Commit Graph

4 Commits

Author SHA1 Message Date
jgrusewski
e4870b17b9 fix: tune log levels across workspace — demote noisy warn to debug/trace
Reduce log noise for non-critical operational paths: connection retries,
expected fallbacks, graceful degradation, and optional feature absence.
Keeps warn/error for genuine failures requiring attention.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-14 11:35:15 +01:00
jgrusewski
c0c44a5f17 feat(dqn): GPU-native regime classification with 42-dim feature vector
Expand FeatureVector from 40 to 42 dimensions by including ADX(14) at
index 40 and CUSUM direction at index 41 from the existing CPU feature
extraction pipeline. This eliminates proxy-based regime classification
and enables GPU-native regime detection via tensor narrow/comparison ops.

Key changes:
- extraction.rs: wire RegimeADXFeatures + RegimeCUSUMFeatures into
  extract_current_features_v2(), output 42 features per bar
- regime_conditional.rs: classify_regime_masks_gpu() creates per-regime
  mask tensors entirely on GPU (ADX > 0.25 = trending, |CUSUM| > 0.7 =
  volatile, else ranging). Zero CPU roundtrip in training hot path.
- trainer.rs/config.rs: state_dim 43→45 (no OFI), 51→53 (with OFI),
  aligned dims unchanged (48/56). GPU batch insertion for all 3 heads.
- CUDA header: MARKET_DIM 40→42
- walk_forward.rs: FEATURE_DIM 40→42
- 42 files updated, all [f64;40]→[f64;42] propagated across workspace

Test results: ml=874/0, ml-dqn=354/0, ml-features=282/0, ml-core=274/0
Real data GPU smoke tests: 7/7 passed (OHLCV + OFI + trade enrichment)
Hyperopt baseline RL: 2 trials completed on local RTX 3050 Ti

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-09 12:16:05 +01:00
jgrusewski
a35a564f45 fix(ml): DQN hyperopt overhaul — DSR reward, dead features, C51/noisy/network fixes
22-task overhaul (6 phases) for DQN training quality:
- Differential Sharpe Ratio (DSR) reward replacing raw PnL
- Remove 11 dead features (3 regime + 8 OFI): state_dim 54→43, feature_dim 51→40
- C51 v_min/v_max aligned to DSR Q-value range (±25.0)
- IQN batch path fix — consistent network for train+inference
- RMSNorm in distributional-dueling network
- Noisy layer sigma_init wired through config
- Rainbow config unified with DSR/C51/noisy defaults
- All dimension constants, comments, CUDA buffers updated
- 2747 lib tests passing, 0 failures, 0 warnings

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-03-07 12:08:39 +01:00
jgrusewski
9c3d741a08 refactor: restructure repo — crates/, bin/, testing/ layout
Move 17 library crates into crates/, CLI binary into bin/fxt,
consolidate 10 test crates into testing/, split config crate
from deployment config files.

Root directory reduced from 38+ to ~17 directories.
All Cargo.toml paths and build.rs proto refs updated.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
2026-02-25 11:56:00 +01:00