Two root-cause fixes surfaced by cluster smoke v74v4 (sweep_smoke-a2dfc6d99): Bug D — DBN parser price scaling: - BidAskPair::price_to_f64/price_from_f64 used /1e12 / *1e12 from test-data calibration. DBN production uses 1e-9 nanoprice (the DBN standard). ES at 5500 raw 5_500_000_000_000 → 5.5 instead of 5500. Smoke trade records showed entry_px=5.24 instead of expected ~5240 ES index points (1000× too small). Fix: 1e12 → 1e9 in both functions. Round-trip symmetric; tests updated. Bug C-b — corrupt top-of-book sentinel: - Per-level sanitization (Task 15) zeros each unhealthy MBP-10 level individually. At session-boundary events with all 10 levels invalid, the book becomes uniformly zero. apply_fill_to_pos then reads bid_px[0]=0 / ask_px[0]=0 → vwap_entry=0 → trade record entry_px=0 (zero sentinel in v74v4 CSV, 162/1024 trades in n59t4). - Fix: pre-validate top-of-book in apply_snapshot_kernel. If bid_px[0]/ask_px[0]/bid_sz[0]/ask_sz[0] are non-finite or bid_px[0]<=0/ask_px[0]<=0/bid_sz[0]<=0/ask_sz[0]<=0, atomically skip the entire snapshot (book/prev_mid/atr_mid_ema unchanged). Add per-backtest snapshots_skipped_d counter for observability. Test corrupt_top_of_book_skips_snapshot_and_increments_counter validates NaN top-price + zero top-size cases both increment the counter without mutating state, and that a subsequent valid snapshot updates normally. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
data
Market data ingestion, broker integration, and feature extraction.
Providers
- Databento — historical and real-time market data via DBN format
- Benzinga — news and fundamentals feed
Broker Integrations
- IB TWS — Interactive Brokers TWS/Gateway socket connection
- ICMarkets — FIX 4.4 protocol integration
Key Modules
brokers— broker adapters (IB TWS, ICMarkets FIX)providers— data provider clients (Databento, Benzinga)parquet_persistence— Parquet read/write for tick and bar datareplay— market data replay for backtestingtraining_pipeline— data preparation for ML model trainingfeatures— technical indicator and feature computationvalidation— data quality checks and schema validation
Cargo Features
| Feature | Default | Description |
|---|---|---|
databento |
yes | Databento provider support |
benzinga |
yes | Benzinga provider support |
icmarkets |
yes | ICMarkets FIX 4.4 integration |
redis-cache |
no | Redis caching layer |
ib |
no | Interactive Brokers adapter |
mock |
no | Mock providers for testing |