 4 features, 80.0% accuracy [2025-09-26T23:11:23.840415] [DEBUG] [LOCAL ] Loaded configuration for CMS: 4 features, 70.0% accuracy [2025-09-26T23:11:23.840604] [DEBUG] [LOCAL ] Loaded configuration for BGY: 1 features, 60.0% accuracy [2025-09-26T23:11:23.840811] [DEBUG] [LOCAL ] Loaded configuration for GMED: 5 features, 50.0% accuracy [2025-09-26T23:11:23.840982] [DEBUG] [LOCAL ] Loaded configuration for IGA: 2 features, 80.0% accuracy [2025-09-26T23:11:23.841167] [DEBUG] [LOCAL ] Loaded configuration for ARE: 1 features, 60.0% accuracy [2025-09-26T23:11:23.841348] [DEBUG] [LOCAL ] Loaded configuration for BRX: 4 features, 90.0% accuracy [2025-09-26T23:11:23.841507] [DEBUG] [LOCAL ] Loaded configuration for RXO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.841717] [DEBUG] [LOCAL ] Loaded configuration for SHW: 0 features, 90.0% accuracy [2025-09-26T23:11:23.841903] [DEBUG] [LOCAL ] Loaded configuration for AZO: 1 features, 80.0% accuracy [2025-09-26T23:11:23.842048] [DEBUG] [LOCAL ] Loaded configuration for NSA: 5 features, 80.0% accuracy [2025-09-26T23:11:23.842182] [DEBUG] [LOCAL ] Loaded configuration for AMX: 2 features, 70.0% accuracy [2025-09-26T23:11:23.842330] [DEBUG] [LOCAL ] Loaded configuration for PAC: 2 features, 60.0% accuracy [2025-09-26T23:11:23.842466] [DEBUG] [LOCAL ] Loaded configuration for NLY: 5 features, 70.0% accuracy [2025-09-26T23:11:23.842598] [DEBUG] [LOCAL ] Loaded configuration for ACV: 0 features, 90.0% accuracy [2025-09-26T23:11:23.842769] [DEBUG] [LOCAL ] Loaded configuration for CARS: 1 features, 60.0% accuracy [2025-09-26T23:11:23.843299] [DEBUG] [LOCAL ] Loaded configuration for CATO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.843446] [DEBUG] [LOCAL ] Loaded configuration for CWH: 1 features, 90.0% accuracy [2025-09-26T23:11:23.843576] [DEBUG] [LOCAL ] Loaded configuration for MFSG: 0 features, 80.0% accuracy [2025-09-26T23:11:23.843730] [DEBUG] [LOCAL ] Loaded configuration for PCN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.843876] [DEBUG] [LOCAL ] Loaded configuration for NPFD: 1 features, 60.0% accuracy [2025-09-26T23:11:23.844005] [DEBUG] [LOCAL ] Loaded configuration for NXRT: 2 features, 90.0% accuracy [2025-09-26T23:11:23.844141] [DEBUG] [LOCAL ] Loaded configuration for SXC: 3 features, 80.0% accuracy [2025-09-26T23:11:23.844540] [DEBUG] [LOCAL ] Loaded configuration for HGER: 2 features, 40.0% accuracy [2025-09-26T23:11:23.844967] [DEBUG] [LOCAL ] Loaded configuration for MA: 2 features, 80.0% accuracy [2025-09-26T23:11:23.845328] [DEBUG] [LOCAL ] Loaded configuration for KNF: 4 features, 80.0% accuracy [2025-09-26T23:11:23.845462] [DEBUG] [LOCAL ] Loaded configuration for YMM: 3 features, 90.0% accuracy [2025-09-26T23:11:23.845597] [DEBUG] [LOCAL ] Loaded configuration for RLX: 2 features, 80.0% accuracy [2025-09-26T23:11:23.845750] [DEBUG] [LOCAL ] Loaded configuration for OBK: 3 features, 80.0% accuracy [2025-09-26T23:11:23.846116] [DEBUG] [LOCAL ] Loaded configuration for CTRA: 6 features, 90.0% accuracy [2025-09-26T23:11:23.846236] [DEBUG] [LOCAL ] Loaded configuration for PHK: 2 features, 80.0% accuracy [2025-09-26T23:11:23.846436] [DEBUG] [LOCAL ] Loaded configuration for UZF: 2 features, 70.0% accuracy [2025-09-26T23:11:23.846576] [DEBUG] [LOCAL ] Loaded configuration for BHC: 2 features, 80.0% accuracy [2025-09-26T23:11:23.846728] [DEBUG] [LOCAL ] Loaded configuration for WHD: 2 features, 60.0% accuracy [2025-09-26T23:11:23.846877] [DEBUG] [LOCAL ] Loaded configuration for BKN: 2 features, 70.0% accuracy [2025-09-26T23:11:23.847297] [DEBUG] [LOCAL ] Loaded configuration for ELF: 0 features, 90.0% accuracy [2025-09-26T23:11:23.847416] [DEBUG] [LOCAL ] Loaded configuration for WTTR: 2 features, 60.0% accuracy [2025-09-26T23:11:23.847564] [DEBUG] [LOCAL ] Loaded configuration for STEL: 2 features, 60.0% accuracy [2025-09-26T23:11:23.847735] [DEBUG] [LOCAL ] Loaded configuration for TOL: 2 features, 60.0% accuracy [2025-09-26T23:11:23.847880] [DEBUG] [LOCAL ] Loaded configuration for SILA: 3 features, 70.0% accuracy [2025-09-26T23:11:23.848010] [DEBUG] [LOCAL ] Loaded configuration for RERE: 4 features, 90.0% accuracy [2025-09-26T23:11:23.848172] [DEBUG] [LOCAL ] Loaded configuration for KIM: 3 features, 100.0% accuracy [2025-09-26T23:11:23.848302] [DEBUG] [LOCAL ] Loaded configuration for TSN: 1 features, 40.0% accuracy [2025-09-26T23:11:23.848628] [DEBUG] [LOCAL ] Loaded configuration for HYT: 1 features, 80.0% accuracy [2025-09-26T23:11:23.848811] [DEBUG] [LOCAL ] Loaded configuration for BIT: 0 features, 80.0% accuracy [2025-09-26T23:11:23.848941] [DEBUG] [LOCAL ] Loaded configuration for YEXT: 3 features, 80.0% accuracy [2025-09-26T23:11:23.849075] [DEBUG] [LOCAL ] Loaded configuration for VHI: 4 features, 60.0% accuracy [2025-09-26T23:11:23.849498] [DEBUG] [LOCAL ] Loaded configuration for FTV: 2 features, 80.0% accuracy [2025-09-26T23:11:23.849591] [DEBUG] [LOCAL ] Loaded configuration for ZTR: 3 features, 90.0% accuracy [2025-09-26T23:11:23.849738] [DEBUG] [LOCAL ] Loaded configuration for VATE: 0 features, 80.0% accuracy [2025-09-26T23:11:23.849857] [DEBUG] [LOCAL ] Loaded configuration for AHT: 1 features, 70.0% accuracy [2025-09-26T23:11:23.849986] [DEBUG] [LOCAL ] Loaded configuration for TGLS: 6 features, 70.0% accuracy [2025-09-26T23:11:23.850124] [DEBUG] [LOCAL ] Loaded configuration for VSCO: 1 features, 80.0% accuracy [2025-09-26T23:11:23.850259] [DEBUG] [LOCAL ] Loaded configuration for IP: 2 features, 60.0% accuracy [2025-09-26T23:11:23.850697] [DEBUG] [LOCAL ] Loaded configuration for EIC: 0 features, 70.0% accuracy [2025-09-26T23:11:23.850844] [DEBUG] [LOCAL ] Loaded configuration for CB: 2 features, 90.0% accuracy [2025-09-26T23:11:23.850979] [DEBUG] [LOCAL ] Loaded configuration for PDT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.851330] [DEBUG] [LOCAL ] Loaded configuration for IEX: 3 features, 80.0% accuracy [2025-09-26T23:11:23.851750] [DEBUG] [LOCAL ] Loaded configuration for AXL: 3 features, 80.0% accuracy [2025-09-26T23:11:23.851888] [DEBUG] [LOCAL ] Loaded configuration for UBS: 1 features, 60.0% accuracy [2025-09-26T23:11:23.852011] [DEBUG] [LOCAL ] Loaded configuration for RLJ: 2 features, 70.0% accuracy [2025-09-26T23:11:23.852349] [DEBUG] [LOCAL ] Loaded configuration for HRL: 3 features, 70.0% accuracy [2025-09-26T23:11:23.852485] [DEBUG] [LOCAL ] Loaded configuration for BSX: 2 features, 60.0% accuracy [2025-09-26T23:11:23.852614] [DEBUG] [LOCAL ] Loaded configuration for CCK: 4 features, 70.0% accuracy [2025-09-26T23:11:23.852791] [DEBUG] [LOCAL ] Loaded configuration for NXDT: 1 features, 60.0% accuracy [2025-09-26T23:11:23.853132] [DEBUG] [LOCAL ] Loaded configuration for LION: 1 features, 80.0% accuracy [2025-09-26T23:11:23.853276] [DEBUG] [LOCAL ] Loaded configuration for TISI: 1 features, 50.0% accuracy [2025-09-26T23:11:23.853418] [DEBUG] [LOCAL ] Loaded configuration for DOUG: 0 features, 70.0% accuracy [2025-09-26T23:11:23.853897] [DEBUG] [LOCAL ] Loaded configuration for JHS: 3 features, 80.0% accuracy [2025-09-26T23:11:23.854038] [DEBUG] [LOCAL ] Loaded configuration for NXE: 0 features, 70.0% accuracy [2025-09-26T23:11:23.854149] [DEBUG] [LOCAL ] Loaded configuration for XPEV: 2 features, 80.0% accuracy [2025-09-26T23:11:23.854285] [DEBUG] [LOCAL ] Loaded configuration for BLW: 4 features, 80.0% accuracy [2025-09-26T23:11:23.854430] [DEBUG] [LOCAL ] Loaded configuration for CION: 2 features, 70.0% accuracy [2025-09-26T23:11:23.854566] [DEBUG] [LOCAL ] Loaded configuration for IHG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.854706] [DEBUG] [LOCAL ] Loaded configuration for TNK: 3 features, 80.0% accuracy [2025-09-26T23:11:23.854849] [DEBUG] [LOCAL ] Loaded configuration for BNJ: 2 features, 70.0% accuracy [2025-09-26T23:11:23.854990] [DEBUG] [LOCAL ] Loaded configuration for WCC: 3 features, 90.0% accuracy [2025-09-26T23:11:23.855129] [DEBUG] [LOCAL ] Loaded configuration for UDR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.855237] [DEBUG] [LOCAL ] Loaded configuration for PBR: 0 features, 60.0% accuracy [2025-09-26T23:11:23.855762] [DEBUG] [LOCAL ] Loaded configuration for LYG: 4 features, 90.0% accuracy [2025-09-26T23:11:23.855908] [DEBUG] [LOCAL ] Loaded configuration for DG: 0 features, 80.0% accuracy [2025-09-26T23:11:23.856037] [DEBUG] [LOCAL ] Loaded configuration for SOR: 5 features, 90.0% accuracy [2025-09-26T23:11:23.856444] [DEBUG] [LOCAL ] Loaded configuration for KOS: 1 features, 90.0% accuracy [2025-09-26T23:11:23.856585] [DEBUG] [LOCAL ] Loaded configuration for NATL: 2 features, 70.0% accuracy [2025-09-26T23:11:23.856751] [DEBUG] [LOCAL ] Loaded configuration for VTEX: 1 features, 90.0% accuracy [2025-09-26T23:11:23.856877] [DEBUG] [LOCAL ] Loaded configuration for NMZ: 2 features, 80.0% accuracy [2025-09-26T23:11:23.857412] [DEBUG] [LOCAL ] Loaded configuration for ETX: 2 features, 90.0% accuracy [2025-09-26T23:11:23.857553] [DEBUG] [LOCAL ] Loaded configuration for LZB: 4 features, 90.0% accuracy [2025-09-26T23:11:23.857708] [DEBUG] [LOCAL ] Loaded configuration for IDE: 0 features, 90.0% accuracy [2025-09-26T23:11:23.857839] [DEBUG] [LOCAL ] Loaded configuration for OCFT: 3 features, 90.0% accuracy [2025-09-26T23:11:23.857954] [DEBUG] [LOCAL ] Loaded configuration for PLNT: 3 features, 60.0% accuracy [2025-09-26T23:11:23.858093] [DEBUG] [LOCAL ] Loaded configuration for NUW: 3 features, 70.0% accuracy [2025-09-26T23:11:23.858234] [DEBUG] [LOCAL ] Loaded configuration for JBL: 2 features, 60.0% accuracy [2025-09-26T23:11:23.858835] [DEBUG] [LOCAL ] Loaded configuration for FUN: 3 features, 90.0% accuracy [2025-09-26T23:11:23.858972] [DEBUG] [LOCAL ] Loaded configuration for CTO: 2 features, 80.0% accuracy [2025-09-26T23:11:23.859114] [DEBUG] [LOCAL ] Loaded configuration for ECC: 3 features, 100.0% accuracy [2025-09-26T23:11:23.859258] [DEBUG] [LOCAL ] Loaded configuration for BG: 1 features, 70.0% accuracy [2025-09-26T23:11:23.859710] [DEBUG] [LOCAL ] Loaded configuration for KTF: 2 features, 90.0% accuracy [2025-09-26T23:11:23.859847] [DEBUG] [LOCAL ] Loaded configuration for TSQ: 2 features, 70.0% accuracy [2025-09-26T23:11:23.860338] [DEBUG] [LOCAL ] Loaded configuration for LZM: 1 features, 80.0% accuracy [2025-09-26T23:11:23.860476] [DEBUG] [LOCAL ] Loaded configuration for ATGE: 0 features, 80.0% accuracy [2025-09-26T23:11:23.860611] [DEBUG] [LOCAL ] Loaded configuration for AQN: 2 features, 90.0% accuracy [2025-09-26T23:11:23.860818] [DEBUG] [LOCAL ] Loaded configuration for RYI: 3 features, 90.0% accuracy [2025-09-26T23:11:23.861330] [DEBUG] [LOCAL ] Loaded configuration for HPE: 3 features, 80.0% accuracy [2025-09-26T23:11:23.861487] [DEBUG] [LOCAL ] Loaded configuration for MSGS: 1 features, 80.0% accuracy [2025-09-26T23:11:23.861689] [DEBUG] [LOCAL ] Loaded configuration for VTLE: 2 features, 70.0% accuracy [2025-09-26T23:11:23.861828] [DEBUG] [LOCAL ] Loaded configuration for GHM: 5 features, 100.0% accuracy [2025-09-26T23:11:23.862255] [DEBUG] [LOCAL ] Loaded configuration for LMND: 3 features, 80.0% accuracy [2025-09-26T23:11:23.862386] [DEBUG] [LOCAL ] Loaded configuration for BIPH: 1 features, 80.0% accuracy [2025-09-26T23:11:23.862534] [DEBUG] [LOCAL ] Loaded configuration for RMT: 0 features, 60.0% accuracy [2025-09-26T23:11:23.862986] [DEBUG] [LOCAL ] Loaded configuration for BJ: 1 features, 60.0% accuracy [2025-09-26T23:11:23.863125] [DEBUG] [LOCAL ] Loaded configuration for BARK: 5 features, 80.0% accuracy [2025-09-26T23:11:23.863264] [DEBUG] [LOCAL ] Loaded configuration for SQNS: 2 features, 70.0% accuracy [2025-09-26T23:11:23.863382] [DEBUG] [LOCAL ] Loaded configuration for STEM: 2 features, 50.0% accuracy [2025-09-26T23:11:23.863518] [DEBUG] [LOCAL ] Loaded configuration for FIHL: 3 features, 80.0% accuracy [2025-09-26T23:11:23.863943] [DEBUG] [LOCAL ] Loaded configuration for HLF: 1 features, 70.0% accuracy [2025-09-26T23:11:23.864072] [DEBUG] [LOCAL ] Loaded configuration for VOC: 1 features, 80.0% accuracy [2025-09-26T23:11:23.864504] [DEBUG] [LOCAL ] Loaded configuration for HLIO: 4 features, 60.0% accuracy [2025-09-26T23:11:23.864687] [DEBUG] [LOCAL ] Loaded configuration for SNV: 2 features, 60.0% accuracy [2025-09-26T23:11:23.864804] [DEBUG] [LOCAL ] Loaded configuration for FVRR: 2 features, 80.0% accuracy [2025-09-26T23:11:23.864937] [DEBUG] [LOCAL ] Loaded configuration for UAA: 2 features, 60.0% accuracy [2025-09-26T23:11:23.865407] [DEBUG] [LOCAL ] Loaded configuration for DCO: 3 features, 80.0% accuracy [2025-09-26T23:11:23.865885] [DEBUG] [LOCAL ] Loaded configuration for BGS: 3 features, 80.0% accuracy [2025-09-26T23:11:23.866022] [DEBUG] [LOCAL ] Loaded configuration for PSTG: 4 features, 90.0% accuracy [2025-09-26T23:11:23.866393] [DEBUG] [LOCAL ] Loaded configuration for HUN: 1 features, 80.0% accuracy [2025-09-26T23:11:23.866514] [DEBUG] [LOCAL ] Loaded configuration for RNST: 3 features, 70.0% accuracy [2025-09-26T23:11:23.866702] [DEBUG] [LOCAL ] Loaded configuration for ALEX: 1 features, 80.0% accuracy [2025-09-26T23:11:23.866844] [DEBUG] [LOCAL ] Loaded configuration for BE: 1 features, 70.0% accuracy [2025-09-26T23:11:23.866980] [DEBUG] [LOCAL ] Loaded configuration for PATH: 3 features, 80.0% accuracy [2025-09-26T23:11:23.867126] [DEBUG] [LOCAL ] Loaded configuration for VEL: 3 features, 70.0% accuracy [2025-09-26T23:11:23.867252] [DEBUG] [LOCAL ] Loaded configuration for NOC: 1 features, 70.0% accuracy [2025-09-26T23:11:23.867380] [DEBUG] [LOCAL ] Loaded configuration for GUG: 2 features, 60.0% accuracy [2025-09-26T23:11:23.867488] [DEBUG] [LOCAL ] Loaded configuration for TX: 3 features, 90.0% accuracy [2025-09-26T23:11:23.867901] [DEBUG] [LOCAL ] Loaded configuration for KN: 4 features, 70.0% accuracy [2025-09-26T23:11:23.868039] [DEBUG] [LOCAL ] Loaded configuration for EVC: 2 features, 60.0% accuracy [2025-09-26T23:11:23.868155] [DEBUG] [LOCAL ] Loaded configuration for RSKD: 2 features, 70.0% accuracy [2025-09-26T23:11:23.868319] [DEBUG] [LOCAL ] Loaded configuration for NAT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.868450] [DEBUG] [LOCAL ] Loaded configuration for BBD: 2 features, 50.0% accuracy [2025-09-26T23:11:23.868580] [DEBUG] [LOCAL ] Loaded configuration for NVT: 6 features, 90.0% accuracy [2025-09-26T23:11:23.868746] [DEBUG] [LOCAL ] Loaded configuration for SPCE: 0 features, 70.0% accuracy [2025-09-26T23:11:23.868877] [DEBUG] [LOCAL ] Loaded configuration for TS: 3 features, 80.0% accuracy [2025-09-26T23:11:23.869014] [DEBUG] [LOCAL ] Loaded configuration for GTES: 0 features, 80.0% accuracy [2025-09-26T23:11:23.869175] [DEBUG] [LOCAL ] Loaded configuration for WDH: 4 features, 80.0% accuracy [2025-09-26T23:11:23.869310] [DEBUG] [LOCAL ] Loaded configuration for HIG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.869438] [DEBUG] [LOCAL ] Loaded configuration for NOTE: 2 features, 90.0% accuracy [2025-09-26T23:11:23.869568] [DEBUG] [LOCAL ] Loaded configuration for TPZ: 0 features, 30.0% accuracy [2025-09-26T23:11:23.869725] [DEBUG] [LOCAL ] Loaded configuration for AMR: 2 features, 50.0% accuracy [2025-09-26T23:11:23.869844] [DEBUG] [LOCAL ] Loaded configuration for PHR: 4 features, 70.0% accuracy [2025-09-26T23:11:23.869966] [DEBUG] [LOCAL ] Loaded configuration for ALE: 1 features, 80.0% accuracy [2025-09-26T23:11:23.870109] [DEBUG] [LOCAL ] Loaded configuration for ANF: 3 features, 80.0% accuracy [2025-09-26T23:11:23.870237] [DEBUG] [LOCAL ] Loaded configuration for ICE: 3 features, 80.0% accuracy [2025-09-26T23:11:23.870711] [DEBUG] [LOCAL ] Loaded configuration for IHS: 1 features, 90.0% accuracy [2025-09-26T23:11:23.870859] [DEBUG] [LOCAL ] Loaded configuration for MT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.870951] [DEBUG] [LOCAL ] Loaded configuration for ZETA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.871048] [DEBUG] [LOCAL ] Loaded configuration for ABG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.871184] [DEBUG] [LOCAL ] Loaded configuration for FIGS: 2 features, 60.0% accuracy [2025-09-26T23:11:23.871310] [DEBUG] [LOCAL ] Loaded configuration for TVC: 3 features, 90.0% accuracy [2025-09-26T23:11:23.871444] [DEBUG] [LOCAL ] Loaded configuration for WIT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.871585] [DEBUG] [LOCAL ] Loaded configuration for SEG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.871754] [DEBUG] [LOCAL ] Loaded configuration for ETG: 3 features, 80.0% accuracy [2025-09-26T23:11:23.871891] [DEBUG] [LOCAL ] Loaded configuration for LII: 2 features, 70.0% accuracy [2025-09-26T23:11:23.871999] [DEBUG] [LOCAL ] Loaded configuration for SYY: 0 features, 70.0% accuracy [2025-09-26T23:11:23.872166] [DEBUG] [LOCAL ] Loaded configuration for HLT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.872607] [DEBUG] [LOCAL ] Loaded configuration for HESM: 4 features, 70.0% accuracy [2025-09-26T23:11:23.872779] [DEBUG] [LOCAL ] Loaded configuration for PCF: 1 features, 60.0% accuracy [2025-09-26T23:11:23.872912] [DEBUG] [LOCAL ] Loaded configuration for SOC: 1 features, 70.0% accuracy [2025-09-26T23:11:23.873051] [DEBUG] [LOCAL ] Loaded configuration for F: 2 features, 70.0% accuracy [2025-09-26T23:11:23.873419] [DEBUG] [LOCAL ] Loaded configuration for IVR: 2 features, 80.0% accuracy [2025-09-26T23:11:23.873550] [DEBUG] [LOCAL ] Loaded configuration for CTRE: 3 features, 80.0% accuracy [2025-09-26T23:11:23.873715] [DEBUG] [LOCAL ] Loaded configuration for THG: 2 features, 70.0% accuracy [2025-09-26T23:11:23.873852] [DEBUG] [LOCAL ] Loaded configuration for ORC: 5 features, 80.0% accuracy [2025-09-26T23:11:23.873965] [DEBUG] [LOCAL ] Loaded configuration for PH: 3 features, 80.0% accuracy [2025-09-26T23:11:23.874102] [DEBUG] [LOCAL ] Loaded configuration for DTM: 1 features, 80.0% accuracy [2025-09-26T23:11:23.874249] [DEBUG] [LOCAL ] Loaded configuration for BBVA: 1 features, 80.0% accuracy [2025-09-26T23:11:23.874387] [DEBUG] [LOCAL ] Loaded configuration for GHG: 4 features, 70.0% accuracy [2025-09-26T23:11:23.874508] [DEBUG] [LOCAL ] Loaded configuration for SCS: 6 features, 60.0% accuracy [2025-09-26T23:11:23.874879] [DEBUG] [LOCAL ] Loaded configuration for IIM: 1 features, 70.0% accuracy [2025-09-26T23:11:23.875018] [DEBUG] [LOCAL ] Loaded configuration for BRSP: 2 features, 80.0% accuracy [2025-09-26T23:11:23.875147] [DEBUG] [LOCAL ] Loaded configuration for SEM: 1 features, 70.0% accuracy [2025-09-26T23:11:23.875256] [DEBUG] [LOCAL ] Loaded configuration for SOJC: 4 features, 80.0% accuracy [2025-09-26T23:11:23.875372] [DEBUG] [LOCAL ] Loaded configuration for ARDC: 3 features, 60.0% accuracy [2025-09-26T23:11:23.875463] [DEBUG] [LOCAL ] Loaded configuration for VSH: 2 features, 70.0% accuracy [2025-09-26T23:11:23.875806] [DEBUG] [LOCAL ] Loaded configuration for BCSF: 1 features, 70.0% accuracy [2025-09-26T23:11:23.875925] [DEBUG] [LOCAL ] Loaded configuration for STEW: 1 features, 70.0% accuracy [2025-09-26T23:11:23.876035] [DEBUG] [LOCAL ] Loaded configuration for NVO: 2 features, 80.0% accuracy [2025-09-26T23:11:23.876176] [DEBUG] [LOCAL ] Loaded configuration for AES: 1 features, 80.0% accuracy [2025-09-26T23:11:23.876315] [DEBUG] [LOCAL ] Loaded configuration for BEPH: 2 features, 60.0% accuracy [2025-09-26T23:11:23.876785] [DEBUG] [LOCAL ] Loaded configuration for HVT: 2 features, 50.0% accuracy [2025-09-26T23:11:23.876941] [DEBUG] [LOCAL ] Loaded configuration for IAE: 1 features, 70.0% accuracy [2025-09-26T23:11:23.877088] [DEBUG] [LOCAL ] Loaded configuration for NGG: 4 features, 100.0% accuracy [2025-09-26T23:11:23.877232] [DEBUG] [LOCAL ] Loaded configuration for AIZ: 1 features, 80.0% accuracy [2025-09-26T23:11:23.877391] [DEBUG] [LOCAL ] Loaded configuration for DFH: 2 features, 90.0% accuracy [2025-09-26T23:11:23.877544] [DEBUG] [LOCAL ] Loaded configuration for WPM: 2 features, 70.0% accuracy [2025-09-26T23:11:23.877721] [DEBUG] [LOCAL ] Loaded configuration for VPG: 1 features, 70.0% accuracy [2025-09-26T23:11:23.877870] [DEBUG] [LOCAL ] Loaded configuration for CR: 3 features, 80.0% accuracy [2025-09-26T23:11:23.877999] [DEBUG] [LOCAL ] Loaded configuration for CHMI: 4 features, 60.0% accuracy [2025-09-26T23:11:23.878127] [DEBUG] [LOCAL ] Loaded configuration for UTI: 1 features, 90.0% accuracy [2025-09-26T23:11:23.878266] [DEBUG] [LOCAL ] Loaded configuration for QS: 4 features, 80.0% accuracy [2025-09-26T23:11:23.878619] [DEBUG] [LOCAL ] Loaded configuration for KR: 3 features, 90.0% accuracy [2025-09-26T23:11:23.878826] [DEBUG] [LOCAL ] Loaded configuration for VTOL: 0 features, 60.0% accuracy [2025-09-26T23:11:23.878970] [DEBUG] [LOCAL ] Loaded configuration for MPC: 0 features, 60.0% accuracy [2025-09-26T23:11:23.879532] [DEBUG] [LOCAL ] Loaded configuration for GEF: 2 features, 80.0% accuracy [2025-09-26T23:11:23.880046] [DEBUG] [LOCAL ] Loaded configuration for CHD: 0 features, 60.0% accuracy [2025-09-26T23:11:23.880192] [DEBUG] [LOCAL ] Loaded configuration for PVL: 4 features, 70.0% accuracy [2025-09-26T23:11:23.880325] [DEBUG] [LOCAL ] Loaded configuration for PINE: 2 features, 60.0% accuracy [2025-09-26T23:11:23.880433] [DEBUG] [LOCAL ] Loaded configuration for BORR: 2 features, 60.0% accuracy [2025-09-26T23:11:23.880552] [DEBUG] [LOCAL ] Loaded configuration for GBAB: 3 features, 80.0% accuracy [2025-09-26T23:11:23.881087] [DEBUG] [LOCAL ] Loaded configuration for FDS: 2 features, 80.0% accuracy [2025-09-26T23:11:23.881224] [DEBUG] [LOCAL ] Loaded configuration for PINS: 2 features, 70.0% accuracy [2025-09-26T23:11:23.881347] [DEBUG] [LOCAL ] Loaded configuration for FUBO: 3 features, 70.0% accuracy [2025-09-26T23:11:23.881521] [DEBUG] [LOCAL ] Loaded configuration for NEU: 1 features, 70.0% accuracy [2025-09-26T23:11:23.881692] [DEBUG] [LOCAL ] Loaded configuration for WST: 2 features, 70.0% accuracy [2025-09-26T23:11:23.882070] [DEBUG] [LOCAL ] Loaded configuration for IGI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.882193] [DEBUG] [LOCAL ] Loaded configuration for XPER: 0 features, 60.0% accuracy [2025-09-26T23:11:23.882329] [DEBUG] [LOCAL ] Loaded configuration for TAL: 0 features, 60.0% accuracy [2025-09-26T23:11:23.882446] [DEBUG] [LOCAL ] Loaded configuration for SIG: 3 features, 80.0% accuracy [2025-09-26T23:11:23.882584] [DEBUG] [LOCAL ] Loaded configuration for MNR: 2 features, 80.0% accuracy [2025-09-26T23:11:23.882749] [DEBUG] [LOCAL ] Loaded configuration for CBZ: 3 features, 80.0% accuracy [2025-09-26T23:11:23.883210] [DEBUG] [LOCAL ] Loaded configuration for MAGN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.883330] [DEBUG] [LOCAL ] Loaded configuration for SN: 0 features, 40.0% accuracy [2025-09-26T23:11:23.883441] [DEBUG] [LOCAL ] Loaded configuration for SPXX: 2 features, 80.0% accuracy [2025-09-26T23:11:23.883567] [DEBUG] [LOCAL ] Loaded configuration for NTR: 3 features, 60.0% accuracy [2025-09-26T23:11:23.884128] [DEBUG] [LOCAL ] Loaded configuration for FND: 1 features, 70.0% accuracy [2025-09-26T23:11:23.884272] [DEBUG] [LOCAL ] Loaded configuration for PACK: 3 features, 70.0% accuracy [2025-09-26T23:11:23.884416] [DEBUG] [LOCAL ] Loaded configuration for GRX: 0 features, 50.0% accuracy [2025-09-26T23:11:23.884578] [DEBUG] [LOCAL ] Loaded configuration for EIG: 2 features, 100.0% accuracy [2025-09-26T23:11:23.884759] [DEBUG] [LOCAL ] Loaded configuration for HCA: 5 features, 90.0% accuracy [2025-09-26T23:11:23.884891] [DEBUG] [LOCAL ] Loaded configuration for CMSD: 1 features, 70.0% accuracy [2025-09-26T23:11:23.885028] [DEBUG] [LOCAL ] Loaded configuration for TEF: 2 features, 90.0% accuracy [2025-09-26T23:11:23.885606] [DEBUG] [LOCAL ] Loaded configuration for CI: 3 features, 90.0% accuracy [2025-09-26T23:11:23.885784] [DEBUG] [LOCAL ] Loaded configuration for CPRI: 2 features, 100.0% accuracy [2025-09-26T23:11:23.886164] [DEBUG] [LOCAL ] Loaded configuration for KIO: 3 features, 100.0% accuracy [2025-09-26T23:11:23.886311] [DEBUG] [LOCAL ] Loaded configuration for SAND: 2 features, 70.0% accuracy [2025-09-26T23:11:23.886783] [DEBUG] [LOCAL ] Loaded configuration for JPC: 1 features, 70.0% accuracy [2025-09-26T23:11:23.886875] [DEBUG] [LOCAL ] Loaded configuration for FSS: 4 features, 80.0% accuracy [2025-09-26T23:11:23.886983] [DEBUG] [LOCAL ] Loaded configuration for SHO: 2 features, 100.0% accuracy [2025-09-26T23:11:23.887114] [DEBUG] [LOCAL ] Loaded configuration for TFX: 1 features, 80.0% accuracy [2025-09-26T23:11:23.887508] [DEBUG] [LOCAL ] Loaded configuration for HI: 1 features, 60.0% accuracy [2025-09-26T23:11:23.887673] [DEBUG] [LOCAL ] Loaded configuration for MXF: 2 features, 70.0% accuracy [2025-09-26T23:11:23.887789] [DEBUG] [LOCAL ] Loaded configuration for VIPS: 0 features, 50.0% accuracy [2025-09-26T23:11:23.887918] [DEBUG] [LOCAL ] Loaded configuration for FMX: 1 features, 60.0% accuracy [2025-09-26T23:11:23.888029] [DEBUG] [LOCAL ] Loaded configuration for BFH: 4 features, 60.0% accuracy [2025-09-26T23:11:23.888137] [DEBUG] [LOCAL ] Loaded configuration for OBDC: 5 features, 90.0% accuracy [2025-09-26T23:11:23.888246] [DEBUG] [LOCAL ] Loaded configuration for SUZ: 4 features, 80.0% accuracy [2025-09-26T23:11:23.888396] [DEBUG] [LOCAL ] Loaded configuration for MKC: 3 features, 90.0% accuracy [2025-09-26T23:11:23.888496] [DEBUG] [LOCAL ] Loaded configuration for PPT: 2 features, 80.0% accuracy [2025-09-26T23:11:23.888624] [DEBUG] [LOCAL ] Loaded configuration for SJT: 1 features, 70.0% accuracy [2025-09-26T23:11:23.888770] [DEBUG] [LOCAL ] Loaded configuration for LYB: 4 features, 80.0% accuracy [2025-09-26T23:11:23.888911] [DEBUG] [LOCAL ] Loaded configuration for AN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.889044] [DEBUG] [LOCAL ] Loaded configuration for FT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.889161] [DEBUG] [LOCAL ] Loaded configuration for THR: 2 features, 90.0% accuracy [2025-09-26T23:11:23.889294] [DEBUG] [LOCAL ] Loaded configuration for TFII: 1 features, 70.0% accuracy [2025-09-26T23:11:23.889438] [DEBUG] [LOCAL ] Loaded configuration for OFG: 3 features, 80.0% accuracy [2025-09-26T23:11:23.889983] [DEBUG] [LOCAL ] Loaded configuration for AXR: 1 features, 60.0% accuracy [2025-09-26T23:11:23.890099] [DEBUG] [LOCAL ] Loaded configuration for WHR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.890515] [DEBUG] [LOCAL ] Loaded configuration for BRBR: 1 features, 70.0% accuracy [2025-09-26T23:11:23.890673] [DEBUG] [LOCAL ] Loaded configuration for ATS: 0 features, 70.0% accuracy [2025-09-26T23:11:23.890815] [DEBUG] [LOCAL ] Loaded configuration for AAP: 4 features, 80.0% accuracy [2025-09-26T23:11:23.890945] [DEBUG] [LOCAL ] Loaded configuration for LRN: 0 features, 80.0% accuracy [2025-09-26T23:11:23.891074] [DEBUG] [LOCAL ] Loaded configuration for WNC: 0 features, 80.0% accuracy [2025-09-26T23:11:23.891220] [DEBUG] [LOCAL ] Loaded configuration for HNI: 2 features, 100.0% accuracy [2025-09-26T23:11:23.891577] [DEBUG] [LOCAL ] Loaded configuration for LHX: 2 features, 90.0% accuracy [2025-09-26T23:11:23.891778] [DEBUG] [LOCAL ] Loaded configuration for AM: 1 features, 70.0% accuracy [2025-09-26T23:11:23.892148] [DEBUG] [LOCAL ] Loaded configuration for JGH: 1 features, 70.0% accuracy [2025-09-26T23:11:23.892286] [DEBUG] [LOCAL ] Loaded configuration for SCCO: 1 features, 90.0% accuracy [2025-09-26T23:11:23.892397] [DEBUG] [LOCAL ] Loaded configuration for SBSI: 0 features, 70.0% accuracy [2025-09-26T23:11:23.892536] [DEBUG] [LOCAL ] Loaded configuration for MQT: 2 features, 80.0% accuracy [2025-09-26T23:11:23.892684] [DEBUG] [LOCAL ] Loaded configuration for ENS: 3 features, 90.0% accuracy [2025-09-26T23:11:23.892803] [DEBUG] [LOCAL ] Loaded configuration for YALA: 1 features, 80.0% accuracy [2025-09-26T23:11:23.892912] [DEBUG] [LOCAL ] Loaded configuration for WSM: 1 features, 80.0% accuracy [2025-09-26T23:11:23.893077] [DEBUG] [LOCAL ] Loaded configuration for COR: 3 features, 80.0% accuracy [2025-09-26T23:11:23.893231] [DEBUG] [LOCAL ] Loaded configuration for NOA: 4 features, 80.0% accuracy [2025-09-26T23:11:23.893348] [DEBUG] [LOCAL ] Loaded configuration for YUMC: 3 features, 80.0% accuracy [2025-09-26T23:11:23.893492] [DEBUG] [LOCAL ] Loaded configuration for GES: 1 features, 90.0% accuracy [2025-09-26T23:11:23.893633] [DEBUG] [LOCAL ] Loaded configuration for IBTA: 3 features, 60.0% accuracy [2025-09-26T23:11:23.893779] [DEBUG] [LOCAL ] Loaded configuration for ALB: 3 features, 80.0% accuracy [2025-09-26T23:11:23.893872] [DEBUG] [LOCAL ] Loaded configuration for REVG: 3 features, 80.0% accuracy [2025-09-26T23:11:23.893991] [DEBUG] [LOCAL ] Loaded configuration for TEX: 3 features, 70.0% accuracy [2025-09-26T23:11:23.894120] [DEBUG] [LOCAL ] Loaded configuration for NOAH: 1 features, 80.0% accuracy [2025-09-26T23:11:23.894488] [DEBUG] [LOCAL ] Loaded configuration for IGR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.894608] [DEBUG] [LOCAL ] Loaded configuration for BB: 2 features, 60.0% accuracy [2025-09-26T23:11:23.894774] [DEBUG] [LOCAL ] Loaded configuration for SPOT: 3 features, 80.0% accuracy [2025-09-26T23:11:23.894904] [DEBUG] [LOCAL ] Loaded configuration for DSX: 0 features, 70.0% accuracy [2025-09-26T23:11:23.895278] [DEBUG] [LOCAL ] Loaded configuration for EBR: 2 features, 80.0% accuracy [2025-09-26T23:11:23.895397] [DEBUG] [LOCAL ] Loaded configuration for AGRO: 3 features, 90.0% accuracy [2025-09-26T23:11:23.895544] [DEBUG] [LOCAL ] Loaded configuration for MTX: 1 features, 80.0% accuracy [2025-09-26T23:11:23.895715] [DEBUG] [LOCAL ] Loaded configuration for CWK: 0 features, 60.0% accuracy [2025-09-26T23:11:23.896218] [DEBUG] [LOCAL ] Loaded configuration for FSK: 2 features, 80.0% accuracy [2025-09-26T23:11:23.896349] [DEBUG] [LOCAL ] Loaded configuration for PNI: 0 features, 90.0% accuracy [2025-09-26T23:11:23.896520] [DEBUG] [LOCAL ] Loaded configuration for RAMP: 3 features, 100.0% accuracy [2025-09-26T23:11:23.896702] [DEBUG] [LOCAL ] Loaded configuration for SMC: 4 features, 90.0% accuracy [2025-09-26T23:11:23.897082] [DEBUG] [LOCAL ] Loaded configuration for FBK: 3 features, 80.0% accuracy [2025-09-26T23:11:23.897430] [DEBUG] [LOCAL ] Loaded configuration for FOUR: 2 features, 60.0% accuracy [2025-09-26T23:11:23.897578] [DEBUG] [LOCAL ] Loaded configuration for MUFG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.897733] [DEBUG] [LOCAL ] Loaded configuration for BKV: 4 features, 90.0% accuracy [2025-09-26T23:11:23.897844] [DEBUG] [LOCAL ] Loaded configuration for RBA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.897973] [DEBUG] [LOCAL ] Loaded configuration for RH: 2 features, 80.0% accuracy [2025-09-26T23:11:23.898111] [DEBUG] [LOCAL ] Loaded configuration for JXN: 2 features, 70.0% accuracy [2025-09-26T23:11:23.898241] [DEBUG] [LOCAL ] Loaded configuration for EVEX: 1 features, 70.0% accuracy [2025-09-26T23:11:23.898349] [DEBUG] [LOCAL ] Loaded configuration for WLK: 4 features, 100.0% accuracy [2025-09-26T23:11:23.898492] [DEBUG] [LOCAL ] Loaded configuration for TNL: 2 features, 90.0% accuracy [2025-09-26T23:11:23.898664] [DEBUG] [LOCAL ] Loaded configuration for MPLX: 3 features, 90.0% accuracy [2025-09-26T23:11:23.898787] [DEBUG] [LOCAL ] Loaded configuration for PBA: 1 features, 80.0% accuracy [2025-09-26T23:11:23.899262] [DEBUG] [LOCAL ] Loaded configuration for KD: 5 features, 60.0% accuracy [2025-09-26T23:11:23.899375] [DEBUG] [LOCAL ] Loaded configuration for RHI: 3 features, 60.0% accuracy [2025-09-26T23:11:23.899517] [DEBUG] [LOCAL ] Loaded configuration for VALE: 3 features, 60.0% accuracy [2025-09-26T23:11:23.899638] [DEBUG] [LOCAL ] Loaded configuration for WCN: 3 features, 80.0% accuracy [2025-09-26T23:11:23.899789] [DEBUG] [LOCAL ] Loaded configuration for TSE: 3 features, 40.0% accuracy [2025-09-26T23:11:23.900257] [DEBUG] [LOCAL ] Loaded configuration for KBH: 2 features, 80.0% accuracy [2025-09-26T23:11:23.900452] [DEBUG] [LOCAL ] Loaded configuration for AIV: 2 features, 70.0% accuracy [2025-09-26T23:11:23.900844] [DEBUG] [LOCAL ] Loaded configuration for LAD: 2 features, 80.0% accuracy [2025-09-26T23:11:23.900987] [DEBUG] [LOCAL ] Loaded configuration for CHT: 1 features, 70.0% accuracy [2025-09-26T23:11:23.901328] [DEBUG] [LOCAL ] Loaded configuration for KMI: 1 features, 80.0% accuracy [2025-09-26T23:11:23.901477] [DEBUG] [LOCAL ] Loaded configuration for PRM: 3 features, 80.0% accuracy [2025-09-26T23:11:23.901616] [DEBUG] [LOCAL ] Loaded configuration for MUJ: 2 features, 90.0% accuracy [2025-09-26T23:11:23.901781] [DEBUG] [LOCAL ] Loaded configuration for PARR: 1 features, 60.0% accuracy [2025-09-26T23:11:23.901918] [DEBUG] [LOCAL ] Loaded configuration for MAX: 3 features, 70.0% accuracy [2025-09-26T23:11:23.902037] [DEBUG] [LOCAL ] Loaded configuration for PSO: 4 features, 80.0% accuracy [2025-09-26T23:11:23.902191] [DEBUG] [LOCAL ] Loaded configuration for AMBP: 4 features, 80.0% accuracy [2025-09-26T23:11:23.902601] [DEBUG] [LOCAL ] Loaded configuration for CDE: 3 features, 70.0% accuracy [2025-09-26T23:11:23.902771] [DEBUG] [LOCAL ] Loaded configuration for MFA: 1 features, 80.0% accuracy [2025-09-26T23:11:23.902907] [DEBUG] [LOCAL ] Loaded configuration for ENOV: 4 features, 80.0% accuracy [2025-09-26T23:11:23.903026] [DEBUG] [LOCAL ] Loaded configuration for ATI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.903161] [DEBUG] [LOCAL ] Loaded configuration for ONON: 1 features, 80.0% accuracy [2025-09-26T23:11:23.903305] [DEBUG] [LOCAL ] Loaded configuration for MFSV: 0 features, 80.0% accuracy [2025-09-26T23:11:23.903451] [DEBUG] [LOCAL ] Loaded configuration for NEA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.903561] [DEBUG] [LOCAL ] Loaded configuration for SONY: 3 features, 70.0% accuracy [2025-09-26T23:11:23.903714] [DEBUG] [LOCAL ] Loaded configuration for MAN: 3 features, 70.0% accuracy [2025-09-26T23:11:23.903846] [DEBUG] [LOCAL ] Loaded configuration for TAC: 3 features, 50.0% accuracy [2025-09-26T23:11:23.903983] [DEBUG] [LOCAL ] Loaded configuration for MATX: 2 features, 80.0% accuracy [2025-09-26T23:11:23.904094] [DEBUG] [LOCAL ] Loaded configuration for STRV: 3 features, 70.0% accuracy [2025-09-26T23:11:23.904223] [DEBUG] [LOCAL ] Loaded configuration for VSTS: 4 features, 70.0% accuracy [2025-09-26T23:11:23.904342] [DEBUG] [LOCAL ] Loaded configuration for BV: 2 features, 60.0% accuracy [2025-09-26T23:11:23.904451] [DEBUG] [LOCAL ] Loaded configuration for SLG: 0 features, 80.0% accuracy [2025-09-26T23:11:23.904595] [DEBUG] [LOCAL ] Loaded configuration for EQBK: 0 features, 80.0% accuracy [2025-09-26T23:11:23.905177] [DEBUG] [LOCAL ] Loaded configuration for HGTY: 2 features, 80.0% accuracy [2025-09-26T23:11:23.905294] [DEBUG] [LOCAL ] Loaded configuration for OLN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.905443] [DEBUG] [LOCAL ] Loaded configuration for DAN: 2 features, 90.0% accuracy [2025-09-26T23:11:23.905554] [DEBUG] [LOCAL ] Loaded configuration for USA: 3 features, 50.0% accuracy [2025-09-26T23:11:23.906030] [DEBUG] [LOCAL ] Loaded configuration for HUBB: 2 features, 80.0% accuracy [2025-09-26T23:11:23.906142] [DEBUG] [LOCAL ] Loaded configuration for BFK: 3 features, 80.0% accuracy [2025-09-26T23:11:23.906293] [DEBUG] [LOCAL ] Loaded configuration for BBDC: 1 features, 70.0% accuracy [2025-09-26T23:11:23.906444] [DEBUG] [LOCAL ] Loaded configuration for GRC: 5 features, 80.0% accuracy [2025-09-26T23:11:23.906554] [DEBUG] [LOCAL ] Loaded configuration for GNRC: 3 features, 60.0% accuracy [2025-09-26T23:11:23.906721] [DEBUG] [LOCAL ] Loaded configuration for MIN: 1 features, 60.0% accuracy [2025-09-26T23:11:23.907216] [DEBUG] [LOCAL ] Loaded configuration for KODK: 2 features, 50.0% accuracy [2025-09-26T23:11:23.907343] [DEBUG] [LOCAL ] Loaded configuration for GOTU: 3 features, 80.0% accuracy [2025-09-26T23:11:23.907755] [DEBUG] [LOCAL ] Loaded configuration for CMBT: 4 features, 90.0% accuracy [2025-09-26T23:11:23.907868] [DEBUG] [LOCAL ] Loaded configuration for MGRE: 4 features, 70.0% accuracy [2025-09-26T23:11:23.908007] [DEBUG] [LOCAL ] Loaded configuration for PBF: 3 features, 70.0% accuracy [2025-09-26T23:11:23.908152] [DEBUG] [LOCAL ] Loaded configuration for IIF: 5 features, 70.0% accuracy [2025-09-26T23:11:23.908533] [DEBUG] [LOCAL ] Loaded configuration for GDOT: 2 features, 80.0% accuracy [2025-09-26T23:11:23.908700] [DEBUG] [LOCAL ] Loaded configuration for BME: 5 features, 100.0% accuracy [2025-09-26T23:11:23.908814] [DEBUG] [LOCAL ] Loaded configuration for OHI: 0 features, 60.0% accuracy [2025-09-26T23:11:23.908923] [DEBUG] [LOCAL ] Loaded configuration for BNS: 2 features, 60.0% accuracy [2025-09-26T23:11:23.909057] [DEBUG] [LOCAL ] Loaded configuration for OII: 1 features, 60.0% accuracy [2025-09-26T23:11:23.909166] [DEBUG] [LOCAL ] Loaded configuration for BTU: 0 features, 70.0% accuracy [2025-09-26T23:11:23.909303] [DEBUG] [LOCAL ] Loaded configuration for TPB: 3 features, 90.0% accuracy [2025-09-26T23:11:23.909434] [DEBUG] [LOCAL ] Loaded configuration for MBC: 2 features, 60.0% accuracy [2025-09-26T23:11:23.909575] [DEBUG] [LOCAL ] Loaded configuration for ALTG: 2 features, 70.0% accuracy [2025-09-26T23:11:23.909961] [DEBUG] [LOCAL ] Loaded configuration for GWW: 6 features, 80.0% accuracy [2025-09-26T23:11:23.910326] [DEBUG] [LOCAL ] Loaded configuration for BGR: 2 features, 50.0% accuracy [2025-09-26T23:11:23.910742] [DEBUG] [LOCAL ] Loaded configuration for LTM: 3 features, 80.0% accuracy [2025-09-26T23:11:23.910868] [DEBUG] [LOCAL ] Loaded configuration for PD: 5 features, 70.0% accuracy [2025-09-26T23:11:23.911281] [DEBUG] [LOCAL ] Loaded configuration for HIMS: 1 features, 60.0% accuracy [2025-09-26T23:11:23.911417] [DEBUG] [LOCAL ] Loaded configuration for LPG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.911534] [DEBUG] [LOCAL ] Loaded configuration for PDI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.911692] [DEBUG] [LOCAL ] Loaded configuration for XPOF: 4 features, 50.0% accuracy [2025-09-26T23:11:23.911839] [DEBUG] [LOCAL ] Loaded configuration for ADT: 3 features, 90.0% accuracy [2025-09-26T23:11:23.912366] [DEBUG] [LOCAL ] Loaded configuration for JHX: 2 features, 70.0% accuracy [2025-09-26T23:11:23.912482] [DEBUG] [LOCAL ] Loaded configuration for HFRO: 2 features, 90.0% accuracy [2025-09-26T23:11:23.912602] [DEBUG] [LOCAL ] Loaded configuration for COLD: 3 features, 70.0% accuracy [2025-09-26T23:11:23.912888] [DEBUG] [LOCAL ] Loaded configuration for UNFI: 2 features, 70.0% accuracy [2025-09-26T23:11:23.913029] [DEBUG] [LOCAL ] Loaded configuration for KVYO: 2 features, 70.0% accuracy [2025-09-26T23:11:23.913428] [DEBUG] [LOCAL ] Loaded configuration for LANV: 3 features, 90.0% accuracy [2025-09-26T23:11:23.913556] [DEBUG] [LOCAL ] Loaded configuration for PAY: 4 features, 90.0% accuracy [2025-09-26T23:11:23.913755] [DEBUG] [LOCAL ] Loaded configuration for VMO: 2 features, 90.0% accuracy [2025-09-26T23:11:23.913876] [DEBUG] [LOCAL ] Loaded configuration for BEPI: 3 features, 80.0% accuracy [2025-09-26T23:11:23.913985] [DEBUG] [LOCAL ] Loaded configuration for BALL: 4 features, 100.0% accuracy [2025-09-26T23:11:23.914103] [DEBUG] [LOCAL ] Loaded configuration for TRP: 3 features, 90.0% accuracy [2025-09-26T23:11:23.914234] [DEBUG] [LOCAL ] Loaded configuration for SF: 1 features, 50.0% accuracy [2025-09-26T23:11:23.914346] [DEBUG] [LOCAL ] Loaded configuration for SARO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.914509] [DEBUG] [LOCAL ] Loaded configuration for GPK: 1 features, 90.0% accuracy [2025-09-26T23:11:23.914898] [DEBUG] [LOCAL ] Loaded configuration for DGX: 5 features, 80.0% accuracy [2025-09-26T23:11:23.915079] [DEBUG] [LOCAL ] Loaded configuration for VGI: 3 features, 60.0% accuracy [2025-09-26T23:11:23.915223] [DEBUG] [LOCAL ] Loaded configuration for JKS: 0 features, 70.0% accuracy [2025-09-26T23:11:23.915378] [DEBUG] [LOCAL ] Loaded configuration for GYLD: 3 features, 70.0% accuracy [2025-09-26T23:11:23.915491] [DEBUG] [LOCAL ] Loaded configuration for PAAS: 5 features, 60.0% accuracy [2025-09-26T23:11:23.915927] [DEBUG] [LOCAL ] Loaded configuration for CPS: 4 features, 70.0% accuracy [2025-09-26T23:11:23.916073] [DEBUG] [LOCAL ] Loaded configuration for CVS: 2 features, 100.0% accuracy [2025-09-26T23:11:23.916207] [DEBUG] [LOCAL ] Loaded configuration for ASB: 3 features, 80.0% accuracy [2025-09-26T23:11:23.916345] [DEBUG] [LOCAL ] Loaded configuration for HP: 1 features, 60.0% accuracy [2025-09-26T23:11:23.916524] [DEBUG] [LOCAL ] Loaded configuration for DAR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.917075] [DEBUG] [LOCAL ] Loaded configuration for BBWI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.917260] [DEBUG] [LOCAL ] Loaded configuration for MCY: 0 features, 80.0% accuracy [2025-09-26T23:11:23.917403] [DEBUG] [LOCAL ] Loaded configuration for JCE: 1 features, 70.0% accuracy [2025-09-26T23:11:23.917535] [DEBUG] [LOCAL ] Loaded configuration for MDU: 4 features, 90.0% accuracy [2025-09-26T23:11:23.917673] [DEBUG] [LOCAL ] Loaded configuration for BLCO: 3 features, 70.0% accuracy [2025-09-26T23:11:23.917814] [DEBUG] [LOCAL ] Loaded configuration for NINE: 2 features, 90.0% accuracy [2025-09-26T23:11:23.918203] [DEBUG] [LOCAL ] Loaded configuration for FRGE: 2 features, 60.0% accuracy [2025-09-26T23:11:23.918341] [DEBUG] [LOCAL ] Loaded configuration for ETO: 4 features, 80.0% accuracy [2025-09-26T23:11:23.918503] [DEBUG] [LOCAL ] Loaded configuration for RMI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.918885] [DEBUG] [LOCAL ] Loaded configuration for JBI: 1 features, 60.0% accuracy [2025-09-26T23:11:23.919090] [DEBUG] [LOCAL ] Loaded configuration for NAD: 2 features, 70.0% accuracy [2025-09-26T23:11:23.919451] [DEBUG] [LOCAL ] Loaded configuration for IBN: 1 features, 50.0% accuracy [2025-09-26T23:11:23.919592] [DEBUG] [LOCAL ] Loaded configuration for CTRI: 0 features, 70.0% accuracy [2025-09-26T23:11:23.919751] [DEBUG] [LOCAL ] Loaded configuration for AMN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.919871] [DEBUG] [LOCAL ] Loaded configuration for HAFN: 3 features, 80.0% accuracy [2025-09-26T23:11:23.920243] [DEBUG] [LOCAL ] Loaded configuration for ETD: 2 features, 80.0% accuracy [2025-09-26T23:11:23.920583] [DEBUG] [LOCAL ] Loaded configuration for KORE: 5 features, 90.0% accuracy [2025-09-26T23:11:23.920756] [DEBUG] [LOCAL ] Loaded configuration for TEI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.921096] [DEBUG] [LOCAL ] Loaded configuration for LDI: 3 features, 70.0% accuracy [2025-09-26T23:11:23.921211] [DEBUG] [LOCAL ] Loaded configuration for RLTY: 2 features, 100.0% accuracy [2025-09-26T23:11:23.921340] [DEBUG] [LOCAL ] Loaded configuration for AGI: 2 features, 60.0% accuracy [2025-09-26T23:11:23.921456] [DEBUG] [LOCAL ] Loaded configuration for WEC: 4 features, 60.0% accuracy [2025-09-26T23:11:23.921567] [DEBUG] [LOCAL ] Loaded configuration for PBI: 2 features, 80.0% accuracy [2025-09-26T23:11:23.921714] [DEBUG] [LOCAL ] Loaded configuration for STXV: 0 features, 80.0% accuracy [2025-09-26T23:11:23.921874] [DEBUG] [LOCAL ] Loaded configuration for HCC: 2 features, 60.0% accuracy [2025-09-26T23:11:23.922007] [DEBUG] [LOCAL ] Loaded configuration for CIB: 1 features, 60.0% accuracy [2025-09-26T23:11:23.922150] [DEBUG] [LOCAL ] Loaded configuration for USAC: 2 features, 90.0% accuracy [2025-09-26T23:11:23.922286] [DEBUG] [LOCAL ] Loaded configuration for TXT: 4 features, 80.0% accuracy [2025-09-26T23:11:23.922416] [DEBUG] [LOCAL ] Loaded configuration for AGD: 0 features, 80.0% accuracy [2025-09-26T23:11:23.922796] [DEBUG] [LOCAL ] Loaded configuration for KYN: 4 features, 100.0% accuracy [2025-09-26T23:11:23.922938] [DEBUG] [LOCAL ] Loaded configuration for RVT: 1 features, 50.0% accuracy [2025-09-26T23:11:23.923080] [DEBUG] [LOCAL ] Loaded configuration for CSTM: 1 features, 60.0% accuracy [2025-09-26T23:11:23.923197] [DEBUG] [LOCAL ] Loaded configuration for BIPI: 3 features, 70.0% accuracy [2025-09-26T23:11:23.923308] [DEBUG] [LOCAL ] Loaded configuration for FLUT: 2 features, 80.0% accuracy [2025-09-26T23:11:23.923444] [DEBUG] [LOCAL ] Loaded configuration for RDY: 1 features, 90.0% accuracy [2025-09-26T23:11:23.923578] [DEBUG] [LOCAL ] Loaded configuration for SHCO: 5 features, 70.0% accuracy [2025-09-26T23:11:23.923931] [DEBUG] [LOCAL ] Loaded configuration for BILL: 1 features, 80.0% accuracy [2025-09-26T23:11:23.924064] [DEBUG] [LOCAL ] Loaded configuration for THC: 3 features, 60.0% accuracy [2025-09-26T23:11:23.924175] [DEBUG] [LOCAL ] Loaded configuration for SUI: 2 features, 80.0% accuracy [2025-09-26T23:11:23.924293] [DEBUG] [LOCAL ] Loaded configuration for PAXS: 5 features, 60.0% accuracy [2025-09-26T23:11:23.924382] [DEBUG] [LOCAL ] Loaded configuration for CRBD: 2 features, 70.0% accuracy [2025-09-26T23:11:23.924481] [DEBUG] [LOCAL ] Loaded configuration for MRC: 3 features, 80.0% accuracy [2025-09-26T23:11:23.924596] [DEBUG] [LOCAL ] Loaded configuration for UHS: 2 features, 80.0% accuracy [2025-09-26T23:11:23.924768] [DEBUG] [LOCAL ] Loaded configuration for MEGI: 2 features, 60.0% accuracy [2025-09-26T23:11:23.925162] [DEBUG] [LOCAL ] Loaded configuration for BIRK: 2 features, 90.0% accuracy [2025-09-26T23:11:23.925320] [DEBUG] [LOCAL ] Loaded configuration for BHK: 3 features, 80.0% accuracy [2025-09-26T23:11:23.925469] [DEBUG] [LOCAL ] Loaded configuration for INVH: 1 features, 70.0% accuracy [2025-09-26T23:11:23.925588] [DEBUG] [LOCAL ] Loaded configuration for FICO: 1 features, 50.0% accuracy [2025-09-26T23:11:23.925740] [DEBUG] [LOCAL ] Loaded configuration for GPI: 0 features, 90.0% accuracy [2025-09-26T23:11:23.925869] [DEBUG] [LOCAL ] Loaded configuration for CVLG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.925998] [DEBUG] [LOCAL ] Loaded configuration for GGB: 1 features, 60.0% accuracy [2025-09-26T23:11:23.926114] [DEBUG] [LOCAL ] Loaded configuration for MDV: 2 features, 70.0% accuracy [2025-09-26T23:11:23.926225] [DEBUG] [LOCAL ] Loaded configuration for WD: 4 features, 80.0% accuracy [2025-09-26T23:11:23.926343] [DEBUG] [LOCAL ] Loaded configuration for PSX: 3 features, 90.0% accuracy [2025-09-26T23:11:23.926489] [DEBUG] [LOCAL ] Loaded configuration for IBM: 6 features, 90.0% accuracy [2025-09-26T23:11:23.926626] [DEBUG] [LOCAL ] Loaded configuration for NIO: 3 features, 90.0% accuracy [2025-09-26T23:11:23.926772] [DEBUG] [LOCAL ] Loaded configuration for TSLX: 1 features, 80.0% accuracy [2025-09-26T23:11:23.926888] [DEBUG] [LOCAL ] Loaded configuration for VLO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.927026] [DEBUG] [LOCAL ] Loaded configuration for MCB: 7 features, 90.0% accuracy [2025-09-26T23:11:23.927171] [DEBUG] [LOCAL ] Loaded configuration for MSA: 2 features, 70.0% accuracy [2025-09-26T23:11:23.927315] [DEBUG] [LOCAL ] Loaded configuration for GDL: 0 features, 80.0% accuracy [2025-09-26T23:11:23.927425] [DEBUG] [LOCAL ] Loaded configuration for QTWO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.927560] [DEBUG] [LOCAL ] Loaded configuration for TXO: 2 features, 50.0% accuracy [2025-09-26T23:11:23.927699] [DEBUG] [LOCAL ] Loaded configuration for FLG: 3 features, 60.0% accuracy [2025-09-26T23:11:23.927929] [DEBUG] [LOCAL ] Loaded configuration for MUE: 2 features, 60.0% accuracy [2025-09-26T23:11:23.928308] [DEBUG] [LOCAL ] Loaded configuration for EHAB: 2 features, 50.0% accuracy [2025-09-26T23:11:23.928424] [DEBUG] [LOCAL ] Loaded configuration for EMD: 3 features, 60.0% accuracy [2025-09-26T23:11:23.928536] [DEBUG] [LOCAL ] Loaded configuration for NX: 3 features, 50.0% accuracy [2025-09-26T23:11:23.928712] [DEBUG] [LOCAL ] Loaded configuration for AHR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.928836] [DEBUG] [LOCAL ] Loaded configuration for HMC: 3 features, 90.0% accuracy [2025-09-26T23:11:23.928947] [DEBUG] [LOCAL ] Loaded configuration for ASR: 3 features, 80.0% accuracy [2025-09-26T23:11:23.929130] [DEBUG] [LOCAL ] Loaded configuration for NPO: 1 features, 60.0% accuracy [2025-09-26T23:11:23.929243] [DEBUG] [LOCAL ] Loaded configuration for SEI: 0 features, 70.0% accuracy [2025-09-26T23:11:23.929582] [DEBUG] [LOCAL ] Loaded configuration for CXW: 0 features, 90.0% accuracy [2025-09-26T23:11:23.929734] [DEBUG] [LOCAL ] Loaded configuration for PTA: 2 features, 80.0% accuracy [2025-09-26T23:11:23.929850] [DEBUG] [LOCAL ] Loaded configuration for STXT: 1 features, 90.0% accuracy [2025-09-26T23:11:23.929959] [DEBUG] [LOCAL ] Loaded configuration for MFAN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.930050] [DEBUG] [LOCAL ] Loaded configuration for OWLT: 3 features, 80.0% accuracy [2025-09-26T23:11:23.930370] [DEBUG] [LOCAL ] Loaded configuration for CARR: 4 features, 70.0% accuracy [2025-09-26T23:11:23.930519] [DEBUG] [LOCAL ] Loaded configuration for SQM: 4 features, 80.0% accuracy [2025-09-26T23:11:23.930636] [DEBUG] [LOCAL ] Loaded configuration for AME: 2 features, 80.0% accuracy [2025-09-26T23:11:23.931199] [DEBUG] [LOCAL ] Loaded configuration for LADR: 3 features, 100.0% accuracy [2025-09-26T23:11:23.931313] [DEBUG] [LOCAL ] Loaded configuration for PRIM: 4 features, 90.0% accuracy [2025-09-26T23:11:23.931630] [DEBUG] [LOCAL ] Loaded configuration for FSCO: 1 features, 80.0% accuracy [2025-09-26T23:11:23.931795] [DEBUG] [LOCAL ] Loaded configuration for TMO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.932218] [DEBUG] [LOCAL ] Loaded configuration for DD: 5 features, 60.0% accuracy [2025-09-26T23:11:23.932349] [DEBUG] [LOCAL ] Loaded configuration for TR: 1 features, 80.0% accuracy [2025-09-26T23:11:23.932465] [DEBUG] [LOCAL ] Loaded configuration for RZC: 3 features, 60.0% accuracy [2025-09-26T23:11:23.932594] [DEBUG] [LOCAL ] Loaded configuration for SA: 1 features, 100.0% accuracy [2025-09-26T23:11:23.932757] [DEBUG] [LOCAL ] Loaded configuration for STM: 0 features, 70.0% accuracy [2025-09-26T23:11:23.932869] [DEBUG] [LOCAL ] Loaded configuration for HASI: 5 features, 60.0% accuracy [2025-09-26T23:11:23.933008] [DEBUG] [LOCAL ] Loaded configuration for MEC: 2 features, 80.0% accuracy [2025-09-26T23:11:23.933401] [DEBUG] [LOCAL ] Loaded configuration for HAYW: 2 features, 80.0% accuracy [2025-09-26T23:11:23.933772] [DEBUG] [LOCAL ] Loaded configuration for KRP: 0 features, 50.0% accuracy [2025-09-26T23:11:23.934146] [DEBUG] [LOCAL ] Loaded configuration for KRO: 0 features, 50.0% accuracy [2025-09-26T23:11:23.934283] [DEBUG] [LOCAL ] Loaded configuration for ET: 1 features, 80.0% accuracy [2025-09-26T23:11:23.934430] [DEBUG] [LOCAL ] Loaded configuration for MLP: 3 features, 60.0% accuracy [2025-09-26T23:11:23.934559] [DEBUG] [LOCAL ] Loaded configuration for ASAN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.934700] [DEBUG] [LOCAL ] Loaded configuration for DNOW: 4 features, 70.0% accuracy [2025-09-26T23:11:23.934846] [DEBUG] [LOCAL ] Loaded configuration for WHG: 5 features, 80.0% accuracy [2025-09-26T23:11:23.936067] [DEBUG] [LOCAL ] Loaded configuration for CLPR: 3 features, 80.0% accuracy [2025-09-26T23:11:23.936201] [DEBUG] [LOCAL ] Loaded configuration for MD: 2 features, 60.0% accuracy [2025-09-26T23:11:23.936336] [DEBUG] [LOCAL ] Loaded configuration for ASGI: 6 features, 70.0% accuracy [2025-09-26T23:11:23.936492] [DEBUG] [LOCAL ] Loaded configuration for MDT: 3 features, 80.0% accuracy [2025-09-26T23:11:23.936621] [DEBUG] [LOCAL ] Loaded configuration for ASH: 1 features, 80.0% accuracy [2025-09-26T23:11:23.937074] [DEBUG] [LOCAL ] Loaded configuration for LEA: 3 features, 90.0% accuracy [2025-09-26T23:11:23.937207] [DEBUG] [LOCAL ] Loaded configuration for ONL: 5 features, 50.0% accuracy [2025-09-26T23:11:23.937328] [DEBUG] [LOCAL ] Loaded configuration for BKT: 2 features, 50.0% accuracy [2025-09-26T23:11:23.937456] [DEBUG] [LOCAL ] Loaded configuration for THLV: 1 features, 70.0% accuracy [2025-09-26T23:11:23.937566] [DEBUG] [LOCAL ] Loaded configuration for SHEL: 3 features, 100.0% accuracy [2025-09-26T23:11:23.937710] [DEBUG] [LOCAL ] Loaded configuration for STXE: 3 features, 80.0% accuracy [2025-09-26T23:11:23.937851] [DEBUG] [LOCAL ] Loaded configuration for MS: 1 features, 70.0% accuracy [2025-09-26T23:11:23.937968] [DEBUG] [LOCAL ] Loaded configuration for RJF: 1 features, 90.0% accuracy [2025-09-26T23:11:23.938077] [DEBUG] [LOCAL ] Loaded configuration for NNY: 3 features, 90.0% accuracy [2025-09-26T23:11:23.938169] [DEBUG] [LOCAL ] Loaded configuration for AGCO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.938266] [DEBUG] [LOCAL ] Loaded configuration for OPFI: 4 features, 70.0% accuracy [2025-09-26T23:11:23.938382] [DEBUG] [LOCAL ] Loaded configuration for FF: 3 features, 60.0% accuracy [2025-09-26T23:11:23.938508] [DEBUG] [LOCAL ] Loaded configuration for FDX: 2 features, 60.0% accuracy [2025-09-26T23:11:23.938637] [DEBUG] [LOCAL ] Loaded configuration for ZKH: 1 features, 60.0% accuracy [2025-09-26T23:11:23.938785] [DEBUG] [LOCAL ] Loaded configuration for NSP: 4 features, 90.0% accuracy [2025-09-26T23:11:23.938913] [DEBUG] [LOCAL ] Loaded configuration for WES: 2 features, 60.0% accuracy [2025-09-26T23:11:23.939021] [DEBUG] [LOCAL ] Loaded configuration for HIPO: 2 features, 60.0% accuracy [2025-09-26T23:11:23.939383] [DEBUG] [LOCAL ] Loaded configuration for FHN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.939842] [DEBUG] [LOCAL ] Loaded configuration for LH: 2 features, 70.0% accuracy [2025-09-26T23:11:23.939957] [DEBUG] [LOCAL ] Loaded configuration for EVF: 1 features, 80.0% accuracy [2025-09-26T23:11:23.940075] [DEBUG] [LOCAL ] Loaded configuration for RMAX: 2 features, 80.0% accuracy [2025-09-26T23:11:23.940413] [DEBUG] [LOCAL ] Loaded configuration for KEP: 5 features, 70.0% accuracy [2025-09-26T23:11:23.940726] [DEBUG] [LOCAL ] Loaded configuration for BBW: 2 features, 70.0% accuracy [2025-09-26T23:11:23.940865] [DEBUG] [LOCAL ] Loaded configuration for CIF: 2 features, 80.0% accuracy [2025-09-26T23:11:23.940993] [DEBUG] [LOCAL ] Loaded configuration for ENVA: 2 features, 60.0% accuracy [2025-09-26T23:11:23.941453] [DEBUG] [LOCAL ] Loaded configuration for LXU: 2 features, 90.0% accuracy [2025-09-26T23:11:23.941563] [DEBUG] [LOCAL ] Loaded configuration for SHAK: 1 features, 60.0% accuracy [2025-09-26T23:11:23.941710] [DEBUG] [LOCAL ] Loaded configuration for H: 4 features, 60.0% accuracy [2025-09-26T23:11:23.941842] [DEBUG] [LOCAL ] Loaded configuration for BLD: 0 features, 70.0% accuracy [2025-09-26T23:11:23.941958] [DEBUG] [LOCAL ] Loaded configuration for CLDT: 2 features, 80.0% accuracy [2025-09-26T23:11:23.942336] [DEBUG] [LOCAL ] Loaded configuration for BTT: 0 features, 70.0% accuracy [2025-09-26T23:11:23.942488] [DEBUG] [LOCAL ] Loaded configuration for ALUR: 2 features, 80.0% accuracy [2025-09-26T23:11:23.942597] [DEBUG] [LOCAL ] Loaded configuration for TSM: 2 features, 80.0% accuracy [2025-09-26T23:11:23.942762] [DEBUG] [LOCAL ] Loaded configuration for CMPO: 2 features, 80.0% accuracy [2025-09-26T23:11:23.942892] [DEBUG] [LOCAL ] Loaded configuration for SOS: 1 features, 70.0% accuracy [2025-09-26T23:11:23.943041] [DEBUG] [LOCAL ] Loaded configuration for JOF: 3 features, 100.0% accuracy [2025-09-26T23:11:23.943184] [DEBUG] [LOCAL ] Loaded configuration for AWF: 1 features, 70.0% accuracy [2025-09-26T23:11:23.943536] [DEBUG] [LOCAL ] Loaded configuration for M: 1 features, 90.0% accuracy [2025-09-26T23:11:23.943677] [DEBUG] [LOCAL ] Loaded configuration for PRGO: 2 features, 90.0% accuracy [2025-09-26T23:11:23.943793] [DEBUG] [LOCAL ] Loaded configuration for CL: 2 features, 80.0% accuracy [2025-09-26T23:11:23.944115] [DEBUG] [LOCAL ] Loaded configuration for FMN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.944258] [DEBUG] [LOCAL ] Loaded configuration for MTB: 4 features, 80.0% accuracy [2025-09-26T23:11:23.944678] [DEBUG] [LOCAL ] Loaded configuration for DNP: 4 features, 80.0% accuracy [2025-09-26T23:11:23.944798] [DEBUG] [LOCAL ] Loaded configuration for DEC: 3 features, 80.0% accuracy [2025-09-26T23:11:23.944944] [DEBUG] [LOCAL ] Loaded configuration for EAF: 1 features, 90.0% accuracy [2025-09-26T23:11:23.945075] [DEBUG] [LOCAL ] Loaded configuration for JNJ: 1 features, 70.0% accuracy [2025-09-26T23:11:23.945187] [DEBUG] [LOCAL ] Loaded configuration for SNDA: 3 features, 80.0% accuracy [2025-09-26T23:11:23.945297] [DEBUG] [LOCAL ] Loaded configuration for FRT: 2 features, 70.0% accuracy [2025-09-26T23:11:23.945767] [DEBUG] [LOCAL ] Loaded configuration for HE: 2 features, 60.0% accuracy [2025-09-26T23:11:23.945887] [DEBUG] [LOCAL ] Loaded configuration for BAH: 2 features, 80.0% accuracy [2025-09-26T23:11:23.946399] [DEBUG] [LOCAL ] Loaded configuration for CURB: 0 features, 70.0% accuracy [2025-09-26T23:11:23.946513] [DEBUG] [LOCAL ] Loaded configuration for MTD: 2 features, 80.0% accuracy [2025-09-26T23:11:23.946624] [DEBUG] [LOCAL ] Loaded configuration for WLY: 2 features, 80.0% accuracy [2025-09-26T23:11:23.947028] [DEBUG] [LOCAL ] Loaded configuration for KGC: 1 features, 50.0% accuracy [2025-09-26T23:11:23.947149] [DEBUG] [LOCAL ] Loaded configuration for SMWB: 2 features, 60.0% accuracy [2025-09-26T23:11:23.947241] [DEBUG] [LOCAL ] Loaded configuration for ADNT: 1 features, 60.0% accuracy [2025-09-26T23:11:23.947553] [DEBUG] [LOCAL ] Loaded configuration for BMO: 3 features, 70.0% accuracy [2025-09-26T23:11:23.947961] [DEBUG] [LOCAL ] Loaded configuration for CMTG: 3 features, 70.0% accuracy [2025-09-26T23:11:23.948082] [DEBUG] [LOCAL ] Loaded configuration for FET: 1 features, 70.0% accuracy [2025-09-26T23:11:23.948219] [DEBUG] [LOCAL ] Loaded configuration for PFS: 1 features, 80.0% accuracy [2025-09-26T23:11:23.948339] [DEBUG] [LOCAL ] Loaded configuration for WDS: 4 features, 80.0% accuracy [2025-09-26T23:11:23.948456] [DEBUG] [LOCAL ] Loaded configuration for NIC: 3 features, 60.0% accuracy [2025-09-26T23:11:23.948573] [DEBUG] [LOCAL ] Loaded configuration for WPC: 2 features, 60.0% accuracy [2025-09-26T23:11:23.948731] [DEBUG] [LOCAL ] Loaded configuration for NOMD: 3 features, 80.0% accuracy [2025-09-26T23:11:23.948842] [DEBUG] [LOCAL ] Loaded configuration for BBU: 4 features, 90.0% accuracy [2025-09-26T23:11:23.948958] [DEBUG] [LOCAL ] Loaded configuration for WNS: 0 features, 80.0% accuracy [2025-09-26T23:11:23.949077] [DEBUG] [LOCAL ] Loaded configuration for CAPL: 0 features, 90.0% accuracy [2025-09-26T23:11:23.949188] [DEBUG] [LOCAL ] Loaded configuration for PKG: 2 features, 60.0% accuracy [2025-09-26T23:11:23.949526] [DEBUG] [LOCAL ] Loaded configuration for CE: 3 features, 40.0% accuracy [2025-09-26T23:11:23.949639] [DEBUG] [LOCAL ] Loaded configuration for BBN: 4 features, 100.0% accuracy [2025-09-26T23:11:23.949814] [DEBUG] [LOCAL ] Loaded configuration for NRP: 1 features, 90.0% accuracy [2025-09-26T23:11:23.950147] [DEBUG] [LOCAL ] Loaded configuration for KFY: 3 features, 80.0% accuracy [2025-09-26T23:11:23.950282] [DEBUG] [LOCAL ] Loaded configuration for GPJA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.950421] [DEBUG] [LOCAL ] Loaded configuration for EARN: 1 features, 50.0% accuracy [2025-09-26T23:11:23.950530] [DEBUG] [LOCAL ] Loaded configuration for PRO: 3 features, 70.0% accuracy [2025-09-26T23:11:23.950679] [DEBUG] [LOCAL ] Loaded configuration for OTIS: 1 features, 70.0% accuracy [2025-09-26T23:11:23.950792] [DEBUG] [LOCAL ] Loaded configuration for RYN: 1 features, 70.0% accuracy [2025-09-26T23:11:23.950901] [DEBUG] [LOCAL ] Loaded configuration for OR: 2 features, 60.0% accuracy [2025-09-26T23:11:23.951021] [DEBUG] [LOCAL ] Loaded configuration for BX: 1 features, 70.0% accuracy [2025-09-26T23:11:23.951159] [DEBUG] [LOCAL ] Loaded configuration for NMS: 2 features, 80.0% accuracy [2025-09-26T23:11:23.951266] [DEBUG] [LOCAL ] Loaded configuration for UGI: 2 features, 60.0% accuracy [2025-09-26T23:11:23.951398] [DEBUG] [LOCAL ] Loaded configuration for MCK: 3 features, 90.0% accuracy [2025-09-26T23:11:23.951522] [DEBUG] [LOCAL ] Loaded configuration for MG: 4 features, 80.0% accuracy [2025-09-26T23:11:23.951635] [DEBUG] [LOCAL ] Loaded configuration for PTY: 0 features, 80.0% accuracy [2025-09-26T23:11:23.951774] [DEBUG] [LOCAL ] Loaded configuration for SPR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.951883] [DEBUG] [LOCAL ] Loaded configuration for SKM: 2 features, 80.0% accuracy [2025-09-26T23:11:23.951973] [DEBUG] [LOCAL ] Loaded configuration for AEO: 3 features, 80.0% accuracy [2025-09-26T23:11:23.952076] [DEBUG] [LOCAL ] Loaded configuration for MLNK: 1 features, 60.0% accuracy [2025-09-26T23:11:23.952186] [DEBUG] [LOCAL ] Loaded configuration for FSLY: 3 features, 80.0% accuracy [2025-09-26T23:11:23.952304] [DEBUG] [LOCAL ] Loaded configuration for TBBB: 1 features, 80.0% accuracy [2025-09-26T23:11:23.952414] [DEBUG] [LOCAL ] Loaded configuration for TWN: 3 features, 60.0% accuracy [2025-09-26T23:11:23.952533] [DEBUG] [LOCAL ] Loaded configuration for RACE: 4 features, 90.0% accuracy [2025-09-26T23:11:23.952663] [DEBUG] [LOCAL ] Loaded configuration for ASPN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.952806] [DEBUG] [LOCAL ] Loaded configuration for BHVN: 1 features, 60.0% accuracy [2025-09-26T23:11:23.953236] [DEBUG] [LOCAL ] Loaded configuration for AVD: 2 features, 100.0% accuracy [2025-09-26T23:11:23.953631] [DEBUG] [LOCAL ] Loaded configuration for CTBB: 1 features, 70.0% accuracy [2025-09-26T23:11:23.953803] [DEBUG] [LOCAL ] Loaded configuration for MIY: 2 features, 90.0% accuracy [2025-09-26T23:11:23.953914] [DEBUG] [LOCAL ] Loaded configuration for HXL: 4 features, 60.0% accuracy [2025-09-26T23:11:23.954043] [DEBUG] [LOCAL ] Loaded configuration for PEO: 3 features, 70.0% accuracy [2025-09-26T23:11:23.954171] [DEBUG] [LOCAL ] Loaded configuration for WIA: 2 features, 90.0% accuracy [2025-09-26T23:11:23.954301] [DEBUG] [LOCAL ] Loaded configuration for AMBC: 5 features, 90.0% accuracy [2025-09-26T23:11:23.954753] [DEBUG] [LOCAL ] Loaded configuration for HIO: 1 features, 50.0% accuracy [2025-09-26T23:11:23.954876] [DEBUG] [LOCAL ] Loaded configuration for INSW: 2 features, 70.0% accuracy [2025-09-26T23:11:23.955013] [DEBUG] [LOCAL ] Loaded configuration for GSBD: 1 features, 60.0% accuracy [2025-09-26T23:11:23.955132] [DEBUG] [LOCAL ] Loaded configuration for EPR: 1 features, 80.0% accuracy [2025-09-26T23:11:23.955253] [DEBUG] [LOCAL ] Loaded configuration for CTOS: 3 features, 80.0% accuracy [2025-09-26T23:11:23.955409] [DEBUG] [LOCAL ] Loaded configuration for BZH: 2 features, 80.0% accuracy [2025-09-26T23:11:23.955521] [DEBUG] [LOCAL ] Loaded configuration for SOJE: 4 features, 80.0% accuracy [2025-09-26T23:11:23.955638] [DEBUG] [LOCAL ] Loaded configuration for BAM: 0 features, 70.0% accuracy [2025-09-26T23:11:23.955819] [DEBUG] [LOCAL ] Loaded configuration for CCI: 3 features, 70.0% accuracy [2025-09-26T23:11:23.955963] [DEBUG] [LOCAL ] Loaded configuration for NMG: 2 features, 50.0% accuracy [2025-09-26T23:11:23.956119] [DEBUG] [LOCAL ] Loaded configuration for YETI: 4 features, 90.0% accuracy [2025-09-26T23:11:23.956237] [DEBUG] [LOCAL ] Loaded configuration for PHI: 0 features, 60.0% accuracy [2025-09-26T23:11:23.956348] [DEBUG] [LOCAL ] Loaded configuration for SNA: 4 features, 70.0% accuracy [2025-09-26T23:11:23.956528] [DEBUG] [LOCAL ] Loaded configuration for GTN: 1 features, 60.0% accuracy [2025-09-26T23:11:23.956895] [DEBUG] [LOCAL ] Loaded configuration for HEI: 1 features, 90.0% accuracy [2025-09-26T23:11:23.957017] [DEBUG] [LOCAL ] Loaded configuration for RMM: 1 features, 60.0% accuracy [2025-09-26T23:11:23.957144] [DEBUG] [LOCAL ] Loaded configuration for DBI: 1 features, 80.0% accuracy [2025-09-26T23:11:23.957508] [DEBUG] [LOCAL ] Loaded configuration for LAC: 1 features, 70.0% accuracy [2025-09-26T23:11:23.957639] [DEBUG] [LOCAL ] Loaded configuration for FBP: 2 features, 80.0% accuracy [2025-09-26T23:11:23.957816] [DEBUG] [LOCAL ] Loaded configuration for TTE: 2 features, 70.0% accuracy [2025-09-26T23:11:23.957936] [DEBUG] [LOCAL ] Loaded configuration for TALO: 1 features, 60.0% accuracy [2025-09-26T23:11:23.958330] [DEBUG] [LOCAL ] Loaded configuration for KWR: 5 features, 90.0% accuracy [2025-09-26T23:11:23.958449] [DEBUG] [LOCAL ] Loaded configuration for MGRD: 2 features, 80.0% accuracy [2025-09-26T23:11:23.958583] [DEBUG] [LOCAL ] Loaded configuration for BC: 1 features, 40.0% accuracy [2025-09-26T23:11:23.958743] [DEBUG] [LOCAL ] Loaded configuration for ESAB: 2 features, 50.0% accuracy [2025-09-26T23:11:23.958879] [DEBUG] [LOCAL ] Loaded configuration for MGM: 3 features, 80.0% accuracy [2025-09-26T23:11:23.958999] [DEBUG] [LOCAL ] Loaded configuration for CNH: 1 features, 70.0% accuracy [2025-09-26T23:11:23.959119] [DEBUG] [LOCAL ] Loaded configuration for NBHC: 3 features, 80.0% accuracy [2025-09-26T23:11:23.959229] [DEBUG] [LOCAL ] Loaded configuration for CPF: 2 features, 70.0% accuracy [2025-09-26T23:11:23.959361] [DEBUG] [LOCAL ] Loaded configuration for NIE: 3 features, 60.0% accuracy [2025-09-26T23:11:23.959480] [DEBUG] [LOCAL ] Loaded configuration for STN: 2 features, 90.0% accuracy [2025-09-26T23:11:23.959616] [DEBUG] [LOCAL ] Loaded configuration for BLE: 1 features, 80.0% accuracy [2025-09-26T23:11:23.959773] [DEBUG] [LOCAL ] Loaded configuration for MCS: 2 features, 50.0% accuracy [2025-09-26T23:11:23.959889] [DEBUG] [LOCAL ] Loaded configuration for TTI: 1 features, 60.0% accuracy [2025-09-26T23:11:23.959999] [DEBUG] [LOCAL ] Loaded configuration for ZGN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.960423] [DEBUG] [LOCAL ] Loaded configuration for IQI: 2 features, 90.0% accuracy [2025-09-26T23:11:23.960553] [DEBUG] [LOCAL ] Loaded configuration for UBER: 1 features, 80.0% accuracy [2025-09-26T23:11:23.960713] [DEBUG] [LOCAL ] Loaded configuration for VLT: 3 features, 70.0% accuracy [2025-09-26T23:11:23.960856] [DEBUG] [LOCAL ] Loaded configuration for MHK: 3 features, 90.0% accuracy [2025-09-26T23:11:23.961038] [DEBUG] [LOCAL ] Loaded configuration for AJG: 0 features, 80.0% accuracy [2025-09-26T23:11:23.961204] [DEBUG] [LOCAL ] Loaded configuration for MTZ: 0 features, 100.0% accuracy [2025-09-26T23:11:23.961334] [DEBUG] [LOCAL ] Loaded configuration for CTVA: 1 features, 50.0% accuracy [2025-09-26T23:11:23.961471] [DEBUG] [LOCAL ] Loaded configuration for NC: 2 features, 80.0% accuracy [2025-09-26T23:11:23.961600] [DEBUG] [LOCAL ] Loaded configuration for PRT: 3 features, 60.0% accuracy [2025-09-26T23:11:23.961763] [DEBUG] [LOCAL ] Loaded configuration for AVNT: 0 features, 90.0% accuracy [2025-09-26T23:11:23.961854] [DEBUG] [LOCAL ] Loaded configuration for TREX: 3 features, 80.0% accuracy [2025-09-26T23:11:23.961958] [DEBUG] [LOCAL ] Loaded configuration for TPYP: 2 features, 80.0% accuracy [2025-09-26T23:11:23.962085] [DEBUG] [LOCAL ] Loaded configuration for AOD: 3 features, 70.0% accuracy [2025-09-26T23:11:23.962195] [DEBUG] [LOCAL ] Loaded configuration for ACR: 4 features, 70.0% accuracy [2025-09-26T23:11:23.962330] [DEBUG] [LOCAL ] Loaded configuration for TKR: 1 features, 80.0% accuracy [2025-09-26T23:11:23.962449] [DEBUG] [LOCAL ] Loaded configuration for VOYA: 3 features, 80.0% accuracy [2025-09-26T23:11:23.962565] [DEBUG] [LOCAL ] Loaded configuration for CYD: 3 features, 90.0% accuracy [2025-09-26T23:11:23.962731] [DEBUG] [LOCAL ] Loaded configuration for MRK: 5 features, 80.0% accuracy [2025-09-26T23:11:23.962878] [DEBUG] [LOCAL ] Loaded configuration for MUA: 4 features, 80.0% accuracy [2025-09-26T23:11:23.962996] [DEBUG] [LOCAL ] Loaded configuration for GNL: 5 features, 80.0% accuracy [2025-09-26T23:11:23.963112] [DEBUG] [LOCAL ] Loaded configuration for JOE: 4 features, 80.0% accuracy [2025-09-26T23:11:23.963228] [DEBUG] [LOCAL ] Loaded configuration for TME: 2 features, 70.0% accuracy [2025-09-26T23:11:23.963355] [DEBUG] [LOCAL ] Loaded configuration for TXNM: 2 features, 80.0% accuracy [2025-09-26T23:11:23.963475] [DEBUG] [LOCAL ] Loaded configuration for PLYM: 1 features, 60.0% accuracy [2025-09-26T23:11:23.963609] [DEBUG] [LOCAL ] Loaded configuration for TROX: 1 features, 70.0% accuracy [2025-09-26T23:11:23.963763] [DEBUG] [LOCAL ] Loaded configuration for WFC: 2 features, 80.0% accuracy [2025-09-26T23:11:23.963894] [DEBUG] [LOCAL ] Loaded configuration for MTH: 2 features, 90.0% accuracy [2025-09-26T23:11:23.964009] [DEBUG] [LOCAL ] Loaded configuration for CEPU: 5 features, 70.0% accuracy [2025-09-26T23:11:23.964124] [DEBUG] [LOCAL ] Loaded configuration for SWK: 2 features, 70.0% accuracy [2025-09-26T23:11:23.964242] [DEBUG] [LOCAL ] Loaded configuration for BHR: 3 features, 80.0% accuracy [2025-09-26T23:11:23.964703] [DEBUG] [LOCAL ] Loaded configuration for HL: 3 features, 80.0% accuracy [2025-09-26T23:11:23.964864] [DEBUG] [LOCAL ] Loaded configuration for PDM: 2 features, 80.0% accuracy [2025-09-26T23:11:23.964974] [DEBUG] [LOCAL ] Loaded configuration for RDN: 3 features, 70.0% accuracy [2025-09-26T23:11:23.965091] [DEBUG] [LOCAL ] Loaded configuration for PLD: 3 features, 60.0% accuracy [2025-09-26T23:11:23.965200] [DEBUG] [LOCAL ] Loaded configuration for QSR: 2 features, 100.0% accuracy [2025-09-26T23:11:23.965308] [DEBUG] [LOCAL ] Loaded configuration for DQ: 0 features, 80.0% accuracy [2025-09-26T23:11:23.965465] [DEBUG] [LOCAL ] Loaded configuration for ULS: 3 features, 70.0% accuracy [2025-09-26T23:11:23.965583] [DEBUG] [LOCAL ] Loaded configuration for RSI: 0 features, 60.0% accuracy [2025-09-26T23:11:23.965996] [DEBUG] [LOCAL ] Loaded configuration for HBM: 3 features, 90.0% accuracy [2025-09-26T23:11:23.966144] [DEBUG] [LOCAL ] Loaded configuration for SREA: 1 features, 80.0% accuracy [2025-09-26T23:11:23.966258] [DEBUG] [LOCAL ] Loaded configuration for YELP: 3 features, 80.0% accuracy [2025-09-26T23:11:23.966423] [DEBUG] [LOCAL ] Loaded configuration for NHI: 0 features, 90.0% accuracy [2025-09-26T23:11:23.966542] [DEBUG] [LOCAL ] Loaded configuration for CABO: 2 features, 80.0% accuracy [2025-09-26T23:11:23.966691] [DEBUG] [LOCAL ] Loaded configuration for SMBK: 2 features, 50.0% accuracy [2025-09-26T23:11:23.966784] [DEBUG] [LOCAL ] Loaded configuration for SST: 2 features, 90.0% accuracy [2025-09-26T23:11:23.966902] [DEBUG] [LOCAL ] Loaded configuration for SPHR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.967020] [DEBUG] [LOCAL ] Loaded configuration for STC: 4 features, 90.0% accuracy [2025-09-26T23:11:23.967159] [DEBUG] [LOCAL ] Loaded configuration for GRBK: 1 features, 60.0% accuracy [2025-09-26T23:11:23.967302] [DEBUG] [LOCAL ] Loaded configuration for NVST: 0 features, 60.0% accuracy [2025-09-26T23:11:23.967431] [DEBUG] [LOCAL ] Loaded configuration for UPS: 4 features, 60.0% accuracy [2025-09-26T23:11:23.967569] [DEBUG] [LOCAL ] Loaded configuration for SDRL: 3 features, 70.0% accuracy [2025-09-26T23:11:23.967706] [DEBUG] [LOCAL ] Loaded configuration for CNX: 5 features, 80.0% accuracy [2025-09-26T23:11:23.967815] [DEBUG] [LOCAL ] Loaded configuration for SD: 1 features, 40.0% accuracy [2025-09-26T23:11:23.967924] [DEBUG] [LOCAL ] Loaded configuration for TEVA: 2 features, 70.0% accuracy [2025-09-26T23:11:23.968068] [DEBUG] [LOCAL ] Loaded configuration for MVO: 1 features, 60.0% accuracy [2025-09-26T23:11:23.968265] [DEBUG] [LOCAL ] Loaded configuration for WAB: 1 features, 70.0% accuracy [2025-09-26T23:11:23.968401] [DEBUG] [LOCAL ] Loaded configuration for MFAO: 1 features, 60.0% accuracy [2025-09-26T23:11:23.968521] [DEBUG] [LOCAL ] Loaded configuration for PPG: 4 features, 70.0% accuracy [2025-09-26T23:11:23.968717] [DEBUG] [LOCAL ] Loaded configuration for PHG: 2 features, 70.0% accuracy [2025-09-26T23:11:23.968837] [DEBUG] [LOCAL ] Loaded configuration for DXC: 1 features, 70.0% accuracy [2025-09-26T23:11:23.968947] [DEBUG] [LOCAL ] Loaded configuration for TG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.969343] [DEBUG] [LOCAL ] Loaded configuration for KGS: 1 features, 60.0% accuracy [2025-09-26T23:11:23.969457] [DEBUG] [LOCAL ] Loaded configuration for MOS: 6 features, 80.0% accuracy [2025-09-26T23:11:23.969594] [DEBUG] [LOCAL ] Loaded configuration for BIP: 3 features, 70.0% accuracy [2025-09-26T23:11:23.969746] [DEBUG] [LOCAL ] Loaded configuration for VET: 2 features, 60.0% accuracy [2025-09-26T23:11:23.969876] [DEBUG] [LOCAL ] Loaded configuration for PEN: 3 features, 80.0% accuracy [2025-09-26T23:11:23.970022] [DEBUG] [LOCAL ] Loaded configuration for BFS: 3 features, 70.0% accuracy [2025-09-26T23:11:23.970131] [DEBUG] [LOCAL ] Loaded configuration for FCT: 4 features, 80.0% accuracy [2025-09-26T23:11:23.970502] [DEBUG] [LOCAL ] Loaded configuration for HLN: 2 features, 90.0% accuracy [2025-09-26T23:11:23.970903] [DEBUG] [LOCAL ] Loaded configuration for HIW: 2 features, 80.0% accuracy [2025-09-26T23:11:23.971018] [DEBUG] [LOCAL ] Loaded configuration for TAP: 2 features, 90.0% accuracy [2025-09-26T23:11:23.971128] [DEBUG] [LOCAL ] Loaded configuration for OMI: 4 features, 80.0% accuracy [2025-09-26T23:11:23.971246] [DEBUG] [LOCAL ] Loaded configuration for PKE: 6 features, 90.0% accuracy [2025-09-26T23:11:23.971354] [DEBUG] [LOCAL ] Loaded configuration for HOUS: 2 features, 80.0% accuracy [2025-09-26T23:11:23.971508] [DEBUG] [LOCAL ] Loaded configuration for PEB: 1 features, 90.0% accuracy [2025-09-26T23:11:23.971627] [DEBUG] [LOCAL ] Loaded