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Upload complete four-pass artifacts

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  1. four_pass_crt_model_nemotron/20260824T155323Z/four_pass.log +331 -0
four_pass_crt_model_nemotron/20260824T155323Z/four_pass.log ADDED
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+ [15:53:23] FOUR-PASS START run=20260824T155323Z CPU_ONLY=True Nemotron_enabled=False Nemotron_batch=16 max_trades=all
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+ [15:53:23] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/hf_and_nemotron_config.json
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+ [15:53:23] SERVICES READY: HuggingFace=Mikecode123/volatility_100_index Nemotron_enabled=False
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+ [15:53:23] NEMOTRON DISABLED: Pass2 outcome memory will train and be uploaded; Pass3 committee deferred
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+ [15:53:23] ======================== DATA ========================
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+ [15:53:24] LOAD M1 file=/kaggle/input/datasets/femiogunmola/volatility-100index/Volatility_100_Index/M1.csv
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+ [15:53:39] LOAD M1 COMPLETE rows=1381588 start=2024-01-01 00:00:00 end=2026-08-17 14:15:00
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+ [15:53:39] LOAD M5 file=/kaggle/input/datasets/femiogunmola/volatility-100index/Volatility_100_Index/M5.csv
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+ [15:53:42] LOAD M5 COMPLETE rows=276354 start=2024-01-01 00:00:00 end=2026-08-17 14:45:00
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+ [15:53:42] LOAD H1 file=/kaggle/input/datasets/femiogunmola/volatility-100index/Volatility_100_Index/H1.csv
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+ [15:53:42] LOAD H1 COMPLETE rows=23031 start=2024-01-01 00:00:00 end=2026-08-17 14:00:00
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+ [15:53:42] LOAD H4 file=/kaggle/input/datasets/femiogunmola/volatility-100index/Volatility_100_Index/H4.csv
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+ [15:53:42] LOAD H4 COMPLETE rows=5758 start=2024-01-01 00:00:00 end=2026-08-17 12:00:00
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+ [15:53:42] LOAD M15 file=/kaggle/input/datasets/femiogunmola/volatility-100index/Volatility_100_Index/M15.csv
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+ [15:53:43] LOAD M15 COMPLETE rows=92123 start=2024-01-01 00:00:00 end=2026-08-17 14:45:00
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+ [15:53:43] LOAD M15 SOURCE: native file
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+ [15:54:46] DEEP CRT H1 candidates=2472 accepted=2008 m5_confirmations=5672 require_m5=True
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+ [15:54:53] DEEP CRT H4 candidates=658 accepted=500 m5_confirmations=1399 require_m5=True
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+ [15:55:31] TIME SPLITS: train_end=2026-02-20 calibration_end=2026-04-20 selection_end=2026-05-20 train=1124436 calibration=84952 selection=43196 fronttest=129004
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+ [15:55:31] ======================== PASS 1 OUTCOMES ========================
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+ [15:55:31] PASS1 PURE CRT opportunities=110152 BUY=55674 SELL=54478
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+ [15:55:32] PASS1 PURE CRT 1:1.5 win=41.11% profit_hit=45285 stop_loss=64867 unresolved=0 netR=3060.50
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+ [15:55:32] PASS1 PURE CRT 1:1.5 year=2024 opportunities=41940 win=41.12% profit_hit=17247 stop_loss=24693
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+ [15:55:32] PASS1 PURE CRT 1:1.5 year=2025 opportunities=40375 win=40.77% profit_hit=16459 stop_loss=23916
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+ [15:55:32] PASS1 PURE CRT 1:1.5 year=2026 opportunities=27837 win=41.60% profit_hit=11579 stop_loss=16258
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+ [15:55:32] PASS1 PURE CRT 1:2.0 win=34.90% profit_hit=38442 stop_loss=71710 unresolved=0 netR=5174.00
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+ [15:55:32] PASS1 PURE CRT 1:2.0 year=2024 opportunities=41940 win=34.89% profit_hit=14633 stop_loss=27307
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+ [15:55:32] PASS1 PURE CRT 1:2.0 year=2025 opportunities=40375 win=34.65% profit_hit=13991 stop_loss=26384
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+ [15:55:32] PASS1 PURE CRT 1:2.0 year=2026 opportunities=27837 win=35.27% profit_hit=9818 stop_loss=18019
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+ [15:55:32] PASS1 PURE CRT 1:4.0 win=21.93% profit_hit=24081 stop_loss=85704 unresolved=367 netR=10620.00
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+ [15:55:32] PASS1 PURE CRT 1:4.0 year=2024 opportunities=41940 win=22.19% profit_hit=9279 stop_loss=32542
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+ [15:55:32] PASS1 PURE CRT 1:4.0 year=2025 opportunities=40375 win=21.58% profit_hit=8687 stop_loss=31560
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+ [15:55:32] PASS1 PURE CRT 1:4.0 year=2026 opportunities=27837 win=22.06% profit_hit=6115 stop_loss=21602
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+ [15:55:32] PASS1 DEEP CRT opportunities=4440 BUY=1980 SELL=2460
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+ [15:55:32] PASS1 DEEP CRT 1:1.5 win=40.97% profit_hit=1819 stop_loss=2621 unresolved=0 netR=107.50
