5 Commits
Author SHA1 Message Date
crypto_predictor 99fa79cde4 fix: timezone handling and prediction logic
- api/models.py: Fix timezone conversion in stats queries by calculating UTC ranges in Python instead of using SQL CONVERT_TZ. Ensure JSON serializable types.
- api/prediction_service.py:
    - Update ensure_predictions_for_month to check previous day (ET) to cover CST month start.
    - Update _generate_prediction_for_hour to skip saving unclosed candles (current hour).
- trader/auto_trade_polymarket.py: Update to use hourly_model_predictions (V2) table for storing live trading predictions.
2026-02-11 23:14:50 +08:00
crypto_predictor 2993014fa8 feat: upgrade to multi-model ensemble system
- Updated DB schemas: added 'strategy' to trades, new 'hourly_model_predictions' wide table
- Refactored backend: api/models.py, api/prediction_service.py to support wide format
- Updated trader: auto_trade_polymarket.py now logs strategy and saves to new table
- Updated frontend: index.html and app.js to display multi-model accuracy and trade strategy
2026-02-11 22:13:35 +08:00
crypto_predictor c0a02868ac feat: refactor model inference architecture
- Unified inference logic into models/inference.py
- Added InferenceManager for handling DLinear, N-BEATS, and TTM-R2 models
- Updated prediction_service.py and auto_trade_polymarket.py to use the new manager
- Fixed dependency issues (torch, transformers)
- Resolved logger duplication issue
- Verified with test_models_feb_2026.py
2026-02-11 22:07:32 +08:00
crypto_predictor 233f0c5d10 feat: 添加 Windows 兼容性支持,优化设备选择逻辑
- start_system.py: 跨平台进程管理
  - Windows 使用 CREATE_NEW_PROCESS_GROUP 和 terminate()
  - Unix 使用 setsid 和 killpg
  - 自动检测并启用 Windows ANSI 颜色支持

- 设备选择逻辑优化:
  - macOS: 优先使用 MPS,回退到 CPU
  - Windows/Linux: 强制使用 CPU(无 CUDA 依赖)

- 影响文件:
  - api/prediction_service.py
  - auto_trade_polymarket.py
  - training/config.py
2026-02-07 21:48:06 +08:00
crypto_predictor 55453d3739 feat(frontend): 添加交易看板,统一时区为CST
refactor(db): 移除所有SQLite相关代码,迁移至MySQL
2026-02-07 16:48:14 +08:00