acc3338213
## Nouveaux modules
### src/ml/cnn/
- candlestick_encoder.py : CandlestickEncoder, fenêtres OHLCV z-score (N, 64, 5)
- cnn_model.py : TradingCNN — 3 blocs Conv1D(5→32→64→128) + BN + ReLU + GlobalAvgPool
- cnn_strategy_model.py : CNNStrategyModel, API identique à MLStrategyModel (train/predict/save/load)
### src/ml/ensemble/
- ensemble_model.py : EnsembleModel, poids {xgboost:0.40, cnn:0.60}, accord requis entre modèles
### src/strategies/cnn_driven/
- cnn_strategy.py : CNNDrivenStrategy(BaseStrategy), SL/TP ATR-based, fallback CNN_AVAILABLE=False
### src/strategies/ensemble/
- ensemble_strategy.py : EnsembleStrategy(BaseStrategy), auto-load XGBoost + CNN au démarrage
## Modifications
- trading.py : routes POST /train-cnn, GET /train-cnn/{job_id}, GET /cnn-models,
POST /ensemble/configure, GET /ensemble/status + fix bugs (logging, _get_data_service, period_map)
- strategy_engine.py : support 'ml_driven' dans load_strategy()
- docker/requirements/api.txt : ajout torch>=2.0.0 + dépendances ML (scikit-learn, xgboost, lightgbm)
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
32 lines
678 B
Plaintext
32 lines
678 B
Plaintext
# ============================================================
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# API - Container trading-api (FastAPI backend)
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# ============================================================
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# Serveur ASGI
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uvicorn[standard]==0.24.0
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# Market Data
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yfinance>=1.0.0
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alpha-vantage==2.3.1
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# Technical Analysis (pandas-based, pas de lib C requise)
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ta==0.11.0
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# Optimisation paramètres
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optuna>=4.0.0
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# Monitoring
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prometheus-client==0.19.0
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# Notifications
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python-telegram-bot==20.7
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# ML — requis pour MLDrivenStrategy (entraînement et prédiction dans l'API)
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scikit-learn==1.3.2
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xgboost==2.0.3
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lightgbm==4.1.0
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joblib>=1.3.0
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# ML — Deep Learning (CNN pour patterns chandeliers)
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torch>=2.0.0
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