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+ [15:55:32] PASS1 DEEP CRT 1:1.5 year=2024 opportunities=2100 win=42.67% profit_hit=896 stop_loss=1204
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+ [15:55:32] PASS1 DEEP CRT 1:1.5 year=2025 opportunities=1500 win=39.67% profit_hit=595 stop_loss=905
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+ [15:55:32] PASS1 DEEP CRT 1:1.5 year=2026 opportunities=840 win=39.05% profit_hit=328 stop_loss=512
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+ [15:55:32] PASS1 DEEP CRT 1:2.0 win=34.12% profit_hit=1515 stop_loss=2925 unresolved=0 netR=105.00
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+ [15:55:32] PASS1 DEEP CRT 1:2.0 year=2024 opportunities=2100 win=35.10% profit_hit=737 stop_loss=1363
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+ [15:55:32] PASS1 DEEP CRT 1:2.0 year=2025 opportunities=1500 win=33.87% profit_hit=508 stop_loss=992
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+ [15:55:32] PASS1 DEEP CRT 1:2.0 year=2026 opportunities=840 win=32.14% profit_hit=270 stop_loss=570
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+ [15:55:32] PASS1 DEEP CRT 1:4.0 win=20.49% profit_hit=903 stop_loss=3503 unresolved=34 netR=109.00
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+ [15:55:32] PASS1 DEEP CRT 1:4.0 year=2024 opportunities=2100 win=20.89% profit_hit=435 stop_loss=1647
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+ [15:55:32] PASS1 DEEP CRT 1:4.0 year=2025 opportunities=1500 win=19.25% profit_hit=287 stop_loss=1204
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+ [15:55:32] PASS1 DEEP CRT 1:4.0 year=2026 opportunities=840 win=21.73% profit_hit=181 stop_loss=652
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+ [15:55:33] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass1_pure_and_deep_outcomes.json
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+ [15:55:33] ======================== PASS 2 LEARNED OUTCOME MEMORY ========================
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+ [15:55:38] PASS2 FEATURE TABLE START: rows=1381588 pure_signals=110152 deep_signals=4440 H1/H4_aligned=653697 conflicts=93477 columns=241
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+ [15:55:38] PASS2 FEATURE TABLE COMPLETE: rows=1381588 columns=241 M15_and_time_features=True spread_fields=True
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+ [15:55:38] PASS2 SAMPLE BUILD START: ratios=1.5,2,4; future labels excluded from feature columns; chunk_size=20000
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+ [15:55:38] PASS2 SAMPLE BUILD pure: raw_signal_rows=110152 deduped_signal_rows=1085 sampled_rows=1085 cooldown_bars=15 ratio_rows_expected=3255 chunks=1
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 5% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 10% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 15% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 20% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 25% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 30% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 35% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.0s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 40% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 45% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 50% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 55% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 60% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 65% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 70% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 75% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 80% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 85% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 90% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 95% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure PROGRESS: 100% (1085/1085) signal rows, accumulated sample rows=3255, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD pure COMPLETE: accumulated_rows=3255 elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep: raw_signal_rows=4440 deduped_signal_rows=74 sampled_rows=74 cooldown_bars=15 ratio_rows_expected=222 chunks=1
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 5% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 10% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 15% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 20% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 25% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 30% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 35% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 40% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 45% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 50% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 55% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 60% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 65% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 70% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 75% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 80% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 85% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 90% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 95% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep PROGRESS: 100% (74/74) signal rows, accumulated sample rows=3477, elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE BUILD deep COMPLETE: accumulated_rows=3477 elapsed=0.1s
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+ [15:55:38] PASS2 SAMPLE TABLE COMPLETE: rows=3477 winners=1081 losses=2393 unresolved=3 features=241 elapsed=0.1s