configuration for NU: 2 features, 70.0% accuracy [2025-09-26T23:11:23.971805] [DEBUG] [LOCAL ] Loaded configuration for BBAI: 3 features, 80.0% accuracy [2025-09-26T23:11:23.972136] [DEBUG] [LOCAL ] Loaded configuration for FMS: 2 features, 90.0% accuracy [2025-09-26T23:11:23.972284] [DEBUG] [LOCAL ] Loaded configuration for AIN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.972402] [DEBUG] [LOCAL ] Loaded configuration for ESS: 2 features, 90.0% accuracy [2025-09-26T23:11:23.972884] [DEBUG] [LOCAL ] Loaded configuration for GHY: 1 features, 50.0% accuracy [2025-09-26T23:11:23.973017] [DEBUG] [LOCAL ] Loaded configuration for WMB: 1 features, 70.0% accuracy [2025-09-26T23:11:23.973382] [DEBUG] [LOCAL ] Loaded configuration for IPI: 5 features, 90.0% accuracy [2025-09-26T23:11:23.973494] [DEBUG] [LOCAL ] Loaded configuration for PSFE: 5 features, 100.0% accuracy [2025-09-26T23:11:23.973689] [DEBUG] [LOCAL ] Loaded configuration for LEVI: 0 features, 80.0% accuracy [2025-09-26T23:11:23.973800] [DEBUG] [LOCAL ] Loaded configuration for ALX: 1 features, 80.0% accuracy [2025-09-26T23:11:23.973908] [DEBUG] [LOCAL ] Loaded configuration for SM: 2 features, 70.0% accuracy [2025-09-26T23:11:23.974056] [DEBUG] [LOCAL ] Loaded configuration for NAN: 3 features, 80.0% accuracy [2025-09-26T23:11:23.974173] [DEBUG] [LOCAL ] Loaded configuration for DAY: 3 features, 60.0% accuracy [2025-09-26T23:11:23.974292] [DEBUG] [LOCAL ] Loaded configuration for BP: 3 features, 70.0% accuracy [2025-09-26T23:11:23.974753] [DEBUG] [LOCAL ] Loaded configuration for ECVT: 3 features, 70.0% accuracy [2025-09-26T23:11:23.974865] [DEBUG] [LOCAL ] Loaded configuration for RL: 3 features, 80.0% accuracy [2025-09-26T23:11:23.975014] [DEBUG] [LOCAL ] Loaded configuration for BLK: 2 features, 90.0% accuracy [2025-09-26T23:11:23.975132] [DEBUG] [LOCAL ] Loaded configuration for TPR: 2 features, 60.0% accuracy [2025-09-26T23:11:23.975711] [DEBUG] [LOCAL ] Loaded configuration for CAVA: 4 features, 80.0% accuracy [2025-09-26T23:11:23.975816] [DEBUG] [LOCAL ] Loaded configuration for SG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.976235] [DEBUG] [LOCAL ] Loaded configuration for INN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.976348] [DEBUG] [LOCAL ] Loaded configuration for NNN: 2 features, 60.0% accuracy [2025-09-26T23:11:23.976488] [DEBUG] [LOCAL ] Loaded configuration for KVUE: 0 features, 70.0% accuracy [2025-09-26T23:11:23.976599] [DEBUG] [LOCAL ] Loaded configuration for MITT: 3 features, 80.0% accuracy [2025-09-26T23:11:23.976754] [DEBUG] [LOCAL ] Loaded configuration for WRB: 2 features, 70.0% accuracy [2025-09-26T23:11:23.976877] [DEBUG] [LOCAL ] Loaded configuration for VNCE: 2 features, 70.0% accuracy [2025-09-26T23:11:23.977000] [DEBUG] [LOCAL ] Loaded configuration for VVV: 4 features, 90.0% accuracy [2025-09-26T23:11:23.977115] [DEBUG] [LOCAL ] Loaded configuration for SKIL: 4 features, 80.0% accuracy [2025-09-26T23:11:23.977244] [DEBUG] [LOCAL ] Loaded configuration for GPOR: 1 features, 70.0% accuracy [2025-09-26T23:11:23.977383] [DEBUG] [LOCAL ] Loaded configuration for NRGV: 2 features, 80.0% accuracy [2025-09-26T23:11:23.977493] [DEBUG] [LOCAL ] Loaded configuration for BKKT: 4 features, 70.0% accuracy [2025-09-26T23:11:23.977676] [DEBUG] [LOCAL ] Loaded configuration for SYK: 1 features, 60.0% accuracy [2025-09-26T23:11:23.977817] [DEBUG] [LOCAL ] Loaded configuration for ORA: 3 features, 60.0% accuracy [2025-09-26T23:11:23.977957] [DEBUG] [LOCAL ] Loaded configuration for CVE: 6 features, 60.0% accuracy [2025-09-26T23:11:23.978095] [DEBUG] [LOCAL ] Loaded configuration for CAH: 4 features, 100.0% accuracy [2025-09-26T23:11:23.978233] [DEBUG] [LOCAL ] Loaded configuration for TTC: 1 features, 50.0% accuracy [2025-09-26T23:11:23.978370] [DEBUG] [LOCAL ] Loaded configuration for RBOT: 3 features, 70.0% accuracy [2025-09-26T23:11:23.978480] [DEBUG] [LOCAL ] Loaded configuration for ARCO: 1 features, 90.0% accuracy [2025-09-26T23:11:23.978588] [DEBUG] [LOCAL ] Loaded configuration for ONTO: 2 features, 80.0% accuracy [2025-09-26T23:11:23.978744] [DEBUG] [LOCAL ] Loaded configuration for DVA: 2 features, 60.0% accuracy [2025-09-26T23:11:23.978873] [DEBUG] [LOCAL ] Loaded configuration for TBN: 2 features, 80.0% accuracy [2025-09-26T23:11:23.978993] [DEBUG] [LOCAL ] Loaded configuration for SMG: 2 features, 80.0% accuracy [2025-09-26T23:11:23.979131] [DEBUG] [LOCAL ] Loaded configuration for USNA: 2 features, 70.0% accuracy [2025-09-26T23:11:23.979271] [DEBUG] [LOCAL ] Loaded configuration for GM: 5 features, 90.0% accuracy [2025-09-26T23:11:23.979672] [DEBUG] [LOCAL ] Loaded configuration for K: 2 features, 70.0% accuracy [2025-09-26T23:11:23.979798] [DEBUG] [LOCAL ] Loaded configuration for THS: 2 features, 70.0% accuracy [2025-09-26T23:11:23.979936] [DEBUG] [LOCAL ] Loaded configuration for BGB: 1 features, 70.0% accuracy [2025-09-26T23:11:23.980055] [DEBUG] [LOCAL ] Loaded configuration for RGR: 2 features, 70.0% accuracy [2025-09-26T23:11:23.980474] [DEBUG] [LOCAL ] Loaded configuration for ITT: 0 features, 60.0% accuracy [2025-09-26T23:11:23.980614] [DEBUG] [LOCAL ] Loaded configuration for AGO: 1 features, 60.0% accuracy [2025-09-26T23:11:23.980862] [DEBUG] [LOCAL ] Loaded configuration for OGE: 2 features, 50.0% accuracy [2025-09-26T23:11:23.980982] [DEBUG] [LOCAL ] Loaded configuration for TECK: 2 features, 80.0% accuracy [2025-09-26T23:11:23.981102] [DEBUG] [LOCAL ] Loaded configuration for SDHC: 1 features, 50.0% accuracy [2025-09-26T23:11:23.981257] [DEBUG] [LOCAL ] Loaded configuration for COTY: 3 features, 70.0% accuracy [2025-09-26T23:11:23.981396] [DEBUG] [LOCAL ] Loaded configuration for CF: 0 features, 70.0% accuracy [2025-09-26T23:11:23.981765] [DEBUG] [LOCAL ] Loaded configuration for INFA: 3 features, 70.0% accuracy [2025-09-26T23:11:23.981887] [DEBUG] [LOCAL ] Loaded configuration for UTL: 4 features, 80.0% accuracy [2025-09-26T23:11:23.982216] [DEBUG] [LOCAL ] Loaded configuration for LLY: 0 features, 70.0% accuracy [2025-09-26T23:11:23.982354] [DEBUG] [LOCAL ] Loaded configuration for KLC: 4 features, 80.0% accuracy [2025-09-26T23:11:23.982807] [DEBUG] [LOCAL ] Loaded configuration for HTD: 2 features, 80.0% accuracy [2025-09-26T23:11:23.983263] [DEBUG] [LOCAL ] Loaded configuration for AX: 4 features, 90.0% accuracy [2025-09-26T23:11:23.983403] [DEBUG] [LOCAL ] Loaded configuration for NFG: 4 features, 70.0% accuracy [2025-09-26T23:11:23.983512] [DEBUG] [LOCAL ] Loaded configuration for AOMR: 4 features, 80.0% accuracy [2025-09-26T23:11:23.983619] [DEBUG] [LOCAL ] Loaded configuration for RGA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.983768] [DEBUG] [LOCAL ] Loaded configuration for PHIN: 0 features, 70.0% accuracy [2025-09-26T23:11:23.983896] [DEBUG] [LOCAL ] Loaded configuration for ALV: 4 features, 80.0% accuracy [2025-09-26T23:11:23.984021] [DEBUG] [LOCAL ] Loaded configuration for ZVIA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.984130] [DEBUG] [LOCAL ] Loaded configuration for CII: 4 features, 70.0% accuracy [2025-09-26T23:11:23.984242] [DEBUG] [LOCAL ] Loaded configuration for JHG: 3 features, 80.0% accuracy [2025-09-26T23:11:23.984373] [DEBUG] [LOCAL ] Loaded configuration for CNP: 0 features, 50.0% accuracy [2025-09-26T23:11:23.984510] [DEBUG] [LOCAL ] Loaded configuration for DIS: 2 features, 90.0% accuracy [2025-09-26T23:11:23.984861] [DEBUG] [LOCAL ] Loaded configuration for GS: 2 features, 90.0% accuracy [2025-09-26T23:11:23.984980] [DEBUG] [LOCAL ] Loaded configuration for KEN: 1 features, 60.0% accuracy [2025-09-26T23:11:23.985103] [DEBUG] [LOCAL ] Loaded configuration for PGRE: 5 features, 80.0% accuracy [2025-09-26T23:11:23.985224] [DEBUG] [LOCAL ] Loaded configuration for NUVB: 5 features, 70.0% accuracy [2025-09-26T23:11:23.985371] [DEBUG] [LOCAL ] Loaded configuration for CNMD: 4 features, 70.0% accuracy [2025-09-26T23:11:23.985516] [DEBUG] [LOCAL ] Loaded configuration for CHE: 1 features, 60.0% accuracy [2025-09-26T23:11:23.985969] [DEBUG] [LOCAL ] Loaded configuration for KSS: 4 features, 60.0% accuracy [2025-09-26T23:11:23.986103] [DEBUG] [LOCAL ] Loaded configuration for HLI: 3 features, 80.0% accuracy [2025-09-26T23:11:23.986213] [DEBUG] [LOCAL ] Loaded configuration for OSCR: 1 features, 80.0% accuracy [2025-09-26T23:11:23.986345] [DEBUG] [LOCAL ] Loaded configuration for MPX: 1 features, 60.0% accuracy [2025-09-26T23:11:23.986504] [DEBUG] [LOCAL ] Loaded configuration for EPRT: 2 features, 90.0% accuracy [2025-09-26T23:11:23.986620] [DEBUG] [LOCAL ] Loaded configuration for CNO: 1 features, 70.0% accuracy [2025-09-26T23:11:23.986804] [DEBUG] [LOCAL ] Loaded configuration for NVR: 0 features, 70.0% accuracy [2025-09-26T23:11:23.987386] [DEBUG] [LOCAL ] Loaded configuration for LYV: 3 features, 80.0% accuracy [2025-09-26T23:11:23.987505] [DEBUG] [LOCAL ] Loaded configuration for VTMX: 5 features, 80.0% accuracy [2025-09-26T23:11:23.987951] [DEBUG] [LOCAL ] Loaded configuration for BNH: 3 features, 70.0% accuracy [2025-09-26T23:11:23.988439] [DEBUG] [LOCAL ] Loaded configuration for HD: 1 features, 70.0% accuracy [2025-09-26T23:11:23.988949] [DEBUG] [LOCAL ] Loaded configuration for HTH: 2 features, 70.0% accuracy [2025-09-26T23:11:23.989069] [DEBUG] [LOCAL ] Loaded configuration for REZI: 0 features, 60.0% accuracy [2025-09-26T23:11:23.989178] [DEBUG] [LOCAL ] Loaded configuration for CANG: 3 features, 70.0% accuracy [2025-09-26T23:11:23.989308] [DEBUG] [LOCAL ] Loaded configuration for BEPJ: 1 features, 66.66666666666666% accuracy [2025-09-26T23:11:23.989424] [DEBUG] [LOCAL ] Loaded configuration for PRU: 1 features, 70.0% accuracy [2025-09-26T23:11:23.989533] [DEBUG] [LOCAL ] Loaded configuration for WEA: 4 features, 90.0% accuracy [2025-09-26T23:11:23.989913] [DEBUG] [LOCAL ] Loaded configuration for KEYS: 2 features, 60.0% accuracy [2025-09-26T23:11:23.990037] [DEBUG] [LOCAL ] Loaded configuration for FOA: 3 features, 80.0% accuracy [2025-09-26T23:11:23.990127] [DEBUG] [LOCAL ] Loaded configuration for SRFM: 1 features, 80.0% accuracy [2025-09-26T23:11:23.990215] [DEBUG] [LOCAL ] Loaded configuration for SLQT: 4 features, 60.0% accuracy [2025-09-26T23:11:23.990306] [DEBUG] [LOCAL ] Loaded configuration for IQV: 2 features, 80.0% accuracy [2025-09-26T23:11:23.990394] [DEBUG] [LOCAL ] Loaded configuration for DLB: 3 features, 80.0% accuracy [2025-09-26T23:11:23.990523] [DEBUG] [LOCAL ] Loaded configuration for GHI: 3 features, 70.0% accuracy [2025-09-26T23:11:23.991002] [DEBUG] [LOCAL ] Loaded configuration for LITB: 2 features, 80.0% accuracy [2025-09-26T23:11:23.991161] [DEBUG] [LOCAL ] Loaded configuration for SSD: 1 features, 70.0% accuracy [2025-09-26T23:11:23.991311] [DEBUG] [LOCAL ] Loaded configuration for SID: 1 features, 60.0% accuracy [2025-09-26T23:11:23.991426] [DEBUG] [LOCAL ] Loaded configuration for TDY: 1 features, 60.0% accuracy [2025-09-26T23:11:23.991565] [DEBUG] [LOCAL ] Loaded configuration for NAC: 0 features, 70.0% accuracy [2025-09-26T23:11:23.991732] [DEBUG] [LOCAL ] Loaded configuration for BW: 2 features, 80.0% accuracy [2025-09-26T23:11:23.991850] [DEBUG] [LOCAL ] Loaded configuration for FE: 3 features, 90.0% accuracy [2025-09-26T23:11:23.991966] [DEBUG] [LOCAL ] Loaded configuration for CPAY: 1 features, 80.0% accuracy [2025-09-26T23:11:23.992084] [DEBUG] [LOCAL ] Loaded configuration for HMY: 4 features, 80.0% accuracy [2025-09-26T23:11:23.992212] [DEBUG] [LOCAL ] Loaded configuration for EOD: 2 features, 70.0% accuracy [2025-09-26T23:11:23.992688] [DEBUG] [LOCAL ] Loaded configuration for LSPD: 2 features, 80.0% accuracy [2025-09-26T23:11:23.992799] [DEBUG] [LOCAL ] Loaded configuration for AFB: 0 features, 80.0% accuracy [2025-09-26T23:11:23.992928] [DEBUG] [LOCAL ] Loaded configuration for ZIP: 2 features, 70.0% accuracy [2025-09-26T23:11:23.993039] [DEBUG] [LOCAL ] Loaded configuration for MYD: 1 features, 80.0% accuracy [2025-09-26T23:11:23.993149] [DEBUG] [LOCAL ] Loaded configuration for HPP: 2 features, 70.0% accuracy [2025-09-26T23:11:23.993278] [DEBUG] [LOCAL ] Loaded configuration for RRX: 6 features, 100.0% accuracy [2025-09-26T23:11:23.993413] [DEBUG] [LOCAL ] Loaded configuration for ARLO: 2 features, 60.0% accuracy [2025-09-26T23:11:23.993522] [DEBUG] [LOCAL ] Loaded configuration for NXP: 2 features, 60.0% accuracy [2025-09-26T23:11:23.993660] [DEBUG] [LOCAL ] Loaded configuration for GVA: 2 features, 60.0% accuracy [2025-09-26T23:11:23.993796] [DEBUG] [LOCAL ] Loaded configuration for DTW: 0 features, 90.0% accuracy [2025-09-26T23:11:23.993908] [DEBUG] [LOCAL ] Loaded configuration for AA: 4 features, 90.0% accuracy [2025-09-26T23:11:23.994029] [DEBUG] [LOCAL ] Loaded configuration for GLOB: 1 features, 60.0% accuracy [2025-09-26T23:11:23.994145] [DEBUG] [LOCAL ] Loaded configuration for CDRE: 1 features, 70.0% accuracy [2025-09-26T23:11:23.994253] [DEBUG] [LOCAL ] Loaded configuration for JEQ: 3 features, 90.0% accuracy [2025-09-26T23:11:23.994669] [DEBUG] [LOCAL ] Loaded configuration for CSV: 0 features, 80.0% accuracy [2025-09-26T23:11:23.995023] [DEBUG] [LOCAL ] Loaded configuration for CCS: 2 features, 100.0% accuracy [2025-09-26T23:11:23.995174] [DEBUG] [LOCAL ] Loaded configuration for THIR: 3 features, 90.0% accuracy [2025-09-26T23:11:23.995291] [DEBUG] [LOCAL ] Loaded configuration for PRMB: 3 features, 80.0% accuracy [2025-09-26T23:11:23.995408] [DEBUG] [LOCAL ] Loaded configuration for SRE: 0 features, 70.0% accuracy [2025-09-26T23:11:23.995735] [DEBUG] [LOCAL ] Loaded configuration for FFA: 3 features, 80.0% accuracy [2025-09-26T23:11:23.995847] [DEBUG] [LOCAL ] Loaded configuration for NXN: 1 features, 50.0% accuracy [2025-09-26T23:11:23.995963] [DEBUG] [LOCAL ] Loaded configuration for STE: 2 features, 80.0% accuracy [2025-09-26T23:11:23.996114] [DEBUG] [LOCAL ] Loaded configuration for CCU: 1 features, 70.0% accuracy [2025-09-26T23:11:23.996226] [DEBUG] [LOCAL ] Loaded configuration for GPMT: 2 features, 90.0% accuracy [2025-09-26T23:11:23.996335] [DEBUG] [LOCAL ] Loaded configuration for PKX: 2 features, 60.0% accuracy [2025-09-26T23:11:23.996482] [DEBUG] [LOCAL ] Loaded configuration for CIG: 2 features, 50.0% accuracy [2025-09-26T23:11:23.996619] [DEBUG] [LOCAL ] Loaded configuration for MDST: 1 features, 80.0% accuracy [2025-09-26T23:11:23.996778] [DEBUG] [LOCAL ] Loaded configuration for UZE: 4 features, 60.0% accuracy [2025-09-26T23:11:23.996887] [DEBUG] [LOCAL ] Loaded configuration for SBI: 1 features, 70.0% accuracy [2025-09-26T23:11:23.997004] [DEBUG] [LOCAL ] Loaded configuration for GBX: 3 features, 80.0% accuracy [2025-09-26T23:11:23.997116] [DEBUG] [LOCAL ] Loaded configuration for AIZN: 4 features, 80.0% accuracy [2025-09-26T23:11:23.997574] [DEBUG] [LOCAL ] Loaded configuration for DSU: 3 features, 90.0% accuracy [2025-09-26T23:11:23.997738] [DEBUG] [LOCAL ] Loaded configuration for TPC: 2 features, 80.0% accuracy [2025-09-26T23:11:23.997832] [DEBUG] [LOCAL ] Loaded configuration for EHI: 2 features, 70.0% accuracy [2025-09-26T23:11:23.997930] [DEBUG] [LOCAL ] Loaded configuration for TYG: 4 features, 80.0% accuracy [2025-09-26T23:11:23.998039] [DEBUG] [LOCAL ] Loaded configuration for VLRS: 0 features, 60.0% accuracy [2025-09-26T23:11:23.998154] [DEBUG] [LOCAL ] Loaded configuration for CBNA: 1 features, 70.0% accuracy [2025-09-26T23:11:23.998289] [DEBUG] [LOCAL ] Loaded configuration for UTF: 3 features, 70.0% accuracy [2025-09-26T23:11:23.998422] [DEBUG] [LOCAL ] Loaded configuration for WBS: 0 features, 80.0% accuracy [2025-09-26T23:11:23.998539] [DEBUG] [LOCAL ] Loaded configuration for HAL: 2 features, 80.0% accuracy [2025-09-26T23:11:23.998696] [DEBUG] [LOCAL ] Loaded configuration for ODV: 2 features, 70.0% accuracy [2025-09-26T23:11:23.998850] [DEBUG] [LOCAL ] Loaded configuration for TDG: 2 features, 90.0% accuracy [2025-09-26T23:11:23.998994] [DEBUG] [LOCAL ] Loaded configuration for PDO: 1 features, 50.0% accuracy [2025-09-26T23:11:23.999125] [DEBUG] [LOCAL ] Loaded configuration for BBDO: 2 features, 90.0% accuracy [2025-09-26T23:11:23.999260] [DEBUG] [LOCAL ] Loaded configuration for ENFY: 1 features, 50.0% accuracy [2025-09-26T23:11:23.999397] [DEBUG] [LOCAL ] Loaded configuration for SBR: 4 features, 80.0% accuracy [2025-09-26T23:11:23.999571] [DEBUG] [LOCAL ] Loaded configuration for WU: 3 features, 80.0% accuracy [2025-09-26T23:11:23.999740] [DEBUG] [LOCAL ] Loaded configuration for RYAN: 3 features, 80.0% accuracy [2025-09-26T23:11:23.999934] [DEBUG] [LOCAL ] Loaded configuration for UIS: 4 features, 70.0% accuracy [2025-09-26T23:11:24.000105] [DEBUG] [LOCAL ] Loaded configuration for CAE: 2 features, 60.0% accuracy [2025-09-26T23:11:24.000276] [DEBUG] [LOCAL ] Loaded configuration for CBU: 1 features, 60.0% accuracy [2025-09-26T23:11:24.000794] [DEBUG] [LOCAL ] Loaded configuration for LNC: 2 features, 80.0% accuracy [2025-09-26T23:11:24.000962] [DEBUG] [LOCAL ] Loaded configuration for SBSW: 3 features, 70.0% accuracy [2025-09-26T23:11:24.001106] [DEBUG] [LOCAL ] Loaded configuration for SPRU: 0 features, 60.0% accuracy [2025-09-26T23:11:24.001244] [DEBUG] [LOCAL ] Loaded configuration for TKO: 1 features, 50.0% accuracy [2025-09-26T23:11:24.001384] [DEBUG] [LOCAL ] Loaded configuration for GTY: 4 features, 100.0% accuracy [2025-09-26T23:11:24.001529] [DEBUG] [LOCAL ] Loaded configuration for WEX: 5 features, 90.0% accuracy [2025-09-26T23:11:24.001700] [DEBUG] [LOCAL ] Loaded configuration for SCI: 1 features, 90.0% accuracy [2025-09-26T23:11:24.001864] [DEBUG] [LOCAL ] Loaded configuration for ETW: 3 features, 70.0% accuracy [2025-09-26T23:11:24.002412] [DEBUG] [LOCAL ] Loaded configuration for KFRC: 2 features, 90.0% accuracy [2025-09-26T23:11:24.002558] [DEBUG] [LOCAL ] Loaded configuration for MGA: 1 features, 90.0% accuracy [2025-09-26T23:11:24.002975] [DEBUG] [LOCAL ] Loaded configuration for GEO: 3 features, 90.0% accuracy [2025-09-26T23:11:24.003152] [DEBUG] [LOCAL ] Loaded configuration for SABA: 3 features, 80.0% accuracy [2025-09-26T23:11:24.003297] [DEBUG] [LOCAL ] Loaded configuration for MOV: 2 features, 80.0% accuracy [2025-09-26T23:11:24.003664] [DEBUG] [LOCAL ] Loaded configuration for BIO: 2 features, 70.0% accuracy [2025-09-26T23:11:24.003802] [DEBUG] [LOCAL ] Loaded configuration for HSY: 1 features, 80.0% accuracy [2025-09-26T23:11:24.003926] [DEBUG] [LOCAL ] Loaded configuration for OMF: 1 features, 60.0% accuracy [2025-09-26T23:11:24.004046] [DEBUG] [LOCAL ] Loaded configuration for PJT: 0 features, 70.0% accuracy [2025-09-26T23:11:24.004138] [DEBUG] [LOCAL ] Loaded configuration for DCI: 4 features, 100.0% accuracy [2025-09-26T23:11:24.004229] [DEBUG] [LOCAL ] Loaded configuration for VTN: 2 features, 80.0% accuracy [2025-09-26T23:11:24.004339] [DEBUG] [LOCAL ] Loaded configuration for OIA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.004471] [DEBUG] [LOCAL ] Loaded configuration for MHD: 1 features, 70.0% accuracy [2025-09-26T23:11:24.004582] [DEBUG] [LOCAL ] Loaded configuration for EHC: 3 features, 80.0% accuracy [2025-09-26T23:11:24.004753] [DEBUG] [LOCAL ] Loaded configuration for LTH: 4 features, 80.0% accuracy [2025-09-26T23:11:24.004864] [DEBUG] [LOCAL ] Loaded configuration for SAM: 1 features, 90.0% accuracy [2025-09-26T23:11:24.004975] [DEBUG] [LOCAL ] Loaded configuration for HWM: 3 features, 70.0% accuracy [2025-09-26T23:11:24.005092] [DEBUG] [LOCAL ] Loaded configuration for NXC: 3 features, 70.0% accuracy [2025-09-26T23:11:24.005210] [DEBUG] [LOCAL ] Loaded configuration for VVX: 1 features, 100.0% accuracy [2025-09-26T23:11:24.005348] [DEBUG] [LOCAL ] Loaded configuration for CLS: 3 features, 80.0% accuracy [2025-09-26T23:11:24.005467] [DEBUG] [LOCAL ] Loaded configuration for HOMB: 1 features, 80.0% accuracy [2025-09-26T23:11:24.006021] [DEBUG] [LOCAL ] Loaded configuration for LCII: 2 features, 100.0% accuracy [2025-09-26T23:11:24.006138] [DEBUG] [LOCAL ] Loaded configuration for BDX: 2 features, 80.0% accuracy [2025-09-26T23:11:24.006506] [DEBUG] [LOCAL ] Loaded configuration for HBB: 1 features, 70.0% accuracy [2025-09-26T23:11:24.006680] [DEBUG] [LOCAL ] Loaded configuration for MET: 2 features, 70.0% accuracy [2025-09-26T23:11:24.007020] [DEBUG] [LOCAL ] Loaded configuration for GDV: 1 features, 70.0% accuracy [2025-09-26T23:11:24.007140] [DEBUG] [LOCAL ] Loaded configuration for GE: 1 features, 80.0% accuracy [2025-09-26T23:11:24.007260] [DEBUG] [LOCAL ] Loaded configuration for ATR: 1 features, 80.0% accuracy [2025-09-26T23:11:24.007586] [DEBUG] [LOCAL ] Loaded configuration for BCC: 0 features, 60.0% accuracy [2025-09-26T23:11:24.007783] [DEBUG] [LOCAL ] Loaded configuration for EL: 3 features, 100.0% accuracy [2025-09-26T23:11:24.007894] [DEBUG] [LOCAL ] Loaded configuration for MANU: 1 features, 60.0% accuracy [2025-09-26T23:11:24.008007] [DEBUG] [LOCAL ] Loaded configuration for TMHC: 4 features, 80.0% accuracy [2025-09-26T23:11:24.008138] [DEBUG] [LOCAL ] Loaded configuration for MFM: 1 features, 70.0% accuracy [2025-09-26T23:11:24.008518] [DEBUG] [LOCAL ] Loaded configuration for FR: 1 features, 70.0% accuracy [2025-09-26T23:11:24.008689] [DEBUG] [LOCAL ] Loaded configuration for MCI: 2 features, 60.0% accuracy [2025-09-26T23:11:24.008840] [DEBUG] [LOCAL ] Loaded configuration for WBX: 1 features, 90.0% accuracy [2025-09-26T23:11:24.008960] [DEBUG] [LOCAL ] Loaded configuration for ROG: 2 features, 60.0% accuracy [2025-09-26T23:11:24.009077] [DEBUG] [LOCAL ] Loaded configuration for YRD: 1 features, 60.0% accuracy [2025-09-26T23:11:24.009214] [DEBUG] [LOCAL ] Loaded configuration for SHOC: 2 features, 70.0% accuracy [2025-09-26T23:11:24.009354] [DEBUG] [LOCAL ] Loaded configuration for MQY: 1 features, 70.0% accuracy [2025-09-26T23:11:24.009476] [DEBUG] [LOCAL ] Loaded configuration for GPC: 1 features, 90.0% accuracy [2025-09-26T23:11:24.009617] [DEBUG] [LOCAL ] Loaded configuration for NABL: 3 features, 100.0% accuracy [2025-09-26T23:11:24.009766] [DEBUG] [LOCAL ] Loaded configuration for AWI: 2 features, 80.0% accuracy [2025-09-26T23:11:24.009882] [DEBUG] [LOCAL ] Loaded configuration for GNE: 4 features, 90.0% accuracy [2025-09-26T23:11:24.010027] [DEBUG] [LOCAL ] Loaded configuration for BWLP: 5 features, 90.0% accuracy [2025-09-26T23:11:24.010181] [DEBUG] [LOCAL ] Loaded configuration for MWA: 3 features, 90.0% accuracy [2025-09-26T23:11:24.010300] [DEBUG] [LOCAL ] Loaded configuration for GPN: 2 features, 50.0% accuracy [2025-09-26T23:11:24.010411] [DEBUG] [LOCAL ] Loaded configuration for NLOP: 1 features, 90.0% accuracy [2025-09-26T23:11:24.010528] [DEBUG] [LOCAL ] Loaded configuration for TRGP: 3 features, 80.0% accuracy [2025-09-26T23:11:24.010665] [DEBUG] [LOCAL ] Loaded configuration for INFY: 1 features, 80.0% accuracy [2025-09-26T23:11:24.011082] [DEBUG] [LOCAL ] Loaded configuration for KMX: 4 features, 100.0% accuracy [2025-09-26T23:11:24.011200] [DEBUG] [LOCAL ] Loaded configuration for TM: 2 features, 70.0% accuracy [2025-09-26T23:11:24.011290] [DEBUG] [LOCAL ] Loaded configuration for TOST: 2 features, 60.0% accuracy [2025-09-26T23:11:24.011381] [DEBUG] [LOCAL ] Loaded configuration for MTN: 4 features, 90.0% accuracy [2025-09-26T23:11:24.011498] [DEBUG] [LOCAL ] Loaded configuration for ESTC: 5 features, 90.0% accuracy [2025-09-26T23:11:24.011610] [DEBUG] [LOCAL ] Loaded configuration for BWXT: 2 features, 80.0% accuracy [2025-09-26T23:11:24.012058] [DEBUG] [LOCAL ] Loaded configuration for GRDN: 2 features, 60.0% accuracy [2025-09-26T23:11:24.012173] [DEBUG] [LOCAL ] Loaded configuration for ZH: 4 features, 80.0% accuracy [2025-09-26T23:11:24.012506] [DEBUG] [LOCAL ] Loaded configuration for DRH: 2 features, 60.0% accuracy [2025-09-26T23:11:24.012618] [DEBUG] [LOCAL ] Loaded configuration for SFB: 4 features, 90.0% accuracy [2025-09-26T23:11:24.012800] [DEBUG] [LOCAL ] Loaded configuration for NEUE: 3 features, 70.0% accuracy [2025-09-26T23:11:24.012972] [DEBUG] [LOCAL ] Loaded configuration for FAF: 2 features, 80.0% accuracy [2025-09-26T23:11:24.013071] [DEBUG] [LOCAL ] Loaded configuration for TFC: 4 features, 70.0% accuracy [2025-09-26T23:11:24.013161] [DEBUG] [LOCAL ] Loaded configuration for NVS: 2 features, 60.0% accuracy [2025-09-26T23:11:24.013273] [DEBUG] [LOCAL ] Loaded configuration for NDMO: 2 features, 90.0% accuracy [2025-09-26T23:11:24.013407] [DEBUG] [LOCAL ] Loaded configuration for BOH: 0 features, 60.0% accuracy [2025-09-26T23:11:24.013553] [DEBUG] [LOCAL ] Loaded configuration for MMC: 2 features, 70.0% accuracy [2025-09-26T23:11:24.013706] [DEBUG] [LOCAL ] Loaded configuration for STK: 4 features, 90.0% accuracy [2025-09-26T23:11:24.014187] [DEBUG] [LOCAL ] Loaded configuration for DEO: 3 features, 70.0% accuracy [2025-09-26T23:11:24.014621] [DEBUG] [LOCAL ] Loaded configuration for FERG: 3 features, 60.0% accuracy [2025-09-26T23:11:24.015052] [DEBUG] [LOCAL ] Loaded configuration for JILL: 2 features, 90.0% accuracy [2025-09-26T23:11:24.015486] [DEBUG] [LOCAL ] Loaded configuration for CIA: 0 features, 90.0% accuracy [2025-09-26T23:11:24.015628] [DEBUG] [LOCAL ] Loaded configuration for IFS: 4 features, 70.0% accuracy [2025-09-26T23:11:24.015776] [DEBUG] [LOCAL ] Loaded configuration for SPB: 1 features, 80.0% accuracy [2025-09-26T23:11:24.015941] [DEBUG] [LOCAL ] Loaded configuration for UMC: 4 features, 60.0% accuracy [2025-09-26T23:11:24.016091] [DEBUG] [LOCAL ] Loaded configuration for MMT: 4 features, 60.0% accuracy [2025-09-26T23:11:24.016214] [DEBUG] [LOCAL ] Loaded configuration for TWI: 1 features, 70.0% accuracy [2025-09-26T23:11:24.016399] [DEBUG] [LOCAL ] Loaded configuration for MLM: 4 features, 70.0% accuracy [2025-09-26T23:11:24.016531] [DEBUG] [LOCAL ] Loaded configuration for TPVG: 4 features, 70.0% accuracy [2025-09-26T23:11:24.016663] [DEBUG] [LOCAL ] Loaded configuration for WSR: 1 features, 50.0% accuracy [2025-09-26T23:11:24.016781] [DEBUG] [LOCAL ] Loaded configuration for TDOC: 1 features, 80.0% accuracy [2025-09-26T23:11:24.016900] [DEBUG] [LOCAL ] Loaded configuration for KAI: 2 features, 60.0% accuracy [2025-09-26T23:11:24.017010] [DEBUG] [LOCAL ] Loaded configuration for MUC: 3 features, 80.0% accuracy [2025-09-26T23:11:24.017122] [DEBUG] [LOCAL ] Loaded configuration for ALLY: 2 features, 90.0% accuracy [2025-09-26T23:11:24.017239] [DEBUG] [LOCAL ] Loaded configuration for EDU: 1 features, 80.0% accuracy [2025-09-26T23:11:24.017360] [DEBUG] [LOCAL ] Loaded configuration for TWO: 1 features, 70.0% accuracy [2025-09-26T23:11:24.017477] [DEBUG] [LOCAL ] Loaded configuration for AMTD: 0 features, 50.0% accuracy [2025-09-26T23:11:24.017604] [DEBUG] [LOCAL ] Loaded configuration for PCQ: 2 features, 70.0% accuracy [2025-09-26T23:11:24.017784] [DEBUG] [LOCAL ] Loaded configuration for MTW: 5 features, 90.0% accuracy [2025-09-26T23:11:24.018335] [DEBUG] [LOCAL ] Loaded configuration for FIS: 3 features, 90.0% accuracy [2025-09-26T23:11:24.018462] [DEBUG] [LOCAL ] Loaded configuration for INGR: 5 features, 80.0% accuracy [2025-09-26T23:11:24.018600] [DEBUG] [LOCAL ] Loaded configuration for FINV: 4 features, 80.0% accuracy [2025-09-26T23:11:24.018764] [DEBUG] [LOCAL ] Loaded configuration for ENO: 2 features, 90.0% accuracy [2025-09-26T23:11:24.018893] [DEBUG] [LOCAL ] Loaded configuration for OLP: 2 features, 60.0% accuracy [2025-09-26T23:11:24.019006] [DEBUG] [LOCAL ] Loaded configuration for ROK: 3 features, 90.0% accuracy [2025-09-26T23:11:24.019139] [DEBUG] [LOCAL ] Loaded configuration for WOR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.019272] [DEBUG] [LOCAL ] Loaded configuration for EOG: 3 features, 90.0% accuracy [2025-09-26T23:11:24.019392] [DEBUG] [LOCAL ] Loaded configuration for HQH: 5 features, 100.0% accuracy [2025-09-26T23:11:24.019512] [DEBUG] [LOCAL ] Loaded configuration for ORN: 3 features, 70.0% accuracy [2025-09-26T23:11:24.019629] [DEBUG] [LOCAL ] Loaded configuration for SFBS: 1 features, 80.0% accuracy [2025-09-26T23:11:24.019765] [DEBUG] [LOCAL ] Loaded configuration for WWW: 2 features, 70.0% accuracy [2025-09-26T23:11:24.019873] [DEBUG] [LOCAL ] Loaded configuration for LC: 4 features, 80.0% accuracy [2025-09-26T23:11:24.020028] [DEBUG] [LOCAL ] Loaded configuration for SB: 0 features, 70.0% accuracy [2025-09-26T23:11:24.020140] [DEBUG] [LOCAL ] Loaded configuration for PRKS: 2 features, 70.0% accuracy [2025-09-26T23:11:24.020270] [DEBUG] [LOCAL ] Loaded configuration for VAC: 1 features, 90.0% accuracy [2025-09-26T23:11:24.020755] [DEBUG] [LOCAL ] Loaded configuration for LB: 2 features, 80.0% accuracy [2025-09-26T23:11:24.020893] [DEBUG] [LOCAL ] Loaded configuration for VPV: 1 features, 80.0% accuracy [2025-09-26T23:11:24.021005] [DEBUG] [LOCAL ] Loaded configuration for PMT: 3 features, 90.0% accuracy [2025-09-26T23:11:24.021115] [DEBUG] [LOCAL ] Loaded configuration for SLVM: 2 features, 80.0% accuracy [2025-09-26T23:11:24.021266] [DEBUG] [LOCAL ] Loaded configuration for DOC: 4 features, 70.0% accuracy [2025-09-26T23:11:24.021385] [DEBUG] [LOCAL ] Loaded configuration for GD: 1 features, 100.0% accuracy [2025-09-26T23:11:24.021512] [DEBUG] [LOCAL ] Loaded configuration for MAIN: 1 features, 90.0% accuracy [2025-09-26T23:11:24.021630] [DEBUG] [LOCAL ] Loaded configuration for AL: 1 features, 80.0% accuracy [2025-09-26T23:11:24.021794] [DEBUG] [LOCAL ] Loaded configuration for OOMA: 2 features, 70.0% accuracy [2025-09-26T23:11:24.021924] [DEBUG] [LOCAL ] Loaded configuration for PKST: 2 features, 70.0% accuracy [2025-09-26T23:11:24.022086] [DEBUG] [LOCAL ] Loaded configuration for LVS: 3 features, 80.0% accuracy [2025-09-26T23:11:24.022240] [DEBUG] [LOCAL ] Loaded configuration for NMM: 1 features, 60.0% accuracy [2025-09-26T23:11:24.022357] [DEBUG] [LOCAL ] Loaded configuration for THQ: 1 features, 50.0% accuracy [2025-09-26T23:11:24.022467] [DEBUG] [LOCAL ] Loaded configuration for SJM: 2 features, 80.0% accuracy [2025-09-26T23:11:24.022584] [DEBUG] [LOCAL ] Loaded configuration for ALLE: 3 features, 90.0% accuracy [2025-09-26T23:11:24.022734] [DEBUG] [LOCAL ] Loaded configuration for ANET: 3 features, 70.0% accuracy [2025-09-26T23:11:24.022850] [DEBUG] [LOCAL ] Loaded configuration for PFGC: 1 features, 80.0% accuracy [2025-09-26T23:11:24.023237] [DEBUG] [LOCAL ] Loaded configuration for IDA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.023361] [DEBUG] [LOCAL ] Loaded configuration for QXO: 1 features, 100.0% accuracy [2025-09-26T23:11:24.023503] [DEBUG] [LOCAL ] Loaded configuration for MTAL: 1 features, 70.0% accuracy [2025-09-26T23:11:24.023627] [DEBUG] [LOCAL ] Loaded configuration for IRS: 3 features, 70.0% accuracy [2025-09-26T23:11:24.023784] [DEBUG] [LOCAL ] Loaded configuration for BKH: 3 features, 90.0% accuracy [2025-09-26T23:11:24.024102] [DEBUG] [LOCAL ] Loaded configuration for BGH: 0 features, 80.0% accuracy [2025-09-26T23:11:24.024223] [DEBUG] [LOCAL ] Loaded configuration for VLTO: 2 features, 60.0% accuracy [2025-09-26T23:11:24.024352] [DEBUG] [LOCAL ] Loaded configuration for ONIT: 1 features, 60.0% accuracy [2025-09-26T23:11:24.024464] [DEBUG] [LOCAL ] Loaded configuration for OMC: 1 features, 90.0% accuracy [2025-09-26T23:11:24.024819] [DEBUG] [LOCAL ] Loaded configuration for FN: 2 features, 70.0% accuracy [2025-09-26T23:11:24.024950] [DEBUG] [LOCAL ] Loaded configuration for SON: 1 features, 60.0% accuracy [2025-09-26T23:11:24.025068] [DEBUG] [LOCAL ] Loaded configuration for TRU: 0 features, 70.0% accuracy [2025-09-26T23:11:24.025217] [DEBUG] [LOCAL ] Loaded configuration for FLNG: 3 features, 80.0% accuracy [2025-09-26T23:11:24.025355] [DEBUG] [LOCAL ] Loaded configuration for NMR: 0 features, 80.0% accuracy [2025-09-26T23:11:24.025469] [DEBUG] [LOCAL ] Loaded configuration for BN: 3 features, 60.0% accuracy [2025-09-26T23:11:24.025578] [DEBUG] [LOCAL ] Loaded configuration for RVTY: 3 features, 70.0% accuracy [2025-09-26T23:11:24.026133] [DEBUG] [LOCAL ] Loaded configuration for IVT: 0 features, 50.0% accuracy [2025-09-26T23:11:24.026252] [DEBUG] [LOCAL ] Loaded configuration for ACEL: 3 features, 80.0% accuracy [2025-09-26T23:11:24.026426] [DEBUG] [LOCAL ] Loaded configuration for MODG: 1 features, 90.0% accuracy [2025-09-26T23:11:24.026544] [DEBUG] [LOCAL ] Loaded configuration for RHP: 2 features, 70.0% accuracy [2025-09-26T23:11:24.026921] [DEBUG] [LOCAL ] Loaded configuration for ELV: 8 features, 100.0% accuracy [2025-09-26T23:11:24.027304] [DEBUG] [LOCAL ] Loaded configuration for GGT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.027671] [DEBUG] [LOCAL ] Loaded configuration for JMIA: 2 features, 60.0% accuracy [2025-09-26T23:11:24.027860] [DEBUG] [LOCAL ] Loaded configuration for QD: 1 features, 80.0% accuracy [2025-09-26T23:11:24.028227] [DEBUG] [LOCAL ] Loaded configuration for CLW: 2 features, 70.0% accuracy [2025-09-26T23:11:24.028345] [DEBUG] [LOCAL ] Loaded configuration for AUNA: 2 features, 100.0% accuracy [2025-09-26T23:11:24.028457] [DEBUG] [LOCAL ] Loaded configuration for BCE: 4 features, 70.0% accuracy [2025-09-26T23:11:24.028566] [DEBUG] [LOCAL ] Loaded configuration for TNC: 1 features, 70.0% accuracy [2025-09-26T23:11:24.029017] [DEBUG] [LOCAL ] Loaded configuration for DXYZ: 1 features, 60.0% accuracy [2025-09-26T23:11:24.029158] [DEBUG] [LOCAL ] Loaded configuration for BKE: 4 features, 40.0% accuracy [2025-09-26T23:11:24.029279] [DEBUG] [LOCAL ] Loaded configuration for LND: 3 features, 80.0% accuracy [2025-09-26T23:11:24.029391] [DEBUG] [LOCAL ] Loaded configuration for PK: 2 features, 90.0% accuracy [2025-09-26T23:11:24.029806] [DEBUG] [LOCAL ] Loaded configuration for BRO: 6 features, 100.0% accuracy [2025-09-26T23:11:24.029920] [DEBUG] [LOCAL ] Loaded configuration for SEE: 3 features, 90.0% accuracy [2025-09-26T23:11:24.030042] [DEBUG] [LOCAL ] Loaded configuration for SW: 1 features, 100.0% accuracy [2025-09-26T23:11:24.030165] [DEBUG] [LOCAL ] Loaded configuration for OGN: 5 features, 90.0% accuracy [2025-09-26T23:11:24.030674] [DEBUG] [LOCAL ] Loaded configuration for LGI: 1 features, 70.0% accuracy [2025-09-26T23:11:24.030791] [DEBUG] [LOCAL ] Loaded configuration for GFI: 3 features, 80.0% accuracy [2025-09-26T23:11:24.030964] [DEBUG] [LOCAL ] Loaded configuration for MMD: 1 features, 60.0% accuracy [2025-09-26T23:11:24.031116] [DEBUG] [LOCAL ] Loaded configuration for NBB: 0 features, 60.0% accuracy [2025-09-26T23:11:24.031227] [DEBUG] [LOCAL ] Loaded configuration for BRT: 1 features, 70.0% accuracy [2025-09-26T23:11:24.031339] [DEBUG] [LOCAL ] Loaded configuration for MSDL: 5 features, 70.0% accuracy [2025-09-26T23:11:24.031739] [DEBUG] [LOCAL ] Loaded configuration for DMB: 2 features, 80.0% accuracy [2025-09-26T23:11:24.031857] [DEBUG] [LOCAL ] Loaded configuration for PII: 3 features, 60.0% accuracy [2025-09-26T23:11:24.032186] [DEBUG] [LOCAL ] Loaded configuration for FPI: 3 features, 80.0% accuracy [2025-09-26T23:11:24.032298] [DEBUG] [LOCAL ] Loaded configuration for PMO: 0 features, 70.0% accuracy [2025-09-26T23:11:24.032410] [DEBUG] [LOCAL ] Loaded configuration for SDHY: 3 features, 70.0% accuracy [2025-09-26T23:11:24.032520] [DEBUG] [LOCAL ] Loaded configuration for USFD: 3 features, 80.0% accuracy [2025-09-26T23:11:24.032678] [DEBUG] [LOCAL ] Loaded configuration for CCIF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.032810] [DEBUG] [LOCAL ] Loaded configuration for FDP: 3 features, 90.0% accuracy [2025-09-26T23:11:24.032922] [DEBUG] [LOCAL ] Loaded configuration for BSAC: 3 features, 80.0% accuracy [2025-09-26T23:11:24.033034] [DEBUG] [LOCAL ] Loaded configuration for NCA: 4 features, 80.0% accuracy [2025-09-26T23:11:24.033143] [DEBUG] [LOCAL ] Loaded configuration for SGHC: 1 features, 90.0% accuracy [2025-09-26T23:11:24.033255] [DEBUG] [LOCAL ] Loaded configuration for RFI: 1 features, 50.0% accuracy [2025-09-26T23:11:24.033737] [DEBUG] [LOCAL ] Loaded configuration for HUM: 3 features, 80.0% accuracy [2025-09-26T23:11:24.033873] [DEBUG] [LOCAL ] Loaded configuration for BXMT: 1 features, 60.0% accuracy [2025-09-26T23:11:24.033985] [DEBUG] [LOCAL ] Loaded configuration for SPE: 1 features, 70.0% accuracy [2025-09-26T23:11:24.034117] [DEBUG] [LOCAL ] Loaded configuration for SOLV: 1 features, 70.0% accuracy [2025-09-26T23:11:24.034236] [DEBUG] [LOCAL ] Loaded configuration for WAL: 2 features, 70.0% accuracy [2025-09-26T23:11:24.034358] [DEBUG] [LOCAL ] Loaded configuration for THO: 2 features, 100.0% accuracy [2025-09-26T23:11:24.034474] [DEBUG] [LOCAL ] Loaded configuration for SOJD: 3 features, 70.0% accuracy [2025-09-26T23:11:24.034595] [DEBUG] [LOCAL ] Loaded configuration for OPAD: 1 features, 80.0% accuracy [2025-09-26T23:11:24.035072] [DEBUG] [LOCAL ] Loaded configuration for FMC: 6 features, 80.0% accuracy [2025-09-26T23:11:24.035195] [DEBUG] [LOCAL ] Loaded configuration for KT: 3 features, 60.0% accuracy [2025-09-26T23:11:24.035285] [DEBUG] [LOCAL ] Loaded configuration for UNMA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.035409] [DEBUG] [LOCAL ] Loaded configuration for GIS: 1 features, 90.0% accuracy [2025-09-26T23:11:24.035552] [DEBUG] [LOCAL ] Loaded configuration for AFGC: 4 features, 90.0% accuracy [2025-09-26T23:11:24.035703] [DEBUG] [LOCAL ] Loaded configuration for SWZ: 4 features, 70.0% accuracy [2025-09-26T23:11:24.036068] [DEBUG] [LOCAL ] Loaded configuration for DBRG: 1 features, 60.0% accuracy [2025-09-26T23:11:24.036616] [DEBUG] [LOCAL ] Loaded configuration for DAO: 2 features, 70.0% accuracy [2025-09-26T23:11:24.036791] [DEBUG] [LOCAL ] Loaded configuration for VTS: 3 features, 70.0% accuracy [2025-09-26T23:11:24.036942] [DEBUG] [LOCAL ] Loaded configuration for MMM: 4 features, 90.0% accuracy [2025-09-26T23:11:24.037075] [DEBUG] [LOCAL ] Loaded configuration for AIO: 1 features, 60.0% accuracy [2025-09-26T23:11:24.037553] [DEBUG] [LOCAL ] Loaded configuration for HGV: 5 features, 70.0% accuracy [2025-09-26T23:11:24.037702] [DEBUG] [LOCAL ] Loaded configuration for GTLS: 2 features, 90.0% accuracy [2025-09-26T23:11:24.037823] [DEBUG] [LOCAL ] Loaded configuration for BMEZ: 2 features, 80.0% accuracy [2025-09-26T23:11:24.037934] [DEBUG] [LOCAL ] Loaded configuration for PSTL: 4 features, 80.0% accuracy [2025-09-26T23:11:24.038048] [DEBUG] [LOCAL ] Loaded configuration for GRMN: 1 features, 100.0% accuracy [2025-09-26T23:11:24.038158] [DEBUG] [LOCAL ] Loaded configuration for GCI: 2 features, 50.0% accuracy [2025-09-26T23:11:24.038276] [DEBUG] [LOCAL ] Loaded configuration for AXS: 3 features, 80.0% accuracy [2025-09-26T23:11:24.038386] [DEBUG] [LOCAL ] Loaded configuration for S: 2 features, 70.0% accuracy [2025-09-26T23:11:24.038505] [DEBUG] [LOCAL ] Loaded configuration for VKQ: 3 features, 70.0% accuracy [2025-09-26T23:11:24.038908] [DEBUG] [LOCAL ] Loaded configuration for CHPT: 3 features, 70.0% accuracy [2025-09-26T23:11:24.039061] [DEBUG] [LOCAL ] Loaded configuration for NE: 4 features, 80.0% accuracy [2025-09-26T23:11:24.039438] [DEBUG] [LOCAL ] Loaded configuration for FTS: 4 features, 80.0% accuracy [2025-09-26T23:11:24.039588] [DEBUG] [LOCAL ] Loaded configuration for CCO: 3 features, 100.0% accuracy [2025-09-26T23:11:24.039768] [DEBUG] [LOCAL ] Loaded configuration for RELX: 2 features, 60.0% accuracy [2025-09-26T23:11:24.039882] [DEBUG] [LOCAL ] Loaded configuration for AMP: 1 features, 70.0% accuracy [2025-09-26T23:11:24.040027] [DEBUG] [LOCAL ] Loaded configuration for CBL: 4 features, 60.0% accuracy [2025-09-26T23:11:24.040172] [DEBUG] [LOCAL ] Loaded configuration for NXJ: 1 features, 60.0% accuracy [2025-09-26T23:11:24.040292] [DEBUG] [LOCAL ] Loaded configuration for WPP: 1 features, 40.0% accuracy [2025-09-26T23:11:24.040415] [DEBUG] [LOCAL ] Loaded configuration for CVX: 4 features, 100.0% accuracy [2025-09-26T23:11:24.040899] [DEBUG] [LOCAL ] Loaded configuration for LAZ: 4 features, 70.0% accuracy [2025-09-26T23:11:24.041020] [DEBUG] [LOCAL ] Loaded configuration for IPG: 3 features, 90.0% accuracy [2025-09-26T23:11:24.041185] [DEBUG] [LOCAL ] Loaded configuration for R: 0 features, 90.0% accuracy [2025-09-26T23:11:24.041531] [DEBUG] [LOCAL ] Loaded configuration for ICL: 2 features, 90.0% accuracy [2025-09-26T23:11:24.041672] [DEBUG] [LOCAL ] Loaded configuration for CRM: 1 features, 70.0% accuracy [2025-09-26T23:11:24.041797] [DEBUG] [LOCAL ] Loaded configuration for CNM: 3 features, 80.0% accuracy [2025-09-26T23:11:24.041918] [DEBUG] [LOCAL ] Loaded configuration for SRV: 6 features, 100.0% accuracy [2025-09-26T23:11:24.042043] [DEBUG] [LOCAL ] Loaded configuration for DTG: 2 features, 80.0% accuracy [2025-09-26T23:11:24.042157] [DEBUG] [LOCAL ] Loaded configuration for DTB: 3 features, 70.0% accuracy [2025-09-26T23:11:24.042298] [DEBUG] [LOCAL ] Loaded configuration for MSM: 4 features, 80.0% accuracy [2025-09-26T23:11:24.042762] [DEBUG] [LOCAL ] Loaded configuration for HSHP: 2 features, 70.0% accuracy [2025-09-26T23:11:24.043108] [DEBUG] [LOCAL ] Loaded configuration for COF: 0 features, 70.0% accuracy [2025-09-26T23:11:24.043230] [DEBUG] [LOCAL ] Loaded configuration for CWT: 5 features, 70.0% accuracy [2025-09-26T23:11:24.043573] [DEBUG] [LOCAL ] Loaded configuration for GNT: 2 features, 80.0% accuracy [2025-09-26T23:11:24.043731] [DEBUG] [LOCAL ] Loaded configuration for WTI: 2 features, 90.0% accuracy [2025-09-26T23:11:24.043841] [DEBUG] [LOCAL ] Loaded configuration for AORT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.043972] [DEBUG] [LOCAL ] Loaded configuration for TSI: 3 features, 50.0% accuracy [2025-09-26T23:11:24.044082] [DEBUG] [LOCAL ] Loaded configuration for EVTR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.044171] [DEBUG] [LOCAL ] Loaded configuration for MFG: 2 features, 90.0% accuracy [2025-09-26T23:11:24.044270] [DEBUG] [LOCAL ] Loaded configuration for AFGB: 6 features, 90.0% accuracy [2025-09-26T23:11:24.044380] [DEBUG] [LOCAL ] Loaded configuration for WS: 2 features, 60.0% accuracy [2025-09-26T23:11:24.044509] [DEBUG] [LOCAL ] Loaded configuration for EMN: 2 features, 70.0% accuracy [2025-09-26T23:11:24.044627] [DEBUG] [LOCAL ] Loaded configuration for JOBY: 2 features, 60.0% accuracy [2025-09-26T23:11:24.044774] [DEBUG] [LOCAL ] Loaded configuration for UHAL: 4 features, 100.0% accuracy [2025-09-26T23:11:24.044910] [DEBUG] [LOCAL ] Loaded configuration for ZBH: 2 features, 80.0% accuracy [2025-09-26T23:11:24.045024] [DEBUG] [LOCAL ] Loaded configuration for EMO: 2 features, 70.0% accuracy [2025-09-26T23:11:24.045140] [DEBUG] [LOCAL ] Loaded configuration for RWT: 2 features, 90.0% accuracy [2025-09-26T23:11:24.045253] [DEBUG] [LOCAL ] Loaded configuration for MHN: 2 features, 80.0% accuracy [2025-09-26T23:11:24.045615] [DEBUG] [LOCAL ] Loaded configuration for DOW: 0 features, 70.0% accuracy [2025-09-26T23:11:24.046012] [DEBUG] [LOCAL ] Loaded configuration for KMT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.046122] [DEBUG] [LOCAL ] Loaded configuration for RKT: 3 features, 90.0% accuracy [2025-09-26T23:11:24.046232] [DEBUG] [LOCAL ] Loaded configuration for NRUC: 0 features, 60.0% accuracy [2025-09-26T23:11:24.046349] [DEBUG] [LOCAL ] Loaded configuration for SSTK: 2 features, 80.0% accuracy [2025-09-26T23:11:24.046522] [DEBUG] [LOCAL ] Loaded configuration for NGVT: 0 features, 80.0% accuracy [2025-09-26T23:11:24.046958] [DEBUG] [LOCAL ] Loaded configuration for HRB: 1 features, 60.0% accuracy [2025-09-26T23:11:24.047082] [DEBUG] [LOCAL ] Loaded configuration for MOD: 1 features, 80.0% accuracy [2025-09-26T23:11:24.047194] [DEBUG] [LOCAL ] Loaded configuration for VYX: 2 features, 100.0% accuracy [2025-09-26T23:11:24.047306] [DEBUG] [LOCAL ] Loaded configuration for PUMP: 5 features, 70.0% accuracy [2025-09-26T23:11:24.047417] [DEBUG] [LOCAL ] Loaded configuration for LVWR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.047525] [DEBUG] [LOCAL ] Loaded configuration for ETY: 3 features, 80.0% accuracy [2025-09-26T23:11:24.047691] [DEBUG] [LOCAL ] Loaded configuration for A: 3 features, 80.0% accuracy [2025-09-26T23:11:24.047827] [DEBUG] [LOCAL ] Loaded configuration for LOB: 3 features, 80.0% accuracy [2025-09-26T23:11:24.047973] [DEBUG] [LOCAL ] Loaded configuration for NPK: 2 features, 70.0% accuracy [2025-09-26T23:11:24.048309] [DEBUG] [LOCAL ] Loaded configuration for IMAX: 3 features, 90.0% accuracy [2025-09-26T23:11:24.048429] [DEBUG] [LOCAL ] Loaded configuration for ZIM: 2 features, 70.0% accuracy [2025-09-26T23:11:24.048768] [DEBUG] [LOCAL ] Loaded configuration for BRC: 3 features, 60.0% accuracy [2025-09-26T23:11:24.048890] [DEBUG] [LOCAL ] Loaded configuration for BA: 3 features, 90.0% accuracy [2025-09-26T23:11:24.049008] [DEBUG] [LOCAL ] Loaded configuration for PFN: 2 features, 80.0% accuracy [2025-09-26T23:11:24.049118] [DEBUG] [LOCAL ] Loaded configuration for KNSL: 2 features, 70.0% accuracy [2025-09-26T23:11:24.049567] [DEBUG] [LOCAL ] Loaded configuration for KOF: 1 features, 50.0% accuracy [2025-09-26T23:11:24.049720] [DEBUG] [LOCAL ] Loaded configuration for RITM: 3 features, 100.0% accuracy [2025-09-26T23:11:24.049839] [DEBUG] [LOCAL ] Loaded configuration for FRA: 2 features, 70.0% accuracy [2025-09-26T23:11:24.049956] [DEBUG] [LOCAL ] Loaded configuration for STLA: 4 features, 90.0% accuracy [2025-09-26T23:11:24.050075] [DEBUG] [LOCAL ] Loaded configuration for SCHW: 3 features, 70.0% accuracy [2025-09-26T23:11:24.050193] [DEBUG] [LOCAL ] Loaded configuration for RCI: 4 features, 80.0% accuracy [2025-09-26T23:11:24.050339] [DEBUG] [LOCAL ] Loaded configuration for MCN: 1 features, 60.0% accuracy [2025-09-26T23:11:24.050736] [DEBUG] [LOCAL ] Loaded configuration for IDT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.051057] [DEBUG] [LOCAL ] Loaded configuration for HYI: 2 features, 100.0% accuracy [2025-09-26T23:11:24.051177] [DEBUG] [LOCAL ] Loaded configuration for SKE: 1 features, 70.0% accuracy [2025-09-26T23:11:24.051620] [DEBUG] [LOCAL ] Loaded configuration for MAC: 4 features, 80.0% accuracy [2025-09-26T23:11:24.051768] [DEBUG] [LOCAL ] Loaded configuration for OKE: 4 features, 70.0% accuracy [2025-09-26T23:11:24.051874] [DEBUG] [LOCAL ] Loaded configuration for SPG: 3 features, 60.0% accuracy [2025-09-26T23:11:24.051983] [DEBUG] [LOCAL ] Loaded configuration for ITW: 4 features, 90.0% accuracy [2025-09-26T23:11:24.052135] [DEBUG] [LOCAL ] Loaded configuration for CBRE: 3 features, 80.0% accuracy [2025-09-26T23:11:24.052265] [DEBUG] [LOCAL ] Loaded configuration for PCOR: 1 features, 70.0% accuracy [2025-09-26T23:11:24.052402] [DEBUG] [LOCAL ] Loaded configuration for SBS: 2 features, 70.0% accuracy [2025-09-26T23:11:24.052511] [DEBUG] [LOCAL ] Loaded configuration for PFH: 2 features, 60.0% accuracy [2025-09-26T23:11:24.052630] [DEBUG] [LOCAL ] Loaded configuration for SUPV: 4 features, 90.0% accuracy [2025-09-26T23:11:24.052771] [DEBUG] [LOCAL ] Loaded configuration for SNAP: 6 features, 100.0% accuracy [2025-09-26T23:11:24.052885] [DEBUG] [LOCAL ] Loaded configuration for U: 0 features, 80.0% accuracy [2025-09-26T23:11:24.053014] [DEBUG] [LOCAL ] Loaded configuration for RTO: 0 features, 70.0% accuracy [2025-09-26T23:11:24.053135] [DEBUG] [LOCAL ] Loaded configuration for PSF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.053276] [DEBUG] [LOCAL ] Loaded configuration for PNNT: 2 features, 80.0% accuracy [2025-09-26T23:11:24.053448] [DEBUG] [LOCAL ] Loaded configuration for PSBD: 4 features, 60.0% accuracy [2025-09-26T23:11:24.053577] [DEBUG] [LOCAL ] Loaded configuration for PSN: 3 features, 90.0% accuracy [2025-09-26T23:11:24.053721] [DEBUG] [LOCAL ] Loaded configuration for TUYA: 2 features, 50.0% accuracy [2025-09-26T23:11:24.053830] [DEBUG] [LOCAL ] Loaded configuration for GETY: 2 features, 40.0% accuracy [2025-09-26T23:11:24.053940] [DEBUG] [LOCAL ] Loaded configuration for PDS: 3 features, 60.0% accuracy [2025-09-26T23:11:24.054068] [DEBUG] [LOCAL ] Loaded configuration for DHX: 2 features, 70.0% accuracy [2025-09-26T23:11:24.054207] [DEBUG] [LOCAL ] Loaded configuration for LNG: 2 features, 60.0% accuracy [2025-09-26T23:11:24.054342] [DEBUG] [LOCAL ] Loaded configuration for WSO: 0 features, 60.0% accuracy [2025-09-26T23:11:24.054459] [DEBUG] [LOCAL ] Loaded configuration for CNS: 0 features, 70.0% accuracy [2025-09-26T23:11:24.054578] [DEBUG] [LOCAL ] Loaded configuration for SMP: 4 features, 80.0% accuracy [2025-09-26T23:11:24.054718] [DEBUG] [LOCAL ] Loaded configuration for BWG: 0 features, 60.0% accuracy [2025-09-26T23:11:24.054847] [DEBUG] [LOCAL ] Loaded configuration for LXP: 0 features, 70.0% accuracy [2025-09-26T23:11:24.054958] [DEBUG] [LOCAL ] Loaded configuration for PAYC: 2 features, 70.0% accuracy [2025-09-26T23:11:24.055083] [DEBUG] [LOCAL ] Loaded configuration for SNX: 1 features, 80.0% accuracy [2025-09-26T23:11:24.055194] [DEBUG] [LOCAL ] Loaded configuration for ABM: 2 features, 70.0% accuracy [2025-09-26T23:11:24.055322] [DEBUG] [LOCAL ] Loaded configuration