Hierarchical ML Pipeline for trading predictions:
- Level 0: Attention Models (volatility/flow classification)
- Level 1: Base Models (XGBoost per symbol/timeframe)
- Level 2: Metamodels (XGBoost Stacking + Neural Gating)
Key components:
- src/pipelines/hierarchical_pipeline.py - Main prediction pipeline
- src/models/ - All ML model classes
- src/training/ - Training utilities
- src/api/ - FastAPI endpoints
- scripts/ - Training and evaluation scripts
- config/ - YAML configurations
Note: Trained models (*.joblib, *.pt) are gitignored.
Regenerate with training scripts.
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
1424 lines
37 KiB
JSON
1424 lines
37 KiB
JSON
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"config": {
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"metrics": {
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"pred_high": 0.0006429393259457547,
|
|
"pred_low": 0.0006429393259457547
|
|
},
|
|
{
|
|
"bar": 14432,
|
|
"time": "2025-03-17 19:10:00",
|
|
"direction": "long",
|
|
"entry": 3001.17,
|
|
"tp": 3001.6062857142856,
|
|
"sl": 2998.552285714286,
|
|
"exit": 3001.6062857142856,
|
|
"result": "tp",
|
|
"pnl": 16.294433176815016,
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|
"bars_held": 1,
|
|
"pred_high": 0.0002907437527935444,
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|
"pred_low": 0.0002907437527935444
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|
}
|
|
]
|
|
} |