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+ [15:55:38] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass2_training_samples_summary.json
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+ [15:55:39] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass2_trade_outcome_memory.parquet
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+ [15:55:39] PASS2 OUTCOME MEMORY SAVED: rows=3477 unique_signals=1159 artifact=pass2_trade_outcome_memory.parquet
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+ [15:55:39] Pass2 learned outcome memory SPECIALIZED TRAIN START: rows=2782 features=244 learners=WIN_1_5,WIN_2,WIN_4,LOSS,FAILURE_TYPE
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+ [15:55:39] Pass2 learned outcome memory WIN_1_5 DATA: rows=928 wins=356 losses=572
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+ [15:55:40] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 6% (10/180) elapsed=0.4s
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+ [15:55:40] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 11% (20/180) elapsed=0.8s
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+ [15:55:41] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 17% (30/180) elapsed=1.3s
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+ [15:55:41] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 22% (40/180) elapsed=1.8s
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+ [15:55:42] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 28% (50/180) elapsed=2.2s
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+ [15:55:42] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 33% (60/180) elapsed=2.6s
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+ [15:55:42] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 39% (70/180) elapsed=3.1s
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+ [15:55:43] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 44% (80/180) elapsed=3.5s
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+ [15:55:43] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 50% (90/180) elapsed=3.9s
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+ [15:55:44] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 56% (100/180) elapsed=4.4s
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+ [15:55:44] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 61% (110/180) elapsed=4.8s
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+ [15:55:45] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 67% (120/180) elapsed=5.3s
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+ [15:55:45] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 72% (130/180) elapsed=5.7s
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+ [15:55:46] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 78% (140/180) elapsed=6.1s
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+ [15:55:46] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 83% (150/180) elapsed=6.5s
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+ [15:55:46] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 89% (160/180) elapsed=7.0s
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+ [15:55:47] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 94% (170/180) elapsed=7.4s
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+ [15:55:47] Pass2 learned outcome memory WIN_1_5 TRAIN PROGRESS: 100% (180/180) elapsed=7.8s
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+ [15:55:47] Pass2 learned outcome memory WIN_2 DATA: rows=928 wins=300 losses=628
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+ [15:55:48] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 6% (10/180) elapsed=0.4s
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+ [15:55:48] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 11% (20/180) elapsed=0.8s
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+ [15:55:49] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 17% (30/180) elapsed=1.3s
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+ [15:55:49] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 22% (40/180) elapsed=1.7s
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+ [15:55:49] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 28% (50/180) elapsed=2.2s
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+ [15:55:50] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 33% (60/180) elapsed=2.6s
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+ [15:55:50] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 39% (70/180) elapsed=3.0s
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+ [15:55:51] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 44% (80/180) elapsed=3.5s
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+ [15:55:51] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 50% (90/180) elapsed=3.9s
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+ [15:55:52] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 56% (100/180) elapsed=4.4s
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+ [15:55:52] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 61% (110/180) elapsed=4.8s
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+ [15:55:52] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 67% (120/180) elapsed=5.2s
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+ [15:55:53] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 72% (130/180) elapsed=5.6s
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+ [15:55:53] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 78% (140/180) elapsed=6.1s