for AIG: 2 features, 70.0% accuracy [2025-09-26T23:11:24.055441] [DEBUG] [LOCAL ] Loaded configuration for TEL: 1 features, 90.0% accuracy [2025-09-26T23:11:24.055565] [DEBUG] [LOCAL ] Loaded configuration for GAB: 2 features, 90.0% accuracy [2025-09-26T23:11:24.055712] [DEBUG] [LOCAL ] Loaded configuration for HIX: 2 features, 70.0% accuracy [2025-09-26T23:11:24.056191] [DEBUG] [LOCAL ] Loaded configuration for BMN: 4 features, 90.0% accuracy [2025-09-26T23:11:24.056313] [DEBUG] [LOCAL ] Loaded configuration for DINO: 2 features, 100.0% accuracy [2025-09-26T23:11:24.056484] [DEBUG] [LOCAL ] Loaded configuration for OC: 2 features, 100.0% accuracy [2025-09-26T23:11:24.056600] [DEBUG] [LOCAL ] Loaded configuration for UVE: 2 features, 90.0% accuracy [2025-09-26T23:11:24.056760] [DEBUG] [LOCAL ] Loaded configuration for MSI: 0 features, 60.0% accuracy [2025-09-26T23:11:24.056877] [DEBUG] [LOCAL ] Loaded configuration for CACI: 0 features, 70.0% accuracy [2025-09-26T23:11:24.057022] [DEBUG] [LOCAL ] Loaded configuration for MPA: 2 features, 90.0% accuracy [2025-09-26T23:11:24.057139] [DEBUG] [LOCAL ] Loaded configuration for GEV: 2 features, 80.0% accuracy [2025-09-26T23:11:24.057246] [DEBUG] [LOCAL ] Loaded configuration for GNW: 3 features, 80.0% accuracy [2025-09-26T23:11:24.057361] [DEBUG] [LOCAL ] Loaded configuration for RMMZ: 5 features, 80.0% accuracy [2025-09-26T23:11:24.057475] [DEBUG] [LOCAL ] Loaded configuration for NPWR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.057938] [DEBUG] [LOCAL ] Loaded configuration for GWRE: 3 features, 80.0% accuracy [2025-09-26T23:11:24.058075] [DEBUG] [LOCAL ] Loaded configuration for MTUS: 1 features, 70.0% accuracy [2025-09-26T23:11:24.058192] [DEBUG] [LOCAL ] Loaded configuration for IHD: 1 features, 80.0% accuracy [2025-09-26T23:11:24.058323] [DEBUG] [LOCAL ] Loaded configuration for NNI: 0 features, 80.0% accuracy [2025-09-26T23:11:24.058467] [DEBUG] [LOCAL ] Loaded configuration for NCV: 3 features, 90.0% accuracy [2025-09-26T23:11:24.058595] [DEBUG] [LOCAL ] Loaded configuration for SGU: 1 features, 60.0% accuracy [2025-09-26T23:11:24.058760] [DEBUG] [LOCAL ] Loaded configuration for MEI: 0 features, 70.0% accuracy [2025-09-26T23:11:24.058878] [DEBUG] [LOCAL ] Loaded configuration for URI: 5 features, 40.0% accuracy [2025-09-26T23:11:24.059015] [DEBUG] [LOCAL ] Loaded configuration for SPH: 3 features, 60.0% accuracy [2025-09-26T23:11:24.059134] [DEBUG] [LOCAL ] Loaded configuration for SBH: 2 features, 70.0% accuracy [2025-09-26T23:11:24.059475] [DEBUG] [LOCAL ] Loaded configuration for FTHY: 3 features, 100.0% accuracy [2025-09-26T23:11:24.059587] [DEBUG] [LOCAL ] Loaded configuration for IH: 4 features, 80.0% accuracy [2025-09-26T23:11:24.060048] [DEBUG] [LOCAL ] Loaded configuration for CLCO: 3 features, 90.0% accuracy [2025-09-26T23:11:24.060409] [DEBUG] [LOCAL ] Loaded configuration for COHR: 3 features, 70.0% accuracy [2025-09-26T23:11:24.060546] [DEBUG] [LOCAL ] Loaded configuration for BBAR: 4 features, 90.0% accuracy [2025-09-26T23:11:24.060712] [DEBUG] [LOCAL ] Loaded configuration for BOND: 3 features, 70.0% accuracy [2025-09-26T23:11:24.060851] [DEBUG] [LOCAL ] Loaded configuration for MHO: 1 features, 60.0% accuracy [2025-09-26T23:11:24.060967] [DEBUG] [LOCAL ] Loaded configuration for CFR: 1 features, 70.0% accuracy [2025-09-26T23:11:24.061076] [DEBUG] [LOCAL ] Loaded configuration for TDF: 2 features, 80.0% accuracy [2025-09-26T23:11:24.061203] [DEBUG] [LOCAL ] Loaded configuration for ALK: 1 features, 80.0% accuracy [2025-09-26T23:11:24.061312] [DEBUG] [LOCAL ] Loaded configuration for WY: 3 features, 60.0% accuracy [2025-09-26T23:11:24.061757] [DEBUG] [LOCAL ] Loaded configuration for KW: 3 features, 70.0% accuracy [2025-09-26T23:11:24.061904] [DEBUG] [LOCAL ] Loaded configuration for MMU: 2 features, 70.0% accuracy [2025-09-26T23:11:24.062373] [DEBUG] [LOCAL ] Loaded configuration for FBIN: 3 features, 80.0% accuracy [2025-09-26T23:11:24.062900] [DEBUG] [LOCAL ] Loaded configuration for JRS: 1 features, 80.0% accuracy [2025-09-26T23:11:24.063455] [DEBUG] [LOCAL ] Loaded configuration for LOAR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.063574] [DEBUG] [LOCAL ] Loaded configuration for AMG: 0 features, 90.0% accuracy [2025-09-26T23:11:24.063718] [DEBUG] [LOCAL ] Loaded configuration for SVV: 3 features, 70.0% accuracy [2025-09-26T23:11:24.063851] [DEBUG] [LOCAL ] Loaded configuration for STT: 1 features, 70.0% accuracy [2025-09-26T23:11:24.064326] [DEBUG] [LOCAL ] Loaded configuration for GOLF: 5 features, 80.0% accuracy [2025-09-26T23:11:24.064458] [DEBUG] [LOCAL ] Loaded configuration for FRO: 2 features, 90.0% accuracy [2025-09-26T23:11:24.064575] [DEBUG] [LOCAL ] Loaded configuration for GWH: 3 features, 90.0% accuracy [2025-09-26T23:11:24.064727] [DEBUG] [LOCAL ] Loaded configuration for KKR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.065126] [DEBUG] [LOCAL ] Loaded configuration for IRM: 5 features, 70.0% accuracy [2025-09-26T23:11:24.065263] [DEBUG] [LOCAL ] Loaded configuration for GDDY: 2 features, 80.0% accuracy [2025-09-26T23:11:24.065591] [DEBUG] [LOCAL ] Loaded configuration for LAW: 2 features, 60.0% accuracy [2025-09-26T23:11:24.065746] [DEBUG] [LOCAL ] Loaded configuration for GENI: 1 features, 70.0% accuracy [2025-09-26T23:11:24.065863] [DEBUG] [LOCAL ] Loaded configuration for WKC: 1 features, 60.0% accuracy [2025-09-26T23:11:24.065971] [DEBUG] [LOCAL ] Loaded configuration for VTR: 1 features, 70.0% accuracy [2025-09-26T23:11:24.066392] [DEBUG] [LOCAL ] Loaded configuration for JCI: 3 features, 70.0% accuracy [2025-09-26T23:11:24.066531] [DEBUG] [LOCAL ] Loaded configuration for NET: 2 features, 70.0% accuracy [2025-09-26T23:11:24.066727] [DEBUG] [LOCAL ] Loaded configuration for MUSA: 2 features, 70.0% accuracy [2025-09-26T23:11:24.066846] [DEBUG] [LOCAL ] Loaded configuration for VRTS: 2 features, 50.0% accuracy [2025-09-26T23:11:24.066962] [DEBUG] [LOCAL ] Loaded configuration for CLVT: 4 features, 80.0% accuracy [2025-09-26T23:11:24.067072] [DEBUG] [LOCAL ] Loaded configuration for SR: 2 features, 90.0% accuracy [2025-09-26T23:11:24.067187] [DEBUG] [LOCAL ] Loaded configuration for BFLY: 3 features, 60.0% accuracy [2025-09-26T23:11:24.067578] [DEBUG] [LOCAL ] Loaded configuration for KB: 2 features, 70.0% accuracy [2025-09-26T23:11:24.067990] [DEBUG] [LOCAL ] Loaded configuration for ETJ: 1 features, 50.0% accuracy [2025-09-26T23:11:24.068142] [DEBUG] [LOCAL ] Loaded configuration for ZWS: 2 features, 60.0% accuracy [2025-09-26T23:11:24.068275] [DEBUG] [LOCAL ] Loaded configuration for CRT: 1 features, 60.0% accuracy [2025-09-26T23:11:24.068408] [DEBUG] [LOCAL ] Loaded configuration for CAL: 2 features, 70.0% accuracy [2025-09-26T23:11:24.068722] [DEBUG] [LOCAL ] Loaded configuration for IAG: 4 features, 70.0% accuracy [2025-09-26T23:11:24.068834] [DEBUG] [LOCAL ] Loaded configuration for MEG: 2 features, 50.0% accuracy [2025-09-26T23:11:24.069187] [DEBUG] [LOCAL ] Loaded configuration for GRNT: 4 features, 90.0% accuracy [2025-09-26T23:11:24.069754] [DEBUG] [LOCAL ] Loaded configuration for KFS: 1 features, 60.0% accuracy [2025-09-26T23:11:24.069872] [DEBUG] [LOCAL ] Loaded configuration for RIG: 4 features, 70.0% accuracy [2025-09-26T23:11:24.070001] [DEBUG] [LOCAL ] Loaded configuration for MC: 1 features, 80.0% accuracy [2025-09-26T23:11:24.070135] [DEBUG] [LOCAL ] Loaded configuration for MED: 3 features, 70.0% accuracy [2025-09-26T23:11:24.070254] [DEBUG] [LOCAL ] Loaded configuration for SWX: 3 features, 70.0% accuracy [2025-09-26T23:11:24.070362] [DEBUG] [LOCAL ] Loaded configuration for BXP: 4 features, 70.0% accuracy [2025-09-26T23:11:24.070472] [DEBUG] [LOCAL ] Loaded configuration for ZTS: 1 features, 90.0% accuracy [2025-09-26T23:11:24.070592] [DEBUG] [LOCAL ] Loaded configuration for ZTO: 1 features, 70.0% accuracy [2025-09-26T23:11:24.070777] [DEBUG] [LOCAL ] Loaded configuration for MUX: 1 features, 80.0% accuracy [2025-09-26T23:11:24.070891] [DEBUG] [LOCAL ] Loaded configuration for GIL: 3 features, 70.0% accuracy [2025-09-26T23:11:24.071009] [DEBUG] [LOCAL ] Loaded configuration for EQV: 2 features, 60.0% accuracy [2025-09-26T23:11:24.071384] [DEBUG] [LOCAL ] Loaded configuration for COMP: 6 features, 90.0% accuracy [2025-09-26T23:11:24.071724] [DEBUG] [LOCAL ] Loaded configuration for CPT: 0 features, 70.0% accuracy [2025-09-26T23:11:24.071815] [DEBUG] [LOCAL ] Loaded configuration for BUD: 0 features, 80.0% accuracy [2025-09-26T23:11:24.071913] [DEBUG] [LOCAL ] Loaded configuration for AI: 1 features, 90.0% accuracy [2025-09-26T23:11:24.072029] [DEBUG] [LOCAL ] Loaded configuration for CRGY: 4 features, 80.0% accuracy [2025-09-26T23:11:24.072566] [DEBUG] [LOCAL ] Loaded configuration for BHP: 2 features, 90.0% accuracy [2025-09-26T23:11:24.072711] [DEBUG] [LOCAL ] Loaded configuration for HR: 3 features, 70.0% accuracy [2025-09-26T23:11:24.072841] [DEBUG] [LOCAL ] Loaded configuration for MSGE: 2 features, 80.0% accuracy [2025-09-26T23:11:24.072991] [DEBUG] [LOCAL ] Loaded configuration for BTE: 1 features, 90.0% accuracy [2025-09-26T23:11:24.073114] [DEBUG] [LOCAL ] Loaded configuration for SEMR: 2 features, 80.0% accuracy [2025-09-26T23:11:24.073255] [DEBUG] [LOCAL ] Loaded configuration for OUT: 2 features, 70.0% accuracy [2025-09-26T23:11:24.073819] [DEBUG] [LOCAL ] Loaded configuration for GCTS: 3 features, 60.0% accuracy [2025-09-26T23:11:24.073933] [DEBUG] [LOCAL ] Loaded configuration for SII: 2 features, 90.0% accuracy [2025-09-26T23:11:24.074045] [DEBUG] [LOCAL ] Loaded configuration for FOF: 2 features, 90.0% accuracy [2025-09-26T23:11:24.074154] [DEBUG] [LOCAL ] Loaded configuration for RLI: 5 features, 90.0% accuracy [2025-09-26T23:11:24.074262] [DEBUG] [LOCAL ] Loaded configuration for UNP: 1 features, 80.0% accuracy [2025-09-26T23:11:24.074371] [DEBUG] [LOCAL ] Loaded configuration for TRC: 1 features, 40.0% accuracy [2025-09-26T23:11:24.074798] [DEBUG] [LOCAL ] Loaded configuration for HZO: 3 features, 80.0% accuracy [2025-09-26T23:11:24.075183] [DEBUG] [LOCAL ] Loaded configuration for IONQ: 0 features, 40.0% accuracy [2025-09-26T23:11:24.075328] [DEBUG] [LOCAL ] Loaded configuration for DSL: 3 features, 60.0% accuracy [2025-09-26T23:11:24.075442] [DEBUG] [LOCAL ] Loaded configuration for GSK: 1 features, 60.0% accuracy [2025-09-26T23:11:24.075588] [DEBUG] [LOCAL ] Loaded configuration for NIM: 1 features, 90.0% accuracy [2025-09-26T23:11:24.075745] [DEBUG] [LOCAL ] Loaded configuration for NPV: 0 features, 70.0% accuracy [2025-09-26T23:11:24.076153] [DEBUG] [LOCAL ] Loaded configuration for LW: 2 features, 70.0% accuracy [2025-09-26T23:11:24.076266] [DEBUG] [LOCAL ] Loaded configuration for VICI: 2 features, 80.0% accuracy [2025-09-26T23:11:24.076428] [DEBUG] [LOCAL ] Loaded configuration for MITP: 3 features, 70.0% accuracy [2025-09-26T23:11:24.076518] [DEBUG] [LOCAL ] Loaded configuration for DDL: 2 features, 90.0% accuracy [2025-09-26T23:11:24.076606] [DEBUG] [LOCAL ] Loaded configuration for PBH: 4 features, 90.0% accuracy [2025-09-26T23:11:24.076743] [DEBUG] [LOCAL ] Loaded configuration for PRI: 2 features, 70.0% accuracy [2025-09-26T23:11:24.077097] [DEBUG] [LOCAL ] Loaded configuration for BBUC: 5 features, 70.0% accuracy [2025-09-26T23:11:24.077221] [DEBUG] [LOCAL ] Loaded configuration for AWP: 2 features, 70.0% accuracy [2025-09-26T23:11:24.077331] [DEBUG] [LOCAL ] Loaded configuration for ESE: 2 features, 80.0% accuracy [2025-09-26T23:11:24.077440] [DEBUG] [LOCAL ] Loaded configuration for WRBY: 3 features, 90.0% accuracy [2025-09-26T23:11:24.077555] [DEBUG] [LOCAL ] Loaded configuration for FCN: 3 features, 60.0% accuracy [2025-09-26T23:11:24.078079] [DEBUG] [LOCAL ] Loaded configuration for FVR: 3 features, 60.0% accuracy [2025-09-26T23:11:24.078499] [DEBUG] [LOCAL ] Loaded configuration for GAM: 1 features, 90.0% accuracy [2025-09-26T23:11:24.078687] [DEBUG] [LOCAL ] Loaded configuration for GFL: 3 features, 90.0% accuracy [2025-09-26T23:11:24.078803] [DEBUG] [LOCAL ] Loaded configuration for RSG: 3 features, 70.0% accuracy [2025-09-26T23:11:24.079161] [DEBUG] [LOCAL ] Loaded configuration for CMU: 3 features, 50.0% accuracy [2025-09-26T23:11:24.079531] [DEBUG] [LOCAL ] Loaded configuration for HTGC: 2 features, 80.0% accuracy [2025-09-26T23:11:24.079902] [DEBUG] [LOCAL ] Loaded configuration for IFN: 3 features, 80.0% accuracy [2025-09-26T23:11:24.080041] [DEBUG] [LOCAL ] Loaded configuration for MYN: 3 features, 80.0% accuracy [2025-09-26T23:11:24.080151] [DEBUG] [LOCAL ] Loaded configuration for ATHM: 1 features, 70.0% accuracy [2025-09-26T23:11:24.080268] [DEBUG] [LOCAL ] Loaded configuration for BLDR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.080397] [DEBUG] [LOCAL ] Loaded configuration for DECK: 2 features, 50.0% accuracy [2025-09-26T23:11:24.080505] [DEBUG] [LOCAL ] Loaded configuration for GNK: 3 features, 100.0% accuracy [2025-09-26T23:11:24.080623] [DEBUG] [LOCAL ] Loaded configuration for SMFG: 2 features, 60.0% accuracy [2025-09-26T23:11:24.080798] [DEBUG] [LOCAL ] Loaded configuration for VBF: 1 features, 80.0% accuracy [2025-09-26T23:11:24.080909] [DEBUG] [LOCAL ] Loaded configuration for BGX: 2 features, 80.0% accuracy [2025-09-26T23:11:24.081039] [DEBUG] [LOCAL ] Loaded configuration for KMPB: 5 features, 70.0% accuracy [2025-09-26T23:11:24.081165] [DEBUG] [LOCAL ] Loaded configuration for OEC: 1 features, 90.0% accuracy [2025-09-26T23:11:24.081296] [DEBUG] [LOCAL ] Loaded configuration for WAT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.081413] [DEBUG] [LOCAL ] Loaded configuration for TDW: 1 features, 70.0% accuracy [2025-09-26T23:11:24.081543] [DEBUG] [LOCAL ] Loaded configuration for ALSN: 2 features, 70.0% accuracy [2025-09-26T23:11:24.081676] [DEBUG] [LOCAL ] Loaded configuration for NTB: 2 features, 70.0% accuracy [2025-09-26T23:11:24.081787] [DEBUG] [LOCAL ] Loaded configuration for SPGI: 3 features, 50.0% accuracy [2025-09-26T23:11:24.082123] [DEBUG] [LOCAL ] Loaded configuration for INVX: 2 features, 70.0% accuracy [2025-09-26T23:11:24.082235] [DEBUG] [LOCAL ] Loaded configuration for SCD: 4 features, 80.0% accuracy [2025-09-26T23:11:24.082345] [DEBUG] [LOCAL ] Loaded configuration for KTB: 2 features, 90.0% accuracy [2025-09-26T23:11:24.082684] [DEBUG] [LOCAL ] Loaded configuration for EOI: 3 features, 80.0% accuracy [2025-09-26T23:11:24.082834] [DEBUG] [LOCAL ] Loaded configuration for NCZ: 1 features, 80.0% accuracy [2025-09-26T23:11:24.082971] [DEBUG] [LOCAL ] Loaded configuration for LOW: 2 features, 80.0% accuracy [2025-09-26T23:11:24.083405] [DEBUG] [LOCAL ] Loaded configuration for LNN: 4 features, 70.0% accuracy [2025-09-26T23:11:24.083527] [DEBUG] [LOCAL ] Loaded configuration for DIAX: 5 features, 90.0% accuracy [2025-09-26T23:11:24.083671] [DEBUG] [LOCAL ] Loaded configuration for PAG: 1 features, 70.0% accuracy [2025-09-26T23:11:24.084083] [DEBUG] [LOCAL ] Loaded configuration for GF: 3 features, 70.0% accuracy [2025-09-26T23:11:24.084197] [DEBUG] [LOCAL ] Loaded configuration for GKOS: 3 features, 70.0% accuracy [2025-09-26T23:11:24.084313] [DEBUG] [LOCAL ] Loaded configuration for DOV: 5 features, 80.0% accuracy [2025-09-26T23:11:24.084433] [DEBUG] [LOCAL ] Loaded configuration for TBI: 2 features, 90.0% accuracy [2025-09-26T23:11:24.084558] [DEBUG] [LOCAL ] Loaded configuration for TRAK: 1 features, 60.0% accuracy [2025-09-26T23:11:24.084924] [DEBUG] [LOCAL ] Loaded configuration for JLL: 3 features, 70.0% accuracy [2025-09-26T23:11:24.085095] [DEBUG] [LOCAL ] Loaded configuration for MGF: 1 features, 60.0% accuracy [2025-09-26T23:11:24.085213] [DEBUG] [LOCAL ] Loaded configuration for HPQ: 0 features, 60.0% accuracy [2025-09-26T23:11:24.085341] [DEBUG] [LOCAL ] Loaded configuration for AON: 1 features, 70.0% accuracy [2025-09-26T23:11:24.085450] [DEBUG] [LOCAL ] Loaded configuration for NCLH: 1 features, 70.0% accuracy [2025-09-26T23:11:24.085559] [DEBUG] [LOCAL ] Loaded configuration for UL: 1 features, 70.0% accuracy [2025-09-26T23:11:24.085717] [DEBUG] [LOCAL ] Loaded configuration for FCF: 3 features, 90.0% accuracy [2025-09-26T23:11:24.085834] [DEBUG] [LOCAL ] Loaded configuration for CQP: 1 features, 50.0% accuracy [2025-09-26T23:11:24.085959] [DEBUG] [LOCAL ] Loaded configuration for SOL: 3 features, 90.0% accuracy [2025-09-26T23:11:24.086049] [DEBUG] [LOCAL ] Loaded configuration for WELL: 4 features, 80.0% accuracy [2025-09-26T23:11:24.086142] [DEBUG] [LOCAL ] Loaded configuration for VVR: 4 features, 80.0% accuracy [2025-09-26T23:11:24.086592] [DEBUG] [LOCAL ] Loaded configuration for AVNS: 2 features, 70.0% accuracy [2025-09-26T23:11:24.086754] [DEBUG] [LOCAL ] Loaded configuration for CVI: 1 features, 80.0% accuracy [2025-09-26T23:11:24.086872] [DEBUG] [LOCAL ] Loaded configuration for SPNT: 3 features, 70.0% accuracy [2025-09-26T23:11:24.087018] [DEBUG] [LOCAL ] Loaded configuration for NBXG: 3 features, 70.0% accuracy [2025-09-26T23:11:24.087127] [DEBUG] [LOCAL ] Loaded configuration for CNQ: 0 features, 70.0% accuracy [2025-09-26T23:11:24.087237] [DEBUG] [LOCAL ] Loaded configuration for CHCT: 6 features, 80.0% accuracy [2025-09-26T23:11:24.087579] [DEBUG] [LOCAL ] Loaded configuration for BSBR: 1 features, 70.0% accuracy [2025-09-26T23:11:24.087736] [DEBUG] [LOCAL ] Loaded configuration for VZ: 1 features, 80.0% accuracy [2025-09-26T23:11:24.087847] [DEBUG] [LOCAL ] Loaded configuration for AMH: 1 features, 50.0% accuracy [2025-09-26T23:11:24.087964] [DEBUG] [LOCAL ] Loaded configuration for DOCS: 3 features, 100.0% accuracy [2025-09-26T23:11:24.088106] [DEBUG] [LOCAL ] Loaded configuration for NGS: 1 features, 60.0% accuracy [2025-09-26T23:11:24.088214] [DEBUG] [LOCAL ] Loaded configuration for OVV: 1 features, 90.0% accuracy [2025-09-26T23:11:24.088322] [DEBUG] [LOCAL ] Loaded configuration for BAC: 3 features, 100.0% accuracy [2025-09-26T23:11:24.088431] [DEBUG] [LOCAL ] Loaded configuration for TPH: 3 features, 90.0% accuracy [2025-09-26T23:11:24.088790] [DEBUG] [LOCAL ] Loaded configuration for HEQ: 4 features, 90.0% accuracy [2025-09-26T23:11:24.088909] [DEBUG] [LOCAL ] Loaded configuration for SSB: 2 features, 80.0% accuracy [2025-09-26T23:11:24.089045] [DEBUG] [LOCAL ] Loaded configuration for MGR: 1 features, 80.0% accuracy [2025-09-26T23:11:24.089159] [DEBUG] [LOCAL ] Loaded configuration for TK: 0 features, 80.0% accuracy [2025-09-26T23:11:24.089268] [DEBUG] [LOCAL ] Loaded configuration for NVGS: 2 features, 70.0% accuracy [2025-09-26T23:11:24.089383] [DEBUG] [LOCAL ] Loaded configuration for ISD: 0 features, 70.0% accuracy [2025-09-26T23:11:24.089476] [DEBUG] [LOCAL ] Loaded configuration for PMM: 3 features, 100.0% accuracy [2025-09-26T23:11:24.089586] [DEBUG] [LOCAL ] Loaded configuration for WEAV: 2 features, 40.0% accuracy [2025-09-26T23:11:24.089746] [DEBUG] [LOCAL ] Loaded configuration for WFG: 0 features, 50.0% accuracy [2025-09-26T23:11:24.089891] [DEBUG] [LOCAL ] Loaded configuration for FLR: 0 features, 60.0% accuracy [2025-09-26T23:11:24.090286] [DEBUG] [LOCAL ] Loaded configuration for AXTA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.090408] [DEBUG] [LOCAL ] Loaded configuration for SU: 3 features, 80.0% accuracy [2025-09-26T23:11:24.090527] [DEBUG] [LOCAL ] Loaded configuration for MYI: 2 features, 90.0% accuracy [2025-09-26T23:11:24.090718] [DEBUG] [LOCAL ] Loaded configuration for LDP: 4 features, 90.0% accuracy [2025-09-26T23:11:24.090847] [DEBUG] [LOCAL ] Loaded configuration for CXE: 3 features, 80.0% accuracy [2025-09-26T23:11:24.090964] [DEBUG] [LOCAL ] Loaded configuration for DY: 2 features, 80.0% accuracy [2025-09-26T23:11:24.091083] [DEBUG] [LOCAL ] Loaded configuration for DBL: 3 features, 80.0% accuracy [2025-09-26T23:11:24.091207] [DEBUG] [LOCAL ] Loaded configuration for STAG: 3 features, 80.0% accuracy [2025-09-26T23:11:24.091323] [DEBUG] [LOCAL ] Loaded configuration for RNR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.091431] [DEBUG] [LOCAL ] Loaded configuration for CX: 2 features, 80.0% accuracy [2025-09-26T23:11:24.091547] [DEBUG] [LOCAL ] Loaded configuration for WM: 3 features, 60.0% accuracy [2025-09-26T23:11:24.091720] [DEBUG] [LOCAL ] Loaded configuration for DAL: 3 features, 80.0% accuracy [2025-09-26T23:11:24.091830] [DEBUG] [LOCAL ] Loaded configuration for PBT: 3 features, 60.0% accuracy [2025-09-26T23:11:24.092009] [DEBUG] [LOCAL ] Loaded configuration for NMT: 3 features, 80.0% accuracy [2025-09-26T23:11:24.092121] [DEBUG] [LOCAL ] Loaded configuration for SAH: 1 features, 90.0% accuracy [2025-09-26T23:11:24.092616] [DEBUG] [LOCAL ] Loaded configuration for HYTR: 2 features, 80.0% accuracy [2025-09-26T23:11:24.092768] [DEBUG] [LOCAL ] Loaded configuration for BROS: 2 features, 50.0% accuracy [2025-09-26T23:11:24.092916] [DEBUG] [LOCAL ] Loaded configuration for CC: 2 features, 80.0% accuracy [2025-09-26T23:11:24.093050] [DEBUG] [LOCAL ] Loaded configuration for PACS: 1 features, 80.0% accuracy [2025-09-26T23:11:24.093160] [DEBUG] [LOCAL ] Loaded configuration for DEA: 1 features, 90.0% accuracy [2025-09-26T23:11:24.093271] [DEBUG] [LOCAL ] Loaded configuration for PIPR: 3 features, 70.0% accuracy [2025-09-26T23:11:24.093402] [DEBUG] [LOCAL ] Loaded configuration for SKT: 2 features, 70.0% accuracy [2025-09-26T23:11:24.093511] [DEBUG] [LOCAL ] Loaded configuration for BOOT: 1 features, 70.0% accuracy [2025-09-26T23:11:24.093621] [DEBUG] [LOCAL ] Loaded configuration for PCM: 1 features, 50.0% accuracy [2025-09-26T23:11:24.093762] [DEBUG] [LOCAL ] Loaded configuration for CMSA: 2 features, 90.0% accuracy [2025-09-26T23:11:24.093880] [DEBUG] [LOCAL ] Loaded configuration for UTZ: 2 features, 80.0% accuracy [2025-09-26T23:11:24.094240] [DEBUG] [LOCAL ] Loaded configuration for CBAN: 2 features, 80.0% accuracy [2025-09-26T23:11:24.094384] [DEBUG] [LOCAL ] Loaded configuration for SLB: 2 features, 80.0% accuracy [2025-09-26T23:11:24.094507] [DEBUG] [LOCAL ] Loaded configuration for VGM: 0 features, 60.0% accuracy [2025-09-26T23:11:24.094620] [DEBUG] [LOCAL ] Loaded configuration for SPXC: 2 features, 90.0% accuracy [2025-09-26T23:11:24.094982] [DEBUG] [LOCAL ] Loaded configuration for HSBC: 2 features, 90.0% accuracy [2025-09-26T23:11:24.095124] [DEBUG] [LOCAL ] Loaded configuration for NOG: 3 features, 60.0% accuracy [2025-09-26T23:11:24.095240] [DEBUG] [LOCAL ] Loaded configuration for TRTX: 3 features, 70.0% accuracy [2025-09-26T23:11:24.095370] [DEBUG] [LOCAL ] Loaded configuration for SHG: 6 features, 80.0% accuracy [2025-09-26T23:11:24.095480] [DEBUG] [LOCAL ] Loaded configuration for GNTY: 3 features, 80.0% accuracy [2025-09-26T23:11:24.095604] [DEBUG] [LOCAL ] Loaded configuration for FOR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.095758] [DEBUG] [LOCAL ] Loaded configuration for SLF: 1 features, 80.0% accuracy [2025-09-26T23:11:24.096233] [DEBUG] [LOCAL ] Loaded configuration for KRC: 2 features, 90.0% accuracy [2025-09-26T23:11:24.096375] [DEBUG] [LOCAL ] Loaded configuration for SKY: 0 features, 70.0% accuracy [2025-09-26T23:11:24.096499] [DEBUG] [LOCAL ] Loaded configuration for UA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.096615] [DEBUG] [LOCAL ] Loaded configuration for EGO: 4 features, 70.0% accuracy [2025-09-26T23:11:24.096766] [DEBUG] [LOCAL ] Loaded configuration for EQR: 4 features, 80.0% accuracy [2025-09-26T23:11:24.096905] [DEBUG] [LOCAL ] Loaded configuration for MAS: 1 features, 80.0% accuracy [2025-09-26T23:11:24.097022] [DEBUG] [LOCAL ] Loaded configuration for SITC: 4 features, 80.0% accuracy [2025-09-26T23:11:24.097131] [DEBUG] [LOCAL ] Loaded configuration for WLKP: 4 features, 50.0% accuracy [2025-09-26T23:11:24.097241] [DEBUG] [LOCAL ] Loaded configuration for PERF: 3 features, 90.0% accuracy [2025-09-26T23:11:24.097356] [DEBUG] [LOCAL ] Loaded configuration for SSL: 1 features, 50.0% accuracy [2025-09-26T23:11:24.097495] [DEBUG] [LOCAL ] Loaded configuration for SXT: 3 features, 70.0% accuracy [2025-09-26T23:11:24.097604] [DEBUG] [LOCAL ] Loaded configuration for IBP: 3 features, 60.0% accuracy [2025-09-26T23:11:24.097767] [DEBUG] [LOCAL ] Loaded configuration for UGP: 2 features, 80.0% accuracy [2025-09-26T23:11:24.097914] [DEBUG] [LOCAL ] Loaded configuration for FUL: 3 features, 70.0% accuracy [2025-09-26T23:11:24.098024] [DEBUG] [LOCAL ] Loaded configuration for YSG: 1 features, 80.0% accuracy [2025-09-26T23:11:24.098356] [DEBUG] [LOCAL ] Loaded configuration for DLY: 3 features, 70.0% accuracy [2025-09-26T23:11:24.098473] [DEBUG] [LOCAL ] Loaded configuration for CSAN: 1 features, 60.0% accuracy [2025-09-26T23:11:24.098602] [DEBUG] [LOCAL ] Loaded configuration for VFC: 1 features, 70.0% accuracy [2025-09-26T23:11:24.098761] [DEBUG] [LOCAL ] Loaded configuration for CDP: 1 features, 70.0% accuracy [2025-09-26T23:11:24.098869] [DEBUG] [LOCAL ] Loaded configuration for NVRI: 1 features, 80.0% accuracy [2025-09-26T23:11:24.098999] [DEBUG] [LOCAL ] Loaded configuration for AIT: 2 features, 70.0% accuracy [2025-09-26T23:11:24.099088] [DEBUG] [LOCAL ] Loaded configuration for TKC: 0 features, 80.0% accuracy [2025-09-26T23:11:24.099178] [DEBUG] [LOCAL ] Loaded configuration for SPIR: 5 features, 80.0% accuracy [2025-09-26T23:11:24.099288] [DEBUG] [LOCAL ] Loaded configuration for BMA: 2 features, 80.0% accuracy [2025-09-26T23:11:24.099396] [DEBUG] [LOCAL ] Loaded configuration for SLGN: 5 features, 80.0% accuracy [2025-09-26T23:11:24.099536] [DEBUG] [LOCAL ] Loaded configuration for MPV: 2 features, 70.0% accuracy [2025-09-26T23:11:24.099673] [DEBUG] [LOCAL ] Loaded configuration for BKD: 2 features, 80.0% accuracy [2025-09-26T23:11:24.099791] [DEBUG] [LOCAL ] Loaded configuration for PAM: 2 features, 80.0% accuracy [2025-09-26T23:11:24.099931] [DEBUG] [LOCAL ] Loaded configuration for MNSO: 3 features, 90.0% accuracy [2025-09-26T23:11:24.100046] [DEBUG] [LOCAL ] Loaded configuration for DOCN: 3 features, 80.0% accuracy [2025-09-26T23:11:24.100186] [DEBUG] [LOCAL ] Loaded configuration for NJR: 3 features, 90.0% accuracy [2025-09-26T23:11:24.100629] [DEBUG] [LOCAL ] Loaded configuration for CNA: 3 features, 90.0% accuracy [2025-09-26T23:11:24.100775] [DEBUG] [LOCAL ] Loaded configuration for UI: 2 features, 70.0% accuracy [2025-09-26T23:11:24.100910] [DEBUG] [LOCAL ] Loaded configuration for GIC: 3 features, 60.0% accuracy [2025-09-26T23:11:24.101041] [DEBUG] [LOCAL ] Loaded configuration for GLW: 3 features, 70.0% accuracy [2025-09-26T23:11:24.101159] [DEBUG] [LOCAL ] Loaded configuration for PFSI: 1 features, 70.0% accuracy [2025-09-26T23:11:24.101267] [DEBUG] [LOCAL ] Loaded configuration for PDX: 1 features, 80.0% accuracy [2025-09-26T23:11:24.101375] [DEBUG] [LOCAL ] Loaded configuration for RFM: 1 features, 90.0% accuracy [2025-09-26T23:11:24.101484] [DEBUG] [LOCAL ] Loaded configuration for VMC: 2 features, 70.0% accuracy [2025-09-26T23:11:24.101592] [DEBUG] [LOCAL ] Loaded configuration for FTK: 0 features, 90.0% accuracy [2025-09-26T23:11:24.101728] [DEBUG] [LOCAL ] Loaded configuration for CPNG: 2 features, 80.0% accuracy [2025-09-26T23:11:24.101833] [DEBUG] [LOCAL ] Loaded configuration for WINN: 2 features, 80.0% accuracy [2025-09-26T23:11:24.101970] [DEBUG] [LOCAL ] Loaded configuration for MSCI: 2 features, 70.0% accuracy [2025-09-26T23:11:24.102448] [DEBUG] [LOCAL ] Loaded configuration for CDLR: 2 features, 80.0% accuracy [2025-09-26T23:11:24.102541] [DEBUG] [LOCAL ] Loaded configuration for GOOS: 2 features, 90.0% accuracy [2025-09-26T23:11:24.102667] [DEBUG] [LOCAL ] Loaded configuration for TEN: 2 features, 100.0% accuracy [2025-09-26T23:11:24.103061] [DEBUG] [LOCAL ] Loaded configuration for JRI: 1 features, 70.0% accuracy [2025-09-26T23:11:24.103247] [DEBUG] [LOCAL ] Loaded configuration for ALIT: 3 features, 90.0% accuracy [2025-09-26T23:11:24.103366] [DEBUG] [LOCAL ] Loaded configuration for KOP: 2 features, 50.0% accuracy [2025-09-26T23:11:24.103476] [DEBUG] [LOCAL ] Loaded configuration for JBGS: 3 features, 70.0% accuracy [2025-09-26T23:11:24.103631] [DEBUG] [LOCAL ] Loaded configuration for ASIX: 2 features, 90.0% accuracy [2025-09-26T23:11:24.103804] [DEBUG] [LOCAL ] Loaded configuration for DE: 2 features, 70.0% accuracy [2025-09-26T23:11:24.103944] [DEBUG] [LOCAL ] Loaded configuration for FGN: 5 features, 70.0% accuracy [2025-09-26T23:11:24.104065] [DEBUG] [LOCAL ] Loaded configuration for TPL: 1 features, 80.0% accuracy [2025-09-26T23:11:24.104173] [DEBUG] [LOCAL ] Loaded configuration for PIM: 1 features, 60.0% accuracy [2025-09-26T23:11:24.104552] [DEBUG] [LOCAL ] Loaded configuration for FSM: 4 features, 90.0% accuracy [2025-09-26T23:11:24.104689] [DEBUG] [LOCAL ] Loaded configuration for GPRK: 3 features, 90.0% accuracy [2025-09-26T23:11:24.104834] [DEBUG] [LOCAL ] Loaded configuration for UNM: 0 features, 70.0% accuracy [2025-09-26T23:11:24.104944] [DEBUG] [LOCAL ] Loaded configuration for LDOS: 2 features, 80.0% accuracy [2025-09-26T23:11:24.105060] [DEBUG] [LOCAL ] Loaded configuration for PL: 1 features, 90.0% accuracy [2025-09-26T23:11:24.105171] [DEBUG] [LOCAL ] Loaded configuration for BK: 5 features, 90.0% accuracy [2025-09-26T23:11:24.105279] [DEBUG] [LOCAL ] Loaded configuration for STZ: 2 features, 80.0% accuracy [2025-09-26T23:11:24.105409] [DEBUG] [LOCAL ] Loaded configuration for LTC: 2 features, 60.0% accuracy [2025-09-26T23:11:24.105519] [DEBUG] [LOCAL ] Loaded configuration for WOLF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.105636] [DEBUG] [LOCAL ] Loaded configuration for PAI: 1 features, 80.0% accuracy [2025-09-26T23:11:24.105780] [DEBUG] [LOCAL ] Loaded configuration for TJX: 2 features, 70.0% accuracy [2025-09-26T23:11:24.105917] [DEBUG] [LOCAL ] Loaded configuration for HKD: 3 features, 70.0% accuracy [2025-09-26T23:11:24.106025] [DEBUG] [LOCAL ] Loaded configuration for AMTM: 2 features, 80.0% accuracy [2025-09-26T23:11:24.106141] [DEBUG] [LOCAL ] Loaded configuration for GBTG: 1 features, 60.0% accuracy [2025-09-26T23:11:24.106257] [DEBUG] [LOCAL ] Loaded configuration for RC: 1 features, 70.0% accuracy [2025-09-26T23:11:24.106601] [DEBUG] [LOCAL ] Loaded configuration for HBI: 1 features, 60.0% accuracy [2025-09-26T23:11:24.106754] [DEBUG] [LOCAL ] Loaded configuration for STWD: 0 features, 80.0% accuracy [2025-09-26T23:11:24.106862] [DEBUG] [LOCAL ] Loaded configuration for UP: 1 features, 80.0% accuracy [2025-09-26T23:11:24.106999] [DEBUG] [LOCAL ] Loaded configuration for NPCT: 2 features, 90.0% accuracy [2025-09-26T23:11:24.107126] [DEBUG] [LOCAL ] Loaded configuration for CNNE: 3 features, 80.0% accuracy [2025-09-26T23:11:24.107242] [DEBUG] [LOCAL ] Loaded configuration for CMCM: 1 features, 70.0% accuracy [2025-09-26T23:11:24.107358] [DEBUG] [LOCAL ] Loaded configuration for PRLB: 4 features, 80.0% accuracy [2025-09-26T23:11:24.107473] [DEBUG] [LOCAL ] Loaded configuration for PGZ: 1 features, 60.0% accuracy [2025-09-26T23:11:24.107807] [DEBUG] [LOCAL ] Loaded configuration for HRI: 0 features, 40.0% accuracy [2025-09-26T23:11:24.107920] [DEBUG] [LOCAL ] Loaded configuration for YUM: 1 features, 90.0% accuracy [2025-09-26T23:11:24.108030] [DEBUG] [LOCAL ] Loaded configuration for BRCC: 2 features, 90.0% accuracy [2025-09-26T23:11:24.108166] [DEBUG] [LOCAL ] Loaded configuration for ARW: 4 features, 90.0% accuracy [2025-09-26T23:11:24.108274] [DEBUG] [LOCAL ] Loaded configuration for OI: 0 features, 70.0% accuracy [2025-09-26T23:11:24.108405] [DEBUG] [LOCAL ] Loaded configuration for ABBV: 4 features, 90.0% accuracy [2025-09-26T23:11:24.108522] [DEBUG] [LOCAL ] Loaded configuration for VNO: 3 features, 100.0% accuracy [2025-09-26T23:11:24.108668] [DEBUG] [LOCAL ] Loaded configuration for JFR: 3 features, 60.0% accuracy [2025-09-26T23:11:24.108793] [DEBUG] [LOCAL ] Loaded configuration for AGX: 1 features, 50.0% accuracy [2025-09-26T23:11:24.108924] [DEBUG] [LOCAL ] Loaded configuration for GIB: 4 features, 80.0% accuracy [2025-09-26T23:11:24.109066] [DEBUG] [LOCAL ] Loaded configuration for CHGG: 4 features, 90.0% accuracy [2025-09-26T23:11:24.109476] [DEBUG] [LOCAL ] Loaded configuration for DUK: 2 features, 90.0% accuracy [2025-09-26T23:11:24.109824] [DEBUG] [LOCAL ] Loaded configuration for HLX: 4 features, 90.0% accuracy [2025-09-26T23:11:24.110189] [DEBUG] [LOCAL ] Loaded configuration for ITGR: 3 features, 70.0% accuracy [2025-09-26T23:11:24.110309] [DEBUG] [LOCAL ] Loaded configuration for AEE: 0 features, 70.0% accuracy [2025-09-26T23:11:24.110425] [DEBUG] [LOCAL ] Loaded configuration for RBLX: 3 features, 80.0% accuracy [2025-09-26T23:11:24.110540] [DEBUG] [LOCAL ] Loaded configuration for EXR: 1 features, 60.0% accuracy [2025-09-26T23:11:24.110959] [DEBUG] [LOCAL ] Loaded configuration for CNI: 1 features, 50.0% accuracy [2025-09-26T23:11:24.111077] [DEBUG] [LOCAL ] Loaded configuration for EVG: 0 features, 70.0% accuracy [2025-09-26T23:11:24.111213] [DEBUG] [LOCAL ] Loaded configuration for MHF: 2 features, 70.0% accuracy [2025-09-26T23:11:24.111322] [DEBUG] [LOCAL ] Loaded configuration for DDT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.111436] [DEBUG] [LOCAL ] Loaded configuration for ST: 1 features, 50.0% accuracy [2025-09-26T23:11:24.111545] [DEBUG] [LOCAL ] Loaded configuration for ENIC: 2 features, 100.0% accuracy [2025-09-26T23:11:24.111714] [DEBUG] [LOCAL ] Loaded configuration for MMI: 2 features, 80.0% accuracy [2025-09-26T23:11:24.111834] [DEBUG] [LOCAL ] Loaded configuration for TDC: 4 features, 90.0% accuracy [2025-09-26T23:11:24.111961] [DEBUG] [LOCAL ] Loaded configuration for RIV: 3 features, 80.0% accuracy [2025-09-26T23:11:24.112340] [DEBUG] [LOCAL ] Loaded configuration for GOF: 2 features, 70.0% accuracy [2025-09-26T23:11:24.112452] [DEBUG] [LOCAL ] Loaded configuration for UE: 2 features, 80.0% accuracy [2025-09-26T23:11:24.112562] [DEBUG] [LOCAL ] Loaded configuration for APAM: 2 features, 70.0% accuracy [2025-09-26T23:11:24.112710] [DEBUG] [LOCAL ] Loaded configuration for AVA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.113073] [DEBUG] [LOCAL ] Loaded configuration for HMN: 0 features, 80.0% accuracy [2025-09-26T23:11:24.113193] [DEBUG] [LOCAL ] Loaded configuration for ADX: 3 features, 80.0% accuracy [2025-09-26T23:11:24.113300] [DEBUG] [LOCAL ] Loaded configuration for WTRG: 0 features, 70.0% accuracy [2025-09-26T23:11:24.113615] [DEBUG] [LOCAL ] Loaded configuration for CRL: 1 features, 70.0% accuracy [2025-09-26T23:11:24.113763] [DEBUG] [LOCAL ] Loaded configuration for JPM: 3 features, 90.0% accuracy [2025-09-26T23:11:24.113899] [DEBUG] [LOCAL ] Loaded configuration for BTO: 1 features, 80.0% accuracy [2025-09-26T23:11:24.114018] [DEBUG] [LOCAL ] Loaded configuration for GROV: 4 features, 80.0% accuracy [2025-09-26T23:11:24.114126] [DEBUG] [LOCAL ] Loaded configuration for XPRO: 3 features, 70.0% accuracy [2025-09-26T23:11:24.114234] [DEBUG] [LOCAL ] Loaded configuration for ZK: 2 features, 90.0% accuracy [2025-09-26T23:11:24.114350] [DEBUG] [LOCAL ] Loaded configuration for ATO: 4 features, 80.0% accuracy [2025-09-26T23:11:24.114495] [DEBUG] [LOCAL ] Loaded configuration for UAN: 0 features, 70.0% accuracy [2025-09-26T23:11:24.114604] [DEBUG] [LOCAL ] Loaded configuration for CGAU: 2 features, 90.0% accuracy [2025-09-26T23:11:24.114755] [DEBUG] [LOCAL ] Loaded configuration for MOH: 1 features, 80.0% accuracy [2025-09-26T23:11:24.114872] [DEBUG] [LOCAL ] Loaded configuration for FC: 2 features, 100.0% accuracy [2025-09-26T23:11:24.114982] [DEBUG] [LOCAL ] Loaded configuration for TAK: 1 features, 70.0% accuracy [2025-09-26T23:11:24.115100] [DEBUG] [LOCAL ] Loaded configuration for TD: 4 features, 90.0% accuracy [2025-09-26T23:11:24.115210] [DEBUG] [LOCAL ] Loaded configuration for AGL: 1 features, 70.0% accuracy [2025-09-26T23:11:24.115580] [DEBUG] [LOCAL ] Loaded configuration for KRG: 3 features, 70.0% accuracy [2025-09-26T23:11:24.115740] [DEBUG] [LOCAL ] Loaded configuration for EOT: 1 features, 60.0% accuracy [2025-09-26T23:11:24.116242] [DEBUG] [LOCAL ] Loaded configuration for KNTK: 1 features, 80.0% accuracy [2025-09-26T23:11:24.116386] [DEBUG] [LOCAL ] Loaded configuration for IR: 1 features, 60.0% accuracy [2025-09-26T23:11:24.116509] [DEBUG] [LOCAL ] Loaded configuration for EVR: 1 features, 70.0% accuracy [2025-09-26T23:11:24.116661] [DEBUG] [LOCAL ] Loaded configuration for TFPM: 4 features, 100.0% accuracy [2025-09-26T23:11:24.117133] [DEBUG] [LOCAL ] Loaded configuration for EAT: 2 features, 80.0% accuracy [2025-09-26T23:11:24.117245] [DEBUG] [LOCAL ] Loaded configuration for V: 2 features, 80.0% accuracy [2025-09-26T23:11:24.117335] [DEBUG] [LOCAL ] Loaded configuration for CIMN: 2 features, 80.0% accuracy [2025-09-26T23:11:24.117749] [DEBUG] [LOCAL ] Loaded configuration for G: 1 features, 70.0% accuracy [2025-09-26T23:11:24.118077] [DEBUG] [LOCAL ] Loaded configuration for FTWO: 3 features, 100.0% accuracy [2025-09-26T23:11:24.118236] [DEBUG] [LOCAL ] Loaded configuration for SPMC: 2 features, 60.0% accuracy [2025-09-26T23:11:24.118386] [DEBUG] [LOCAL ] Loaded configuration for AUB: 2 features, 70.0% accuracy [2025-09-26T23:11:24.118544] [DEBUG] [LOCAL ] Loaded configuration for BYD: 1 features, 80.0% accuracy [2025-09-26T23:11:24.118969] [DEBUG] [LOCAL ] Loaded configuration for ING: 2 features, 80.0% accuracy [2025-09-26T23:11:24.119100] [DEBUG] [LOCAL ] Loaded configuration for BEN: 0 features, 70.0% accuracy [2025-09-26T23:11:24.119229] [DEBUG] [LOCAL ] Loaded configuration for VCV: 2 features, 60.0% accuracy [2025-09-26T23:11:24.119353] [DEBUG] [LOCAL ] Loaded configuration for HOV: 2 features, 70.0% accuracy [2025-09-26T23:11:24.119775] [DEBUG] [LOCAL ] Loaded configuration for CAG: 2 features, 80.0% accuracy [2025-09-26T23:11:24.119905] [DEBUG] [LOCAL ] Loaded configuration for DLX: 2 features, 70.0% accuracy [2025-09-26T23:11:24.120010] [DEBUG] [LOCAL ] Loaded configuration for USPH: 4 features, 80.0% accuracy [2025-09-26T23:11:24.120122] [DEBUG] [LOCAL ] Loaded configuration for ESRT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.120241] [DEBUG] [LOCAL ] Loaded configuration for FBRT: 1 features, 70.0% accuracy [2025-09-26T23:11:24.120359] [DEBUG] [LOCAL ] Loaded configuration for PFO: 2 features, 90.0% accuracy [2025-09-26T23:11:24.120466] [DEBUG] [LOCAL ] Loaded configuration for TFIN: 1 features, 80.0% accuracy [2025-09-26T23:11:24.120582] [DEBUG] [LOCAL ] Loaded configuration for CALX: 0 features, 60.0% accuracy [2025-09-26T23:11:24.120877] [DEBUG] [LOCAL ] Loaded configuration for ERO: 1 features, 60.0% accuracy [2025-09-26T23:11:24.121007] [DEBUG] [LOCAL ] Loaded configuration for NFJ: 1 features, 80.0% accuracy [2025-09-26T23:11:24.121122] [DEBUG] [LOCAL ] Loaded configuration for AFGD: 2 features, 70.0% accuracy [2025-09-26T23:11:24.121238] [DEBUG] [LOCAL ] Loaded configuration for EMP: 5 features, 70.0% accuracy [2025-09-26T23:11:24.121594] [DEBUG] [LOCAL ] Loaded configuration for FI: 3 features, 90.0% accuracy [2025-09-26T23:11:24.122045] [DEBUG] [LOCAL ] Loaded configuration for GDO: 5 features, 90.0% accuracy [2025-09-26T23:11:24.122159] [DEBUG] [LOCAL ] Loaded configuration for REXR: 0 features, 80.0% accuracy [2025-09-26T23:11:24.122268] [DEBUG] [LOCAL ] Loaded configuration for UNF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.122407] [DEBUG] [LOCAL ] Loaded configuration for MKL: 5 features, 80.0% accuracy [2025-09-26T23:11:24.122518] [DEBUG] [LOCAL ] Loaded configuration for NWN: 2 features, 70.0% accuracy [2025-09-26T23:11:24.122627] [DEBUG] [LOCAL ] Loaded configuration for BNY: 1 features, 60.0% accuracy [2025-09-26T23:11:24.122787] [DEBUG] [LOCAL ] Loaded configuration for GCO: 1 features, 60.0% accuracy [2025-09-26T23:11:24.123214] [DEBUG] [LOCAL ] Loaded configuration for FLC: 0 features, 80.0% accuracy [2025-09-26T23:11:24.123348] [DEBUG] [LOCAL ] Loaded configuration for SRI: 3 features, 70.0% accuracy [2025-09-26T23:11:24.123479] [DEBUG] [LOCAL ] Loaded configuration for FNV: 3 features, 70.0% accuracy [2025-09-26T23:11:24.123865] [DEBUG] [LOCAL ] Loaded configuration for FG: 1 features, 70.0% accuracy [2025-09-26T23:11:24.123986] [DEBUG] [LOCAL ] Loaded configuration for GXO: 0 features, 70.0% accuracy [2025-09-26T23:11:24.124375] [DEBUG] [LOCAL ] Loaded configuration for COUR: 6 features, 70.0% accuracy [2025-09-26T23:11:24.124515] [DEBUG] [LOCAL ] Loaded configuration for AGM: 3 features, 80.0% accuracy [2025-09-26T23:11:24.124625] [DEBUG] [LOCAL ] Loaded configuration for GRND: 4 features, 70.0% accuracy [2025-09-26T23:11:24.124992] [DEBUG] [LOCAL ] Loaded configuration for BBY: 4 features, 70.0% accuracy [2025-09-26T23:11:24.125114] [DEBUG] [LOCAL ] Loaded configuration for BIPJ: 0 features, 80.0% accuracy [2025-09-26T23:11:24.125630] [DEBUG] [LOCAL ] Loaded configuration for GFF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.126025] [DEBUG] [LOCAL ] Loaded configuration for COOK: 2 features, 70.0% accuracy [2025-09-26T23:11:24.126336] [DEBUG] [LOCAL ] Loaded configuration for BURL: 4 features, 80.0% accuracy [2025-09-26T23:11:24.126527] [DEBUG] [LOCAL ] Loaded configuration for AVB: 1 features, 80.0% accuracy [2025-09-26T23:11:24.126668] [DEBUG] [LOCAL ] Loaded configuration for RBC: 4 features, 60.0% accuracy [2025-09-26T23:11:24.126784] [DEBUG] [LOCAL ] Loaded configuration for HLLY: 0 features, 80.0% accuracy [2025-09-26T23:11:24.126894] [DEBUG] [LOCAL ] Loaded configuration for PML: 0 features, 60.0% accuracy [2025-09-26T23:11:24.127024] [DEBUG] [LOCAL ] Loaded configuration for MFC: 3 features, 90.0% accuracy [2025-09-26T23:11:24.127134] [DEBUG] [LOCAL ] Loaded configuration for CIM: 3 features, 60.0% accuracy [2025-09-26T23:11:24.127242] [DEBUG] [LOCAL ] Loaded configuration for NOK: 2 features, 80.0% accuracy [2025-09-26T23:11:24.127359] [DEBUG] [LOCAL ] Loaded configuration for VST: 5 features, 100.0% accuracy [2025-09-26T23:11:24.127468] [DEBUG] [LOCAL ] Loaded configuration for AMTB: 5 features, 90.0% accuracy [2025-09-26T23:11:24.127575] [DEBUG] [LOCAL ] Loaded configuration for HY: 1 features, 80.0% accuracy [2025-09-26T23:11:24.127719] [DEBUG] [LOCAL ] Loaded configuration for NRDY: 4 features, 70.0% accuracy [2025-09-26T23:11:24.128130] [DEBUG] [LOCAL ] Loaded configuration for IIPR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.128584] [DEBUG] [LOCAL ] Loaded configuration for IRT: 1 features, 50.0% accuracy [2025-09-26T23:11:24.128755] [DEBUG] [LOCAL ] Loaded configuration for TY: 3 features, 90.0% accuracy [2025-09-26T23:11:24.128831] [DEBUG] [LOCAL ] Loaded configuration for RNG: 3 features, 70.0% accuracy [2025-09-26T23:11:24.129221] [DEBUG] [LOCAL ] Loaded configuration for L: 2 features, 70.0% accuracy [2025-09-26T23:11:24.129342] [DEBUG] [LOCAL ] Loaded configuration for E: 5 features, 80.0% accuracy [2025-09-26T23:11:24.129452] [DEBUG] [LOCAL ] Loaded configuration for RCUS: 2 features, 80.0% accuracy [2025-09-26T23:11:24.129562] [DEBUG] [LOCAL ] Loaded configuration for AMRC: 3 features, 100.0% accuracy [2025-09-26T23:11:24.129689] [DEBUG] [LOCAL ] Loaded configuration for RFMZ: 4 features, 80.0% accuracy [2025-09-26T23:11:24.129800] [DEBUG] [LOCAL ] Loaded configuration for RES: 3 features, 80.0% accuracy [2025-09-26T23:11:24.129911] [DEBUG] [LOCAL ] Loaded configuration for BAK: 4 features, 90.0% accuracy [2025-09-26T23:11:24.130031] [DEBUG] [LOCAL ] Loaded configuration for CRC: 2 features, 70.0% accuracy [2025-09-26T23:11:24.130179] [DEBUG] [LOCAL ] Loaded configuration for CW: 4 features, 100.0% accuracy [2025-09-26T23:11:24.130319] [DEBUG] [LOCAL ] Loaded configuration for AMWL: 1 features, 80.0% accuracy [2025-09-26T23:11:24.130460] [DEBUG] [LOCAL ] Loaded configuration for NAZ: 2 features, 80.0% accuracy [2025-09-26T23:11:24.130550] [DEBUG] [LOCAL ] Loaded configuration for FINS: 3 features, 90.0% accuracy [2025-09-26T23:11:24.130693] [DEBUG] [LOCAL ] Loaded configuration for MFSI: 4 features, 80.0% accuracy [2025-09-26T23:11:24.130806] [DEBUG] [LOCAL ] Loaded configuration for RQI: 5 features, 80.0% accuracy [2025-09-26T23:11:24.130950] [DEBUG] [LOCAL ] Loaded configuration for MSD: 0 features, 60.0% accuracy [2025-09-26T23:11:24.131343] [DEBUG] [LOCAL ] Loaded configuration for FCPT: 0 features, 60.0% accuracy [2025-09-26T23:11:24.131470] [DEBUG] [LOCAL ] Loaded configuration for BIPC: 1 features, 70.0% accuracy [2025-09-26T23:11:24.131577] [DEBUG] [LOCAL ] Loaded configuration for UNH: 2 features, 70.0% accuracy [2025-09-26T23:11:24.131724] [DEBUG] [LOCAL ] Loaded configuration for VLN: 3 features, 80.0% accuracy [2025-09-26T23:11:24.131830] [DEBUG] [LOCAL ] Loaded configuration for AFG: 1 features, 80.0% accuracy [2025-09-26T23:11:24.131936] [DEBUG] [LOCAL ] Loaded configuration for TGT: 5 features, 70.0% accuracy [2025-09-26T23:11:24.132044] [DEBUG] [LOCAL ] Loaded configuration for EMR: 1 features, 80.0% accuracy [2025-09-26T23:11:24.132151] [DEBUG] [LOCAL ] Loaded configuration for TYL: 3 features, 70.0% accuracy [2025-09-26T23:11:24.132279] [DEBUG] [LOCAL ] Loaded configuration for INGM: 4 features, 80.0% accuracy [2025-09-26T23:11:24.132394] [DEBUG] [LOCAL ] Loaded configuration for TBB: 2 features, 70.0% accuracy [2025-09-26T23:11:24.132510] [DEBUG] [LOCAL ] Loaded configuration for RM: 5 features, 90.0% accuracy [2025-09-26T23:11:24.132637] [DEBUG] [LOCAL ] Loaded configuration for ADCT: 2 features, 40.0% accuracy [2025-09-26T23:11:24.133048] [DEBUG] [LOCAL ] Loaded configuration for BANC: 5 features, 90.0% accuracy [2025-09-26T23:11:24.133354] [DEBUG] [LOCAL ] Loaded configuration for HAE: 1 features, 80.0% accuracy [2025-09-26T23:11:24.133464] [DEBUG] [LOCAL ] Loaded configuration for SAN: 2 features, 60.0% accuracy [2025-09-26T23:11:24.133572] [DEBUG] [LOCAL ] Loaded configuration for SAFE: 0 features, 70.0% accuracy [2025-09-26T23:11:24.133717] [DEBUG] [LOCAL ] Loaded configuration for NUS: 3 features, 50.0% accuracy [2025-09-26T23:11:24.133833] [DEBUG] [LOCAL ] Loaded configuration for FPF: 0 features, 90.0% accuracy [2025-09-26T23:11:24.133962] [DEBUG] [LOCAL ] Loaded configuration for QVCC: 3 features, 60.0% accuracy [2025-09-26T23:11:24.134072] [DEBUG] [LOCAL ] Loaded configuration for ONTF: 2 features, 90.0% accuracy [2025-09-26T23:11:24.134215] [DEBUG] [LOCAL ] Loaded configuration for LUMN: 0 features, 70.0% accuracy [2025-09-26T23:11:24.134325] [DEBUG] [LOCAL ] Loaded configuration for PLOW: 5 features, 80.0% accuracy [2025-09-26T23:11:24.134433] [DEBUG] [LOCAL ] Loaded configuration for RYAM: 1 features, 70.0% accuracy [2025-09-26T23:11:24.134547] [DEBUG] [LOCAL ] Loaded configuration for STXK: 1 features, 70.0% accuracy [2025-09-26T23:11:24.134703] [DEBUG] [LOCAL ] Loaded configuration for TGS: 4 features, 90.0% accuracy [2025-09-26T23:11:24.134840] [DEBUG] [LOCAL ] Loaded configuration for NCDL: 3 features, 90.0% accuracy [2025-09-26T23:11:24.134950] [DEBUG] [LOCAL ] Loaded configuration for DV: 2 features, 70.0% accuracy [2025-09-26T23:11:24.135070] [DEBUG] [LOCAL ] Loaded configuration for VIV: 1 features, 100.0% accuracy [2025-09-26T23:11:24.135178] [DEBUG] [LOCAL ] Loaded configuration for SNDR: 5 features, 70.0% accuracy [2025-09-26T23:11:24.135286] [DEBUG] [LOCAL ] Loaded configuration for THW: 1 features, 70.0% accuracy [2025-09-26T23:11:24.135400] [DEBUG] [LOCAL ] Loaded configuration for USB: 5 features, 90.0% accuracy [2025-09-26T23:11:24.135507] [DEBUG] [LOCAL ] Loaded configuration for RTX: 3 features, 80.0% accuracy [2025-09-26T23:11:24.135622] [DEBUG] [LOCAL ] Loaded configuration for CBT: 2 features, 80.0% accuracy [2025-09-26T23:11:24.135745] [DEBUG] [LOCAL ] Loaded configuration for DUKB: 4 features, 70.0% accuracy [2025-09-26T23:11:24.136270] [DEBUG] [LOCAL ] Loaded configuration for JELD: 2 features, 80.0% accuracy [2025-09-26T23:11:24.136408] [DEBUG] [LOCAL ] Loaded configuration for VNT: 7 features, 90.0% accuracy [2025-09-26T23:11:24.136522] [DEBUG] [LOCAL ] Loaded configuration for AMCR: 1 features, 90.0% accuracy [2025-09-26T23:11:24.136902] [DEBUG] [LOCAL ] Loaded configuration for EG: 2 features, 80.0% accuracy [2025-09-26T23:11:24.137012] [DEBUG] [LOCAL ] Loaded configuration for NOV: 1 features, 90.0% accuracy [2025-09-26T23:11:24.137129] [DEBUG] [LOCAL ] Loaded configuration for CP: 2 features, 90.0% accuracy [2025-09-26T23:11:24.137461] [DEBUG] [LOCAL ] Loaded configuration for LUV: 4 features, 70.0% accuracy [2025-09-26T23:11:24.137571] [DEBUG] [LOCAL ] Loaded configuration for EFXT: 2 features, 80.0% accuracy [2025-09-26T23:11:24.137717] [DEBUG] [LOCAL ] Loaded configuration for ES: 4 features, 100.0% accuracy [2025-09-26T23:11:24.137834] [DEBUG] [LOCAL ] Loaded configuration for PFD: 0 features, 70.0% accuracy [2025-09-26T23:11:24.137964] [DEBUG] [LOCAL ] Loaded configuration for MTG: 0 features, 50.0% accuracy [2025-09-26T23:11:24.138093] [DEBUG] [LOCAL ] Loaded configuration for GFR: 2 features, 