Add mybot demo with enhanced prediction engine and realtime data#256
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NguyenThong251 wants to merge 2 commits intoshiyu-coder:masterfrom
Open
Add mybot demo with enhanced prediction engine and realtime data#256NguyenThong251 wants to merge 2 commits intoshiyu-coder:masterfrom
NguyenThong251 wants to merge 2 commits intoshiyu-coder:masterfrom
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Introduce an optional mybot package providing a live Binance OHLCV -> Kronos pipeline: prediction utils (mybot/prediction.py), a FastAPI server (mybot/server.py), a CLI demo (mybot/cli_demo.py), and a Vite+React web UI under mybot/web. Update README with usage and instructions for running the API and frontend. Also: adjust examples/prediction_example.py to use pathlib and a repo-relative import, add node_modules to .gitignore, add mybot/requirements-server.txt, and fix calc_time_stamps handling of pd.DatetimeIndex in model/kronos.py. These changes wire up an optional demo stack while keeping the core model code intact.
Introduce a new enhanced prediction pipeline and realtime data aggregator: add mybot/prediction_engine.py (technical-indicator ensemble, Monte Carlo confidence intervals, market regime detection, realtime injection) and mybot/realtime_data.py (news/sentiment, fear/greed, on-chain, caching). Integrate them into mybot/prediction.py with graceful degradation when optional deps are missing and return enriched result fields; update mybot/server.py to accept and forward new prediction options (use_ensemble, use_confidence, n_confidence_samples, use_realtime, realtime_limit, hf_model). Update frontend (mybot/web/src/App.tsx) and requirements.txt to support the new features, and add several local .omc state files. These changes enable optional ensemble-driven, sentiment-aware forecasts while preserving backward compatibility with the original predictor.
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