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+ [15:55:54] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 83% (150/180) elapsed=6.5s
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+ [15:55:54] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 89% (160/180) elapsed=7.0s
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+ [15:55:55] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 94% (170/180) elapsed=7.4s
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+ [15:55:55] Pass2 learned outcome memory WIN_2 TRAIN PROGRESS: 100% (180/180) elapsed=7.9s
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+ [15:55:55] Pass2 learned outcome memory WIN_4 DATA: rows=926 wins=187 losses=739
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+ [15:55:56] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 6% (10/180) elapsed=0.4s
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+ [15:55:56] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 11% (20/180) elapsed=0.9s
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+ [15:55:56] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 17% (30/180) elapsed=1.4s
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+ [15:55:57] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 22% (40/180) elapsed=1.8s
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+ [15:55:57] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 28% (50/180) elapsed=2.3s
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+ [15:55:58] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 33% (60/180) elapsed=2.7s
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+ [15:55:58] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 39% (70/180) elapsed=3.2s
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+ [15:55:59] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 44% (80/180) elapsed=3.6s
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+ [15:55:59] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 50% (90/180) elapsed=4.1s
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+ [15:56:00] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 56% (100/180) elapsed=4.5s
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+ [15:56:00] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 61% (110/180) elapsed=4.9s
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+ [15:56:00] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 67% (120/180) elapsed=5.3s
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+ [15:56:01] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 72% (130/180) elapsed=5.8s
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+ [15:56:01] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 78% (140/180) elapsed=6.2s
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+ [15:56:02] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 83% (150/180) elapsed=6.7s
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+ [15:56:02] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 89% (160/180) elapsed=7.1s
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+ [15:56:03] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 94% (170/180) elapsed=7.6s
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+ [15:56:03] Pass2 learned outcome memory WIN_4 TRAIN PROGRESS: 100% (180/180) elapsed=8.0s
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+ [15:56:03] Pass2 learned outcome memory LOSS DATA: rows=2782 failures=1939 non_failures=843
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+ [15:56:03] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 6% (10/180) elapsed=0.4s
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+ [15:56:04] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 11% (20/180) elapsed=0.7s
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+ [15:56:04] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 17% (30/180) elapsed=1.1s
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+ [15:56:05] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 22% (40/180) elapsed=1.5s
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+ [15:56:05] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 28% (50/180) elapsed=1.9s
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+ [15:56:05] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 33% (60/180) elapsed=2.3s
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+ [15:56:06] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 39% (70/180) elapsed=2.7s
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+ [15:56:06] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 44% (80/180) elapsed=3.1s
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+ [15:56:07] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 50% (90/180) elapsed=3.5s
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+ [15:56:07] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 56% (100/180) elapsed=3.9s
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+ [15:56:07] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 61% (110/180) elapsed=4.3s
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+ [15:56:08] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 67% (120/180) elapsed=4.7s
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+ [15:56:08] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 72% (130/180) elapsed=5.1s
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+ [15:56:09] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 78% (140/180) elapsed=5.5s
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+ [15:56:09] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 83% (150/180) elapsed=5.9s