60.0% accuracy [2025-09-26T23:11:24.138184] [DEBUG] [LOCAL ] Loaded configuration for EDD: 2 features, 60.0% accuracy [2025-09-26T23:11:24.138274] [DEBUG] [LOCAL ] Loaded configuration for CVNA: 6 features, 90.0% accuracy [2025-09-26T23:11:24.138388] [DEBUG] [LOCAL ] Loaded configuration for BNT: 2 features, 60.0% accuracy [2025-09-26T23:11:24.138854] [DEBUG] [LOCAL ] Loaded configuration for JQC: 4 features, 70.0% accuracy [2025-09-26T23:11:24.138970] [DEBUG] [LOCAL ] Loaded configuration for POR: 4 features, 50.0% accuracy [2025-09-26T23:11:24.139082] [DEBUG] [LOCAL ] Loaded configuration for TIXT: 1 features, 60.0% accuracy [2025-09-26T23:11:24.139198] [DEBUG] [LOCAL ] Loaded configuration for SKLZ: 2 features, 80.0% accuracy [2025-09-26T23:11:24.139311] [DEBUG] [LOCAL ] Loaded configuration for WMS: 2 features, 70.0% accuracy [2025-09-26T23:11:24.139440] [DEBUG] [LOCAL ] Loaded configuration for BLND: 4 features, 90.0% accuracy [2025-09-26T23:11:24.139534] [DEBUG] [LOCAL ] Loaded configuration for WF: 4 features, 90.0% accuracy [2025-09-26T23:11:24.139667] [DEBUG] [LOCAL ] Loaded configuration for NVG: 4 features, 90.0% accuracy [2025-09-26T23:11:24.139989] [DEBUG] [LOCAL ] Loaded configuration for CAT: 3 features, 70.0% accuracy [2025-09-26T23:11:24.140101] [DEBUG] [LOCAL ] Loaded configuration for ETN: 1 features, 80.0% accuracy [2025-09-26T23:11:24.140215] [DEBUG] [LOCAL ] Loaded configuration for CRK: 2 features, 70.0% accuracy [2025-09-26T23:11:24.140325] [DEBUG] [LOCAL ] Loaded configuration for RZB: 2 features, 70.0% accuracy [2025-09-26T23:11:24.140462] [DEBUG] [LOCAL ] Loaded configuration for NBR: 3 features, 70.0% accuracy [2025-09-26T23:11:24.140571] [DEBUG] [LOCAL ] Loaded configuration for QGEN: 2 features, 70.0% accuracy [2025-09-26T23:11:24.140718] [DEBUG] [LOCAL ] Loaded configuration for UWMC: 2 features, 80.0% accuracy [2025-09-26T23:11:24.140850] [DEBUG] [LOCAL ] Loaded configuration for PRA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.140965] [DEBUG] [LOCAL ] Loaded configuration for PWR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.141421] [DEBUG] [LOCAL ] Loaded configuration for ELP: 2 features, 70.0% accuracy [2025-09-26T23:11:24.141532] [DEBUG] [LOCAL ] Loaded configuration for REX: 4 features, 70.0% accuracy [2025-09-26T23:11:24.141665] [DEBUG] [LOCAL ] Loaded configuration for MMS: 3 features, 70.0% accuracy [2025-09-26T23:11:24.141781] [DEBUG] [LOCAL ] Loaded configuration for FLXR: 0 features, 70.0% accuracy [2025-09-26T23:11:24.141920] [DEBUG] [LOCAL ] Loaded configuration for CSR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.142333] [DEBUG] [LOCAL ] Loaded configuration for KEX: 2 features, 80.0% accuracy [2025-09-26T23:11:24.142444] [DEBUG] [LOCAL ] Loaded configuration for IGD: 1 features, 70.0% accuracy [2025-09-26T23:11:24.142561] [DEBUG] [LOCAL ] Loaded configuration for HOG: 1 features, 60.0% accuracy [2025-09-26T23:11:24.142687] [DEBUG] [LOCAL ] Loaded configuration for AKR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.142806] [DEBUG] [LOCAL ] Loaded configuration for EMF: 2 features, 70.0% accuracy [2025-09-26T23:11:24.143147] [DEBUG] [LOCAL ] Loaded configuration for FFC: 3 features, 90.0% accuracy [2025-09-26T23:11:24.143266] [DEBUG] [LOCAL ] Loaded configuration for PR: 4 features, 80.0% accuracy [2025-09-26T23:11:24.143394] [DEBUG] [LOCAL ] Loaded configuration for MLR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.143809] [DEBUG] [LOCAL ] Loaded configuration for IT: 4 features, 70.0% accuracy [2025-09-26T23:11:24.143917] [DEBUG] [LOCAL ] Loaded configuration for BKSY: 2 features, 90.0% accuracy [2025-09-26T23:11:24.144064] [DEBUG] [LOCAL ] Loaded configuration for ASA: 2 features, 80.0% accuracy [2025-09-26T23:11:24.144187] [DEBUG] [LOCAL ] Loaded configuration for NZF: 0 features, 50.0% accuracy [2025-09-26T23:11:24.144295] [DEBUG] [LOCAL ] Loaded configuration for NUV: 1 features, 70.0% accuracy [2025-09-26T23:11:24.144403] [DEBUG] [LOCAL ] Loaded configuration for ED: 3 features, 80.0% accuracy [2025-09-26T23:11:24.144516] [DEBUG] [LOCAL ] Loaded configuration for RVLV: 2 features, 70.0% accuracy [2025-09-26T23:11:24.144671] [DEBUG] [LOCAL ] Loaded configuration for BNL: 3 features, 90.0% accuracy [2025-09-26T23:11:24.144794] [DEBUG] [LOCAL ] Loaded configuration for TWLO: 4 features, 80.0% accuracy [2025-09-26T23:11:24.144902] [DEBUG] [LOCAL ] Loaded configuration for SES: 0 features, 60.0% accuracy [2025-09-26T23:11:24.145029] [DEBUG] [LOCAL ] Loaded configuration for WMK: 0 features, 90.0% accuracy [2025-09-26T23:11:24.145135] [DEBUG] [LOCAL ] Loaded configuration for EXG: 2 features, 70.0% accuracy [2025-09-26T23:11:24.145250] [DEBUG] [LOCAL ] Loaded configuration for RA: 4 features, 70.0% accuracy [2025-09-26T23:11:24.145385] [DEBUG] [LOCAL ] Loaded configuration for MX: 3 features, 80.0% accuracy [2025-09-26T23:11:24.145501] [DEBUG] [LOCAL ] Loaded configuration for EPAC: 4 features, 80.0% accuracy [2025-09-26T23:11:24.145592] [DEBUG] [LOCAL ] Loaded configuration for RBRK: 2 features, 60.0% accuracy [2025-09-26T23:11:24.145698] [DEBUG] [LOCAL ] Loaded configuration for RS: 2 features, 80.0% accuracy [2025-09-26T23:11:24.145802] [DEBUG] [LOCAL ] Loaded configuration for YPF: 2 features, 100.0% accuracy [2025-09-26T23:11:24.146276] [DEBUG] [LOCAL ] Loaded configuration for IFF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.146728] [DEBUG] [LOCAL ] Loaded configuration for ERJ: 4 features, 80.0% accuracy [2025-09-26T23:11:24.146839] [DEBUG] [LOCAL ] Loaded configuration for KAR: 2 features, 60.0% accuracy [2025-09-26T23:11:24.146929] [DEBUG] [LOCAL ] Loaded configuration for SOBO: 0 features, 50.0% accuracy [2025-09-26T23:11:24.147210] [DEBUG] [LOCAL ] Loaded configuration for IVZ: 2 features, 90.0% accuracy [2025-09-26T23:11:24.147320] [DEBUG] [LOCAL ] Loaded configuration for EBS: 5 features, 90.0% accuracy [2025-09-26T23:11:24.147434] [DEBUG] [LOCAL ] Loaded configuration for TVE: 2 features, 80.0% accuracy [2025-09-26T23:11:24.147753] [DEBUG] [LOCAL ] Loaded configuration for HHH: 1 features, 70.0% accuracy [2025-09-26T23:11:24.147890] [DEBUG] [LOCAL ] Loaded configuration for AG: 3 features, 90.0% accuracy [2025-09-26T23:11:24.148003] [DEBUG] [LOCAL ] Loaded configuration for UMH: 1 features, 60.0% accuracy [2025-09-26T23:11:24.148348] [DEBUG] [LOCAL ] Loaded configuration for CAF: 1 features, 60.0% accuracy [2025-09-26T23:11:24.148463] [DEBUG] [LOCAL ] Loaded configuration for MGY: 2 features, 70.0% accuracy [2025-09-26T23:11:24.148596] [DEBUG] [LOCAL ] Loaded configuration for BRW: 4 features, 80.0% accuracy [2025-09-26T23:11:24.148771] [DEBUG] [LOCAL ] Loaded configuration for MPW: 2 features, 80.0% accuracy [2025-09-26T23:11:24.148878] [DEBUG] [LOCAL ] Loaded configuration for WGO: 2 features, 60.0% accuracy [2025-09-26T23:11:24.149000] [DEBUG] [LOCAL ] Loaded configuration for STNG: 0 features, 50.0% accuracy [2025-09-26T23:11:24.149114] [DEBUG] [LOCAL ] Loaded configuration for VMI: 2 features, 90.0% accuracy [2025-09-26T23:11:24.149568] [DEBUG] [LOCAL ] Loaded configuration for HPI: 2 features, 90.0% accuracy [2025-09-26T23:11:24.149716] [DEBUG] [LOCAL ] Loaded configuration for ELME: 2 features, 60.0% accuracy [2025-09-26T23:11:24.150070] [DEBUG] [LOCAL ] Loaded configuration for BAP: 1 features, 70.0% accuracy [2025-09-26T23:11:24.150177] [DEBUG] [LOCAL ] Loaded configuration for VRE: 2 features, 70.0% accuracy [2025-09-26T23:11:24.150284] [DEBUG] [LOCAL ] Loaded configuration for SCM: 1 features, 80.0% accuracy [2025-09-26T23:11:24.150398] [DEBUG] [LOCAL ] Loaded configuration for CIEN: 3 features, 90.0% accuracy [2025-09-26T23:11:24.150848] [DEBUG] [LOCAL ] Loaded configuration for CUZ: 2 features, 80.0% accuracy [2025-09-26T23:11:24.150955] [DEBUG] [LOCAL ] Loaded configuration for TEO: 0 features, 60.0% accuracy [2025-09-26T23:11:24.151067] [DEBUG] [LOCAL ] Loaded configuration for DIN: 3 features, 90.0% accuracy [2025-09-26T23:11:24.151184] [DEBUG] [LOCAL ] Loaded configuration for CHH: 1 features, 70.0% accuracy [2025-09-26T23:11:24.151272] [DEBUG] [LOCAL ] Loaded configuration for GLP: 4 features, 90.0% accuracy [2025-09-26T23:11:24.151411] [DEBUG] [LOCAL ] Loaded configuration for BOW: 1 features, 80.0% accuracy [2025-09-26T23:11:24.151524] [DEBUG] [LOCAL ] Loaded configuration for SAR: 0 features, 70.0% accuracy [2025-09-26T23:11:24.151674] [DEBUG] [LOCAL ] Loaded configuration for TGNA: 2 features, 60.0% accuracy [2025-09-26T23:11:24.152127] [DEBUG] [LOCAL ] Loaded configuration for HII: 2 features, 80.0% accuracy [2025-09-26T23:11:24.152242] [DEBUG] [LOCAL ] Loaded configuration for ACI: 3 features, 90.0% accuracy [2025-09-26T23:11:24.152357] [DEBUG] [LOCAL ] Loaded configuration for EXK: 0 features, 60.0% accuracy [2025-09-26T23:11:24.152446] [DEBUG] [LOCAL ] Loaded configuration for ELS: 4 features, 80.0% accuracy [2025-09-26T23:11:24.152532] [DEBUG] [LOCAL ] Loaded configuration for TEAF: 0 features, 60.0% accuracy [2025-09-26T23:11:24.152669] [DEBUG] [LOCAL ] Loaded configuration for GHC: 2 features, 100.0% accuracy [2025-09-26T23:11:24.152788] [DEBUG] [LOCAL ] Loaded configuration for RDW: 4 features, 100.0% accuracy [2025-09-26T23:11:24.152896] [DEBUG] [LOCAL ] Loaded configuration for CMI: 1 features, 60.0% accuracy [2025-09-26T23:11:24.153009] [DEBUG] [LOCAL ] Loaded configuration for TLYS: 2 features, 70.0% accuracy [2025-09-26T23:11:24.153144] [DEBUG] [LOCAL ] Loaded configuration for RPT: 4 features, 80.0% accuracy [2025-09-26T23:11:24.153254] [DEBUG] [LOCAL ] Loaded configuration for DRLL: 2 features, 80.0% accuracy [2025-09-26T23:11:24.153362] [DEBUG] [LOCAL ] Loaded configuration for GSL: 1 features, 60.0% accuracy [2025-09-26T23:11:24.153476] [DEBUG] [LOCAL ] Loaded configuration for STXG: 2 features, 70.0% accuracy [2025-09-26T23:11:24.153873] [DEBUG] [LOCAL ] Loaded configuration for KF: 2 features, 90.0% accuracy [2025-09-26T23:11:24.153989] [DEBUG] [LOCAL ] Loaded configuration for TRN: 1 features, 60.0% accuracy [2025-09-26T23:11:24.154123] [DEBUG] [LOCAL ] Loaded configuration for NKX: 1 features, 70.0% accuracy [2025-09-26T23:11:24.154427] [DEBUG] [LOCAL ] Loaded configuration for GME: 1 features, 70.0% accuracy [2025-09-26T23:11:24.154537] [DEBUG] [LOCAL ] Loaded configuration for STVN: 4 features, 60.0% accuracy [2025-09-26T23:11:24.154671] [DEBUG] [LOCAL ] Loaded configuration for HDB: 2 features, 80.0% accuracy [2025-09-26T23:11:24.154792] [DEBUG] [LOCAL ] Loaded configuration for HPF: 3 features, 90.0% accuracy [2025-09-26T23:11:24.154926] [DEBUG] [LOCAL ] Loaded configuration for HUYA: 1 features, 70.0% accuracy [2025-09-26T23:11:24.155038] [DEBUG] [LOCAL ] Loaded configuration for VRT: 2 features, 70.0% accuracy [2025-09-26T23:11:24.155152] [DEBUG] [LOCAL ] Loaded configuration for RNP: 3 features, 60.0% accuracy [2025-09-26T23:11:24.155266] [DEBUG] [LOCAL ] Loaded configuration for SITE: 2 features, 90.0% accuracy [2025-09-26T23:11:24.155380] [DEBUG] [LOCAL ] Loaded configuration for AVK: 2 features, 100.0% accuracy [2025-09-26T23:11:24.155486] [DEBUG] [LOCAL ] Loaded configuration for ATKR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.155853] [DEBUG] [LOCAL ] Loaded configuration for CFG: 3 features, 50.0% accuracy [2025-09-26T23:11:24.155963] [DEBUG] [LOCAL ] Loaded configuration for ELAN: 2 features, 90.0% accuracy [2025-09-26T23:11:24.156069] [DEBUG] [LOCAL ] Loaded configuration for TDS: 4 features, 50.0% accuracy [2025-09-26T23:11:24.156182] [DEBUG] [LOCAL ] Loaded configuration for ROL: 1 features, 90.0% accuracy [2025-09-26T23:11:24.156329] [DEBUG] [LOCAL ] Loaded configuration for RSF: 1 features, 60.0% accuracy [2025-09-26T23:11:24.156517] [DEBUG] [LOCAL ] Loaded configuration for WT: 1 features, 60.0% accuracy [2025-09-26T23:11:24.156630] [DEBUG] [LOCAL ] Loaded configuration for SKYH: 4 features, 70.0% accuracy [2025-09-26T23:11:24.156781] [DEBUG] [LOCAL ] Loaded configuration for DMO: 1 features, 90.0% accuracy [2025-09-26T23:11:24.156894] [DEBUG] [LOCAL ] Loaded configuration for CMSC: 1 features, 50.0% accuracy [2025-09-26T23:11:24.156983] [DEBUG] [LOCAL ] Loaded configuration for EDF: 2 features, 80.0% accuracy [2025-09-26T23:11:24.157332] [DEBUG] [LOCAL ] Loaded configuration for KBR: 3 features, 70.0% accuracy [2025-09-26T23:11:24.157711] [DEBUG] [LOCAL ] Loaded configuration for LFT: 0 features, 60.0% accuracy [2025-09-26T23:11:24.158059] [DEBUG] [LOCAL ] Loaded configuration for DOLE: 1 features, 80.0% accuracy [2025-09-26T23:11:24.158169] [DEBUG] [LOCAL ] Loaded configuration for PSQH: 2 features, 70.0% accuracy [2025-09-26T23:11:24.158509] [DEBUG] [LOCAL ] Loaded configuration for KNOP: 2 features, 90.0% accuracy [2025-09-26T23:11:24.158622] [DEBUG] [LOCAL ] Loaded configuration for CCJ: 2 features, 70.0% accuracy [2025-09-26T23:11:24.158767] [DEBUG] [LOCAL ] Loaded configuration for VIK: 1 features, 70.0% accuracy [2025-09-26T23:11:24.159099] [DEBUG] [LOCAL ] Loaded configuration for ITUB: 3 features, 80.0% accuracy [2025-09-26T23:11:24.159189] [DEBUG] [LOCAL ] Loaded configuration for ENB: 3 features, 80.0% accuracy [2025-09-26T23:11:24.159672] [DEBUG] [LOCAL ] Loaded configuration for HPS: 2 features, 90.0% accuracy [2025-09-26T23:11:24.159789] [DEBUG] [LOCAL ] Loaded configuration for STXD: 2 features, 60.0% accuracy [2025-09-26T23:11:24.160159] [DEBUG] [LOCAL ] Loaded configuration for LU: 2 features, 90.0% accuracy [2025-09-26T23:11:24.160268] [DEBUG] [LOCAL ] Loaded configuration for NRT: 3 features, 90.0% accuracy [2025-09-26T23:11:24.160397] [DEBUG] [LOCAL ] Loaded configuration for MTDR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.160521] [DEBUG] [LOCAL ] Loaded configuration for JLS: 2 features, 50.0% accuracy [2025-09-26T23:11:24.160634] [DEBUG] [LOCAL ] Loaded configuration for JEF: 2 features, 80.0% accuracy [2025-09-26T23:11:24.161013] [DEBUG] [LOCAL ] Loaded configuration for HRTG: 3 features, 80.0% accuracy [2025-09-26T23:11:24.161129] [DEBUG] [LOCAL ] Loaded configuration for PUK: 1 features, 50.0% accuracy [2025-09-26T23:11:24.161244] [DEBUG] [LOCAL ] Loaded configuration for MVF: 4 features, 100.0% accuracy [2025-09-26T23:11:24.161357] [DEBUG] [LOCAL ] Loaded configuration for ARMK: 1 features, 80.0% accuracy [2025-09-26T23:11:24.161465] [DEBUG] [LOCAL ] Loaded configuration for UZD: 3 features, 80.0% accuracy [2025-09-26T23:11:24.161578] [DEBUG] [LOCAL ] Loaded configuration for MTRN: 1 features, 50.0% accuracy [2025-09-26T23:11:24.161723] [DEBUG] [LOCAL ] Loaded configuration for BKU: 1 features, 80.0% accuracy [2025-09-26T23:11:24.161856] [DEBUG] [LOCAL ] Loaded configuration for YOU: 1 features, 60.0% accuracy [2025-09-26T23:11:24.162011] [DEBUG] [LOCAL ] Loaded configuration for RCS: 0 features, 80.0% accuracy [2025-09-26T23:11:24.162119] [DEBUG] [LOCAL ] Loaded configuration for SXI: 2 features, 70.0% accuracy [2025-09-26T23:11:24.162224] [DEBUG] [LOCAL ] Loaded configuration for T: 3 features, 60.0% accuracy [2025-09-26T23:11:24.162359] [DEBUG] [LOCAL ] Loaded configuration for AR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.162472] [DEBUG] [LOCAL ] Loaded configuration for DRI: 2 features, 70.0% accuracy [2025-09-26T23:11:24.162585] [DEBUG] [LOCAL ] Loaded configuration for HUBS: 2 features, 40.0% accuracy [2025-09-26T23:11:24.162711] [DEBUG] [LOCAL ] Loaded configuration for RNGR: 3 features, 80.0% accuracy [2025-09-26T23:11:24.162808] [DEBUG] [LOCAL ] Loaded configuration for NTST: 2 features, 70.0% accuracy [2025-09-26T23:11:24.163195] [DEBUG] [LOCAL ] Loaded configuration for KNX: 4 features, 80.0% accuracy [2025-09-26T23:11:24.163330] [DEBUG] [LOCAL ] Loaded configuration for CTDD: 3 features, 70.0% accuracy [2025-09-26T23:11:24.163438] [DEBUG] [LOCAL ] Loaded configuration for GGZ: 2 features, 90.0% accuracy [2025-09-26T23:11:24.163552] [DEBUG] [LOCAL ] Loaded configuration for DAVA: 2 features, 70.0% accuracy [2025-09-26T23:11:24.163686] [DEBUG] [LOCAL ] Loaded configuration for ESI: 4 features, 90.0% accuracy [2025-09-26T23:11:24.163795] [DEBUG] [LOCAL ] Loaded configuration for XFLT: 4 features, 90.0% accuracy [2025-09-26T23:11:24.163884] [DEBUG] [LOCAL ] Loaded configuration for FCX: 3 features, 60.0% accuracy [2025-09-26T23:11:24.163993] [DEBUG] [LOCAL ] Loaded configuration for MCR: 2 features, 70.0% accuracy [2025-09-26T23:11:24.164129] [DEBUG] [LOCAL ] Loaded configuration for MLI: 3 features, 70.0% accuracy [2025-09-26T23:11:24.164236] [DEBUG] [LOCAL ] Loaded configuration for PRH: 3 features, 90.0% accuracy [2025-09-26T23:11:24.164370] [DEBUG] [LOCAL ] Loaded configuration for LOCL: 0 features, 80.0% accuracy [2025-09-26T23:11:24.164460] [DEBUG] [LOCAL ] Loaded configuration for HQL: 3 features, 60.0% accuracy [2025-09-26T23:11:24.164552] [DEBUG] [LOCAL ] Loaded configuration for ZEPP: 3 features, 90.0% accuracy [2025-09-26T23:11:24.164996] [DEBUG] [LOCAL ] Loaded configuration for FLO: 1 features, 80.0% accuracy [2025-09-26T23:11:24.165120] [DEBUG] [LOCAL ] Loaded configuration for PAR: 4 features, 80.0% accuracy [2025-09-26T23:11:24.165235] [DEBUG] [LOCAL ] Loaded configuration for CCL: 3 features, 80.0% accuracy [2025-09-26T23:11:24.165368] [DEBUG] [LOCAL ] Loaded configuration for MSB: 4 features, 80.0% accuracy [2025-09-26T23:11:24.165496] [DEBUG] [LOCAL ] Loaded configuration for VEEV: 3 features, 100.0% accuracy [2025-09-26T23:11:24.165620] [DEBUG] [LOCAL ] Loaded configuration for ALL: 2 features, 60.0% accuracy [2025-09-26T23:11:24.165766] [DEBUG] [LOCAL ] Loaded configuration for KREF: 1 features, 70.0% accuracy [2025-09-26T23:11:24.165882] [DEBUG] [LOCAL ] Loaded configuration for WH: 3 features, 70.0% accuracy [2025-09-26T23:11:24.165998] [DEBUG] [LOCAL ] Loaded configuration for SFL: 2 features, 70.0% accuracy [2025-09-26T23:11:24.166117] [DEBUG] [LOCAL ] Loaded configuration for CHN: 0 features, 70.0% accuracy [2025-09-26T23:11:24.166254] [DEBUG] [LOCAL ] Loaded configuration for FPH: 2 features, 70.0% accuracy [2025-09-26T23:11:24.166396] [DEBUG] [LOCAL ] Loaded configuration for BWNB: 2 features, 80.0% accuracy [2025-09-26T23:11:24.166513] [DEBUG] [LOCAL ] Loaded configuration for SYF: 3 features, 80.0% accuracy [2025-09-26T23:11:24.166620] [DEBUG] [LOCAL ] Loaded configuration for OWL: 0 features, 70.0% accuracy [2025-09-26T23:11:24.166758] [DEBUG] [LOCAL ] Loaded configuration for UCB: 1 features, 80.0% accuracy [2025-09-26T23:11:24.167087] [DEBUG] [LOCAL ] Loaded configuration for CMC: 1 features, 70.0% accuracy [2025-09-26T23:11:24.167197] [DEBUG] [LOCAL ] Loaded configuration for AWK: 1 features, 70.0% accuracy [2025-09-26T23:11:24.167638] [DEBUG] [LOCAL ] Loaded configuration for CTS: 3 features, 80.0% accuracy [2025-09-26T23:11:24.168085] [DEBUG] [LOCAL ] Loaded configuration for CULP: 3 features, 70.0% accuracy [2025-09-26T23:11:24.168217] [DEBUG] [LOCAL ] Loaded configuration for NGL: 1 features, 70.0% accuracy [2025-09-26T23:11:24.168344] [DEBUG] [LOCAL ] Loaded configuration for PGP: 1 features, 60.0% accuracy [2025-09-26T23:11:24.168450] [DEBUG] [LOCAL ] Loaded configuration for OIS: 2 features, 90.0% accuracy [2025-09-26T23:11:24.168557] [DEBUG] [LOCAL ] Loaded configuration for NYT: 1 features, 80.0% accuracy [2025-09-26T23:11:24.168714] [DEBUG] [LOCAL ] Loaded configuration for MATV: 2 features, 70.0% accuracy [2025-09-26T23:11:24.168863] [DEBUG] [LOCAL ] Loaded configuration for BOX: 0 features, 90.0% accuracy [2025-09-26T23:11:24.168973] [DEBUG] [LOCAL ] Loaded configuration for EVH: 1 features, 50.0% accuracy [2025-09-26T23:11:24.169080] [DEBUG] [LOCAL ] Loaded configuration for TRNO: 3 features, 70.0% accuracy [2025-09-26T23:11:24.169195] [DEBUG] [LOCAL ] Loaded configuration for NWG: 1 features, 50.0% accuracy [2025-09-26T23:11:24.169310] [DEBUG] [LOCAL ] Loaded configuration for TT: 5 features, 80.0% accuracy [2025-09-26T23:11:24.169418] [DEBUG] [LOCAL ] Loaded configuration for SMRT: 2 features, 60.0% accuracy [2025-09-26T23:11:24.169524] [DEBUG] [LOCAL ] Loaded configuration for CHWY: 1 features, 70.0% accuracy [2025-09-26T23:11:24.169630] [DEBUG] [LOCAL ] Loaded configuration for ODC: 2 features, 80.0% accuracy [2025-09-26T23:11:24.169773] [DEBUG] [LOCAL ] Loaded configuration for BFZ: 4 features, 70.0% accuracy [2025-09-26T23:11:24.169882] [DEBUG] [LOCAL ] Loaded configuration for XHR: 6 features, 70.0% accuracy [2025-09-26T23:11:24.170003] [DEBUG] [LOCAL ] Loaded configuration for ANVS: 2 features, 60.0% accuracy [2025-09-26T23:11:24.170117] [DEBUG] [LOCAL ] Loaded configuration for CUK: 3 features, 90.0% accuracy [2025-09-26T23:11:24.170207] [DEBUG] [LOCAL ] Loaded configuration for RFL: 2 features, 60.0% accuracy [2025-09-26T23:11:24.170303] [DEBUG] [LOCAL ] Loaded configuration for W: 4 features, 80.0% accuracy [2025-09-26T23:11:24.170419] [DEBUG] [LOCAL ] Loaded configuration for SAP: 3 features, 80.0% accuracy [2025-09-26T23:11:24.170539] [DEBUG] [LOCAL ] Loaded configuration for VAL: 4 features, 70.0% accuracy [2025-09-26T23:11:24.170968] [DEBUG] [LOCAL ] Loaded configuration for MAA: 4 features, 70.0% accuracy [2025-09-26T23:11:24.171084] [DEBUG] [LOCAL ] Loaded configuration for NREF: 2 features, 90.0% accuracy [2025-09-26T23:11:24.171199] [DEBUG] [LOCAL ] Loaded configuration for VIRT: 2 features, 60.0% accuracy [2025-09-26T23:11:24.171306] [DEBUG] [LOCAL ] Loaded configuration for XYF: 0 features, 70.0% accuracy [2025-09-26T23:11:24.171396] [DEBUG] [LOCAL ] Loaded configuration for WMT: 1 features, 70.0% accuracy [2025-09-26T23:11:24.171511] [DEBUG] [LOCAL ] Loaded configuration for NMI: 4 features, 50.0% accuracy [2025-09-26T23:11:24.171639] [DEBUG] [LOCAL ] Loaded configuration for MUR: 1 features, 50.0% accuracy [2025-09-26T23:11:24.171781] [DEBUG] [LOCAL ] Loaded configuration for UFI: 1 features, 60.0% accuracy [2025-09-26T23:11:24.171887] [DEBUG] [LOCAL ] Loaded configuration for UHT: 3 features, 80.0% accuracy [2025-09-26T23:11:24.171996] [DEBUG] [LOCAL ] Loaded configuration for RF: 4 features, 70.0% accuracy [2025-09-26T23:11:24.172110] [DEBUG] [LOCAL ] Loaded configuration for GMRE: 4 features, 80.0% accuracy [2025-09-26T23:11:24.172519] [DEBUG] [LOCAL ] Loaded configuration for BY: 2 features, 70.0% accuracy [2025-09-26T23:11:24.172682] [DEBUG] [LOCAL ] Loaded configuration for NEXA: 2 features, 100.0% accuracy [2025-09-26T23:11:24.172802] [DEBUG] [LOCAL ] Loaded configuration for GEL: 2 features, 90.0% accuracy [2025-09-26T23:11:24.172910] [DEBUG] [LOCAL ] Loaded configuration for OGS: 1 features, 70.0% accuracy [2025-09-26T23:11:24.173051] [DEBUG] [LOCAL ] Loaded configuration for LPX: 0 features, 70.0% accuracy [2025-09-26T23:11:24.173160] [DEBUG] [LOCAL ] Loaded configuration for EFX: 2 features, 60.0% accuracy [2025-09-26T23:11:24.173281] [DEBUG] [LOCAL ] Loaded configuration for TU: 3 features, 50.0% accuracy [2025-09-26T23:11:24.173491] [DEBUG] [LOCAL ] Loaded configuration for WIW: 0 features, 70.0% accuracy [2025-09-26T23:11:24.173625] [DEBUG] [LOCAL ] Loaded configuration for JHI: 2 features, 70.0% accuracy [2025-09-26T23:11:24.173796] [DEBUG] [LOCAL ] Loaded configuration for MCO: 4 features, 90.0% accuracy [2025-09-26T23:11:24.173913] [DEBUG] [LOCAL ] Loaded configuration for CODI: 1 features, 90.0% accuracy [2025-09-26T23:11:24.174391] [DEBUG] [LOCAL ] Loaded configuration for LEN: 2 features, 90.0% accuracy [2025-09-26T23:11:24.174502] [DEBUG] [LOCAL ] Loaded configuration for QUAD: 2 features, 70.0% accuracy [2025-09-26T23:11:24.174625] [DEBUG] [LOCAL ] Loaded configuration for AMT: 3 features, 90.0% accuracy [2025-09-26T23:11:24.174771] [DEBUG] [LOCAL ] Loaded configuration for OPP: 4 features, 80.0% accuracy [2025-09-26T23:11:24.175507] [INFO ] [LOCAL ] Saved consolidated report: 1941 forecasts -> ./output/forecasts/full/2025-09-29.txt [2025-09-26T23:11:24.175563] [INFO ] [sig ] [1/1] Successfully generated report for 2025-09-29: 1941 entries [2025-09-26T23:11:24.175599] [INFO ] [sig ] ================================================== [2025-09-26T23:11:24.175660] [INFO ] [sig ] Report generation complete: 1/1 reports succeeded [2025-09-26T23:11:24.817835] [DEBUG] [EMAIL ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_ERROR: SIGR FORECAST' [2025-09-26T23:11:24.818088] [INFO ] [sig ] Email notification sent [2025-09-26T23:11:24.818763] [WARN ] [STATE ] State set to: COMPLETED_OK [2025-09-26T23:11:24.819251] [INFO ] [STATE ] Last completion updated: 2025-09-26T23:11:24.818921