2025-07-16 19:06:29 | INFO | feature_base:main:106 - 性能监控状态: False
2025-07-16 19:06:29 | INFO | feature_base:main:109 - {'action': 'start_process', 'description': '开始特征处理流程', 'time_bar': 5, 'pred_periods': 12}
2025-07-16 19:06:29 | INFO | feature_base:load_mappings:19 - 开始加载映射数据
2025-07-16 19:06:29 | 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
2025-07-16 19:06:32 | ERROR | func_feature_hf_validation:process_hf_data_with_path:785 - 处理全量特征失败: bz No such file or directory (os error 2): /root/data/future_data/ts_data//main_bar_5min/bz_5min.parquet

This error occurred with the following context stack:
	[1] 'parquet scan'
	[2] 'sink'

2025-07-16 19:06:32 | WARNING | feature_base:process_features:57 - 有1个商品没有有效features数据
2025-07-16 19:06:32 | INFO | feature_base:save_parquet:36 - 保存数据到: /root/data/Research1//hf_data//data_5min.parquet
2025-07-16 19:06:41 | INFO | feature_base:save_parquet:42 - 数据保存完成: /root/data/Research1//hf_data//data_5min.parquet
2025-07-16 19:06:41 | WARNING | feature_base:check_trade_date_is_current:29 - process_features last_trade_time 2025-07-11 15:15:00 日期不是今天(2025-07-16)，可能不是最新数据
2025-07-16 19:06:42 | 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
2025-07-16 19:06:44 | ERROR | func_feature_hf_validation:process_hf_data_pctchg_with_path:795 - 处理全量ATR标准化收益率失败: bz No such file or directory (os error 2): /root/data/future_data/ts_data//main_bar_5min/bz_5min.parquet

This error occurred with the following context stack:
	[1] 'parquet scan'
	[2] 'sink'

2025-07-16 19:06:44 | WARNING | feature_base:process_pctchg:84 - 有1个商品没有有效的 pctchg数据
2025-07-16 19:06:44 | WARNING | feature_base:check_trade_date_is_current:29 - process_pctchg last_trade_time 2025-07-11 15:15:00 日期不是今天(2025-07-16)，可能不是最新数据
2025-07-16 19:06:44 | INFO | feature_base:save_parquet:36 - 保存数据到: /root/data/Research1//hf_data//pctchg_5min_pred12.parquet
2025-07-16 19:06:47 | INFO | feature_base:save_parquet:42 - 数据保存完成: /root/data/Research1//hf_data//pctchg_5min_pred12.parquet
2025-07-16 19:06:47 | INFO | feature_base:main:113 - {'action': 'success', 'description': 'feature_base 完成'}