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+ [15:56:09] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 89% (160/180) elapsed=6.3s
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+ [15:56:10] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 94% (170/180) elapsed=6.7s
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+ [15:56:10] Pass2 learned outcome memory LOSS TRAIN PROGRESS: 100% (180/180) elapsed=7.1s
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+ [15:56:10] Pass2 learned outcome memory FAILURE_TYPE DATA: rows=1939 classes=['CRT_FAILURE', 'H1_H4_CONFLICT', 'LIQUIDITY_SWEEP_FAILURE', 'M5_FAILURE', 'MOMENTUM_FAILURE', 'NORMAL_SL', 'ORDER_BLOCK_FAILURE', 'STRUCTURE_BREAK']
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+ [15:56:11] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 7% (10/140) elapsed=0.8s
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+ [15:56:12] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 14% (20/140) elapsed=1.6s
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+ [15:56:13] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 21% (30/140) elapsed=2.4s
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+ [15:56:14] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 29% (40/140) elapsed=3.2s
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+ [15:56:14] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 36% (50/140) elapsed=4.1s
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+ [15:56:15] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 43% (60/140) elapsed=4.9s
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+ [15:56:16] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 50% (70/140) elapsed=5.7s
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+ [15:56:17] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 57% (80/140) elapsed=6.5s
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+ [15:56:18] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 64% (90/140) elapsed=7.3s
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+ [15:56:18] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 71% (100/140) elapsed=8.1s
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+ [15:56:19] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 79% (110/140) elapsed=8.9s
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+ [15:56:20] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 86% (120/140) elapsed=9.8s
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+ [15:56:21] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 93% (130/140) elapsed=10.7s
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+ [15:56:22] Pass2 learned outcome memory FAILURE_TYPE TRAIN PROGRESS: 100% (140/140) elapsed=11.6s
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+ [15:56:22] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 7% (10/140) elapsed=0.3s
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+ [15:56:23] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 14% (20/140) elapsed=0.7s
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+ [15:56:23] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 21% (30/140) elapsed=1.1s
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+ [15:56:23] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 29% (40/140) elapsed=1.4s
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+ [15:56:24] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 36% (50/140) elapsed=1.8s
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+ [15:56:24] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 43% (60/140) elapsed=2.2s
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+ [15:56:24] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 50% (70/140) elapsed=2.6s
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+ [15:56:25] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 57% (80/140) elapsed=2.9s
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+ [15:56:25] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 64% (90/140) elapsed=3.3s
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+ [15:56:26] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 71% (100/140) elapsed=3.7s
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+ [15:56:26] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 79% (110/140) elapsed=4.1s
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+ [15:56:26] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 86% (120/140) elapsed=4.5s
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+ [15:56:27] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 93% (130/140) elapsed=4.8s
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+ [15:56:27] Pass2 learned outcome memory PATH_1R TRAIN PROGRESS: 100% (140/140) elapsed=5.2s
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+ [15:56:27] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 8% (10/120) elapsed=0.4s
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+ [15:56:28] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 17% (20/120) elapsed=0.7s
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+ [15:56:28] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 25% (30/120) elapsed=1.1s
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+ [15:56:29] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 33% (40/120) elapsed=1.5s
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+ [15:56:29] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 42% (50/120) elapsed=1.8s
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+ [15:56:29] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 50% (60/120) elapsed=2.2s
