2025-04-18 03:29:24,201 - root - INFO - Using Base Models Directory: /home/yasha/develop/gru_sac_predictor/models 2025-04-18 03:29:24,202 - root - INFO - Using results directory: /home/yasha/develop/gru_sac_predictor/results/20250418_032924 2025-04-18 03:29:24,202 - root - INFO - Using logs directory: /home/yasha/develop/gru_sac_predictor/logs/20250418_032924 2025-04-18 03:29:24,202 - root - INFO - Using models directory: /home/yasha/develop/gru_sac_predictor/models/20250418_032924 2025-04-18 03:29:24,202 - root - INFO - Logging setup complete. Log file: /home/yasha/develop/gru_sac_predictor/logs/20250418_032924/pipeline_20250418_032924.log 2025-04-18 03:29:24,202 - root - INFO - --- Starting Pipeline Run: 20250418_032924 --- 2025-04-18 03:29:24,202 - root - INFO - Using config: /home/yasha/develop/gru_sac_predictor/gru_sac_predictor/config.yaml 2025-04-18 03:29:24,202 - root - INFO - Resolved relative db_dir '../data/crypto_market_data' to absolute path: /home/yasha/develop/data/crypto_market_data 2025-04-18 03:29:24,202 - gru_sac_predictor.src.data_loader - INFO - Initialized DataLoader with db_dir='/home/yasha/develop/data/crypto_market_data' 2025-04-18 03:29:24,202 - gru_sac_predictor.src.feature_engineer - INFO - FeatureEngineer initialized with minimal whitelist: ['return_1m', 'return_15m', 'return_60m', 'ATR_14', 'volatility_14d', 'chaikin_AD_10', 'svi_10', 'EMA_10', 'EMA_50', 'MACD', 'MACD_signal', 'hour_sin', 'hour_cos'] 2025-04-18 03:29:24,202 - gru_sac_predictor.src.gru_model_handler - INFO - GRUModelHandler initialized for run 20250418_032924 in /home/yasha/develop/gru_sac_predictor/models/20250418_032924 2025-04-18 03:29:24,202 - gru_sac_predictor.src.calibrator - INFO - Calibrator initialized with edge threshold: 0.55 2025-04-18 03:29:24,202 - gru_sac_predictor.src.backtester - INFO - Backtester initialized. 2025-04-18 03:29:24,202 - gru_sac_predictor.src.backtester - INFO - Initial Capital: 10000.00 2025-04-18 03:29:24,202 - gru_sac_predictor.src.backtester - INFO - Transaction Cost: 0.0500% 2025-04-18 03:29:24,203 - gru_sac_predictor.src.backtester - INFO - Edge Threshold: 0.550 2025-04-18 03:29:24,207 - root - INFO - Saved run configuration to /home/yasha/develop/gru_sac_predictor/results/20250418_032924/run_config.yaml 2025-04-18 03:29:24,207 - root - INFO - === Starting Pipeline Execution === 2025-04-18 03:29:24,207 - root - INFO - --- Stage: Loading and Preprocessing Data --- 2025-04-18 03:29:24,207 - gru_sac_predictor.src.data_loader - INFO - Loading data for SOL-USDT (bnbspot) from 2025-03-01 to 2025-03-10, interval 1min 2025-04-18 03:29:24,209 - gru_sac_predictor.src.data_loader - INFO - Scanning for DB files recursively in: /home/yasha/develop/data/crypto_market_data 2025-04-18 03:29:24,258 - gru_sac_predictor.src.data_loader - INFO - Found 316 DB files. Using newest: 20250416.mktdata.ohlcv.db 2025-04-18 03:29:24,362 - gru_sac_predictor.src.data_loader - INFO - Identified 8 potential DB files: ['20250228.mktdata.ohlcv.db', '20250301.mktdata.ohlcv.db', '20250302.mktdata.ohlcv.db', '20250303.mktdata.ohlcv.db', '20250304.mktdata.ohlcv.db', '20250305.mktdata.ohlcv.db', '20250306.mktdata.ohlcv.db', '20250307.mktdata.ohlcv.db'] 2025-04-18 03:29:24,428 - gru_sac_predictor.src.data_loader - INFO - Combined data shape before final filtering/resampling: (9827, 5) 2025-04-18 03:29:24,429 - gru_sac_predictor.src.data_loader - INFO - Shape after final date filtering: (9827, 5) 2025-04-18 03:29:24,430 - gru_sac_predictor.src.data_loader - INFO - Successfully loaded and processed data for SOL-USDT. Final shape: (9827, 5) 2025-04-18 03:29:24,430 - root - ERROR - Pipeline execution failed: type object 'datetime.datetime' has no attribute 'timezone' Traceback (most recent call last): File "/home/yasha/develop/gru_sac_predictor/gru_sac_predictor/src/trading_pipeline.py", line 1011, in execute self.load_and_preprocess_data() File "/home/yasha/develop/gru_sac_predictor/gru_sac_predictor/src/trading_pipeline.py", line 298, in load_and_preprocess_data if self.df_raw.index.tz is None or self.df_raw.index.tz is not datetime.timezone.utc: AttributeError: type object 'datetime.datetime' has no attribute 'timezone'. Did you mean: 'astimezone'? 2025-04-18 03:29:24,431 - root - ERROR - === Pipeline Execution Terminated Due to Error ===