2025-05-27 19:06:24 | INFO | feature_base:main:106 - 性能监控状态: False
2025-05-27 19:06:24 | INFO | feature_base:main:109 - {'action': 'start_process', 'description': '开始特征处理流程', 'time_bar': 5, 'pred_periods': 12}
2025-05-27 19:06:24 | INFO | feature_base:load_mappings:19 - 开始加载映射数据
2025-05-27 19:06:24 | INFO | feature_base:process_features:48 - 开始处理高频特征数据，路径: /root/data/future_data/ts_data//main_bar_5min
2025-05-27 19:06:27 | INFO | feature_base:save_parquet:36 - 保存数据到: /root/data/Research1//hf_data//data_5min.parquet
2025-05-27 19:06:36 | INFO | feature_base:save_parquet:42 - 数据保存完成: /root/data/Research1//hf_data//data_5min.parquet
2025-05-27 19:06:36 | INFO | feature_base:process_pctchg:74 - 开始处理百分比变化数据，路径: /root/data/future_data/ts_data//main_bar_5min
2025-05-27 19:06:38 | INFO | feature_base:save_parquet:36 - 保存数据到: /root/data/Research1//hf_data//pctchg_5min_pred12.parquet
2025-05-27 19:06:40 | INFO | feature_base:save_parquet:42 - 数据保存完成: /root/data/Research1//hf_data//pctchg_5min_pred12.parquet
2025-05-27 19:06:40 | INFO | feature_base:main:113 - {'action': 'success', 'description': 'feature_base 完成'}