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+ [15:56:30] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 58% (70/120) elapsed=2.6s
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+ [15:56:30] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 67% (80/120) elapsed=2.9s
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+ [15:56:30] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 75% (90/120) elapsed=3.3s
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+ [15:56:31] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 83% (100/120) elapsed=3.7s
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+ [15:56:31] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 92% (110/120) elapsed=4.1s
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+ [15:56:32] Pass2 learned outcome memory expected_mfe_R TRAIN PROGRESS: 100% (120/120) elapsed=4.5s
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+ [15:56:32] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 8% (10/120) elapsed=0.3s
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+ [15:56:32] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 17% (20/120) elapsed=0.7s
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+ [15:56:33] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 25% (30/120) elapsed=1.1s
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+ [15:56:33] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 33% (40/120) elapsed=1.4s
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+ [15:56:33] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 42% (50/120) elapsed=1.8s
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+ [15:56:34] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 50% (60/120) elapsed=2.1s
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+ [15:56:34] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 58% (70/120) elapsed=2.5s
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+ [15:56:34] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 67% (80/120) elapsed=2.9s
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+ [15:56:35] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 75% (90/120) elapsed=3.2s
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+ [15:56:35] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 83% (100/120) elapsed=3.6s
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+ [15:56:36] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 92% (110/120) elapsed=3.9s
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+ [15:56:36] Pass2 learned outcome memory expected_mae_R TRAIN PROGRESS: 100% (120/120) elapsed=4.3s
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+ [15:56:36] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 8% (10/120) elapsed=0.3s
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+ [15:56:37] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 17% (20/120) elapsed=0.7s
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+ [15:56:37] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 25% (30/120) elapsed=1.0s
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+ [15:56:37] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 33% (40/120) elapsed=1.3s
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+ [15:56:38] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 42% (50/120) elapsed=1.7s
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+ [15:56:38] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 50% (60/120) elapsed=2.0s
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+ [15:56:38] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 58% (70/120) elapsed=2.4s
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+ [15:56:39] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 67% (80/120) elapsed=2.7s
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+ [15:56:39] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 75% (90/120) elapsed=3.1s
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+ [15:56:39] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 83% (100/120) elapsed=3.5s
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+ [15:56:40] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 92% (110/120) elapsed=3.8s
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+ [15:56:40] Pass2 learned outcome memory expected_time_to_resolution TRAIN PROGRESS: 100% (120/120) elapsed=4.2s
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+ [15:56:40] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 8% (10/120) elapsed=0.4s
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+ [15:56:41] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 17% (20/120) elapsed=0.8s
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+ [15:56:41] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 25% (30/120) elapsed=1.2s
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+ [15:56:42] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 33% (40/120) elapsed=1.6s
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+ [15:56:42] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 42% (50/120) elapsed=2.0s
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+ [15:56:42] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 50% (60/120) elapsed=2.4s
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+ [15:56:43] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 58% (70/120) elapsed=2.8s
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+ [15:56:43] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 67% (80/120) elapsed=3.2s
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+ [15:56:44] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 75% (90/120) elapsed=3.7s
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+ [15:56:44] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 83% (100/120) elapsed=4.1s
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+ [15:56:45] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 92% (110/120) elapsed=4.5s
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+ [15:56:45] Pass2 learned outcome memory REGIME TRAIN PROGRESS: 100% (120/120) elapsed=4.9s
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+ [15:56:45] Pass2 learned outcome memory REGIME MODEL: classes=['CHOP', 'CONTRACTION', 'EXPANSION', 'MIXED', 'STRONG_TREND', 'TRENDING']
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+ [15:56:45] Pass2 learned outcome memory SPECIALIZED TRAIN COMPLETE: packed_prototypes=12 feature_dimensions=244 failure_type_model=True regime_model=True path_heads=PATH_1R,MFE,MAE,TIME
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+ [15:56:46] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass2_learned_outcome_memory.pkl
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+ [15:56:46] PASS2 MODEL PREDICT START rows=91 features=244
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+ [15:56:46] PASS2 MODEL PREDICT COMPLETE rows=91 min_prob=0.0338 max_prob=0.8461 mean_prob=0.3812
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+ [15:56:46] PASS2 RATIO THRESHOLD FROZEN ratio=1:1.5 threshold=0.5 calibration_rows=91 score=-inf
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+ [15:56:46] PASS2 MODEL PREDICT START rows=91 features=244
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+ [15:56:46] PASS2 MODEL PREDICT COMPLETE rows=91 min_prob=0.0433 max_prob=0.8425 mean_prob=0.3001
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+ [15:56:46] PASS2 RATIO THRESHOLD FROZEN ratio=1:2.0 threshold=0.5 calibration_rows=91 score=-inf
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+ [15:56:46] PASS2 MODEL PREDICT START rows=91 features=244
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+ [15:56:46] PASS2 MODEL PREDICT COMPLETE rows=91 min_prob=0.0039 max_prob=0.4119 mean_prob=0.0852
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+ [15:56:46] PASS2 RATIO THRESHOLD FROZEN ratio=1:4.0 threshold=0.5 calibration_rows=91 score=-inf
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+ [15:56:46] PASS2 THRESHOLDS FROZEN: {'1.5': 0.5, '2.0': 0.5, '4.0': 0.5} source=calibration_period; selection_and_fronttest_not_used_for_threshold
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+ [15:56:46] PASS2 MODEL PREDICT START rows=3477 features=244
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+ [15:56:46] PASS2 MODEL PREDICT COMPLETE rows=3477 min_prob=0.0026 max_prob=0.9724 mean_prob=0.2897
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+ [15:56:47] PASS2 PROBABILITY DISTRIBUTION backtest: rows=2784 min=0.0026 p25=0.0236 median=0.0396 p75=0.9160 max=0.9724 approved_at_frozen_threshold=843
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+ [15:56:47] PASS2 PROBABILITY DISTRIBUTION calibration: rows=273 min=0.0039 p25=0.0817 median=0.2082 p75=0.3956 max=0.8461 approved_at_frozen_threshold=38
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+ [15:56:47] PASS2 PROBABILITY DISTRIBUTION selection: rows=111 min=0.0029 p25=0.1040 median=0.1892 p75=0.2703 max=0.7245 approved_at_frozen_threshold=5
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+ [15:56:47] PASS2 PROBABILITY DISTRIBUTION fronttest: rows=309 min=0.0057 p25=0.0721 median=0.1706 p75=0.3271 max=0.8071 approved_at_frozen_threshold=24
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+ [15:56:47] PASS2 PACKED OUTPUTS: every ratio has probability, confidence, similarity, TP_R, SL_R=1.0; BUY/SELL retained
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+ [15:56:47] PASS2 backtest model-approved rows=843 | 1.5 win=100.00% TP=356 SL=0 unresolved=0 | 2 win=100.00% | 4 win=100.00% TP=187 SL=0 unresolved=0
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+ [15:56:47] PASS2 calibration model-approved rows=38 | 1.5 win=47.83% TP=11 SL=12 unresolved=0 | 2 win=40.00% | 4 win=0.00% TP=0 SL=0 unresolved=0
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+ [15:56:47] PASS2 selection model-approved rows=5 | 1.5 win=0.00% TP=0 SL=4 unresolved=0 | 2 win=100.00% | 4 win=0.00% TP=0 SL=0 unresolved=0
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+ [15:56:47] PASS2 fronttest model-approved rows=24 | 1.5 win=0.00% TP=0 SL=15 unresolved=0 | 2 win=37.50% | 4 win=0.00% TP=0 SL=1 unresolved=0
278
+ [15:56:47] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass2_model_report.json
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+ [15:56:47] ======================== PASS 3 FRESH MODEL SIGNALS ========================
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+ [15:56:47] PASS3 FRESH RAW FILE INPUT: M1=1381588 M5=276354 M15=92123 H1=23031 H4=5758 final_fronttest_M1=129004 fresh_period_sliced_from_raw=True causal_features_recomputed=True
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+ [15:56:47] PASS3 FRESH INPUT: selection_rows=111 fronttest_rows=309 total=420
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+ [15:56:48] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass3_fresh_model_predictions.parquet
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+ [15:56:48] PASS3 FRESH PREDICTIONS SAVED: rows=420 ratios=1.5,2,4 BUY/SELL/confidence included
284
+ [15:56:48] PASS3 confidence_50 START: model_confidence_floor=50%
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+ [15:56:48] PASS2 MODEL PREDICT START rows=420 features=244
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+ [15:56:48] PASS2 MODEL PREDICT COMPLETE rows=420 min_prob=0.0029 max_prob=0.8071 mean_prob=0.2186
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+ [15:56:48] PASS3 MODEL-APPROVED confidence_floor=50% DIRECTION COUNTS: BUY=14 SELL=9 total=23
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+ [15:56:48] PASS3 confidence_50 COMPLETE: candidates=23 BUY=14 SELL=9
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+ [15:56:48] PASS3 confidence_50_selection APPROVED DIRECTION COUNTS: BUY=1 SELL=4 total=5
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+ [15:56:48] PASS3 confidence_50_selection 1:1.5 trades=4 win=0.00% profit_hit=0 stop_loss=4 mean_confidence=0.560
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+ [15:56:48] PASS3 confidence_50_selection 1:2.0 trades=1 win=100.00% profit_hit=1 stop_loss=0 mean_confidence=0.534
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+ [15:56:48] PASS3 confidence_50_selection 1:4.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:48] PASS3 confidence_50_fronttest APPROVED DIRECTION COUNTS: BUY=13 SELL=5 total=18
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+ [15:56:48] PASS3 confidence_50_fronttest 1:1.5 trades=10 win=0.00% profit_hit=0 stop_loss=10 mean_confidence=0.587
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+ [15:56:48] PASS3 confidence_50_fronttest 1:2.0 trades=7 win=28.57% profit_hit=2 stop_loss=5 mean_confidence=0.556
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+ [15:56:48] PASS3 confidence_50_fronttest 1:4.0 trades=1 win=0.00% profit_hit=0 stop_loss=1 mean_confidence=0.587
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+ [15:56:49] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass3_confidence_50_report.json
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+ [15:56:49] PASS3 confidence_70 START: model_confidence_floor=70%
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+ [15:56:49] PASS2 MODEL PREDICT START rows=420 features=244
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+ [15:56:49] PASS2 MODEL PREDICT COMPLETE rows=420 min_prob=0.0029 max_prob=0.8071 mean_prob=0.2186
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+ [15:56:49] PASS3 MODEL-APPROVED confidence_floor=70% DIRECTION COUNTS: BUY=0 SELL=0 total=0
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+ [15:56:49] PASS3 confidence_70 COMPLETE: candidates=0 BUY=0 SELL=0
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+ [15:56:49] PASS3 confidence_70_selection APPROVED: no rows
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+ [15:56:49] PASS3 confidence_70_selection 1:1.5 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:49] PASS3 confidence_70_selection 1:2.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:49] PASS3 confidence_70_selection 1:4.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:49] PASS3 confidence_70_fronttest APPROVED: no rows
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+ [15:56:49] PASS3 confidence_70_fronttest 1:1.5 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:49] PASS3 confidence_70_fronttest 1:2.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:49] PASS3 confidence_70_fronttest 1:4.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:49] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass3_confidence_70_report.json
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+ [15:56:49] PASS3 confidence_80 START: model_confidence_floor=80%
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+ [15:56:49] PASS2 MODEL PREDICT START rows=420 features=244
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+ [15:56:49] PASS2 MODEL PREDICT COMPLETE rows=420 min_prob=0.0029 max_prob=0.8071 mean_prob=0.2186
315
+ [15:56:50] PASS3 MODEL-APPROVED confidence_floor=80% DIRECTION COUNTS: BUY=0 SELL=0 total=0
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+ [15:56:50] PASS3 confidence_80 COMPLETE: candidates=0 BUY=0 SELL=0
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+ [15:56:50] PASS3 confidence_80_selection APPROVED: no rows
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+ [15:56:50] PASS3 confidence_80_selection 1:1.5 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:50] PASS3 confidence_80_selection 1:2.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:50] PASS3 confidence_80_selection 1:4.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:50] PASS3 confidence_80_fronttest APPROVED: no rows
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+ [15:56:50] PASS3 confidence_80_fronttest 1:1.5 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
323
+ [15:56:50] PASS3 confidence_80_fronttest 1:2.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
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+ [15:56:50] PASS3 confidence_80_fronttest 1:4.0 trades=0 win=nan% profit_hit=0 stop_loss=0 mean_confidence=nan
325
+ [15:56:50] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass3_confidence_80_report.json
326
+ [15:56:50] PASS3 COMPLETE: three confidence passes finished; Pass4 source is the 50%% confidence pass
327
+ [15:56:51] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass3_model_nemotron_report.json
328
+ [15:56:51] ======================== PASS 4 THIRD-PASS WINNER LOSS MODEL ========================
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+ [15:56:51] PASS4 skipped: insufficient approved winners/losses rows=23
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+ [15:56:51] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/pass4_report.json
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+ [15:56:51] HF uploaded four_pass_crt_model_nemotron/20260824T155323Z/four_pass_final_summary.json