2025-05-13 21:00:03 | INFO | feature_base:main:104 - 性能监控状态: True
2025-05-13 21:00:03 | INFO | feature_base:main:107 - {'action': 'start_process', 'description': '开始特征处理流程', 'time_bar': 5}
2025-05-13 21:00:03 | INFO | feature_base:load_mappings:18 - 开始加载映射数据
2025-05-13 21:00:03 | INFO | feature_base:wrapper:186 - {'action': 'process_features_start', 'params': {}}
2025-05-13 21:00:03 | INFO | feature_base:process_features:47 - 开始处理高频特征数据，路径: /root/data/future_data/ts_data//main_bar_5min
2025-05-13 21:00:07 | INFO | feature_base:save_parquet:35 - 保存数据到: /root/data/Research1//hf_data//data_5min.parquet
2025-05-13 21:00:15 | INFO | feature_base:save_parquet:41 - 数据保存完成: /root/data/Research1//hf_data//data_5min.parquet
2025-05-13 21:00:15 | INFO | feature_base:wrapper:210 - [性能] process_features: 耗时=12.09秒, 内存增加=6895.67MB, CPU=29.2%
2025-05-13 21:00:16 | INFO | feature_base:wrapper:186 - {'action': 'process_pctchg_start', 'params': {}}
2025-05-13 21:00:16 | INFO | feature_base:process_pctchg:73 - 开始处理百分比变化数据，路径: /root/data/future_data/ts_data//main_bar_5min
2025-05-13 21:00:18 | INFO | feature_base:save_parquet:35 - 保存数据到: /root/data/Research1//hf_data//pctchg_5min.parquet
2025-05-13 21:00:20 | INFO | feature_base:save_parquet:41 - 数据保存完成: /root/data/Research1//hf_data//pctchg_5min.parquet
2025-05-13 21:00:20 | INFO | feature_base:wrapper:210 - [性能] process_pctchg: 耗时=4.44秒, 内存增加=431.30MB, CPU=39.1%
2025-05-13 21:00:20 | INFO | feature_base:main:111 - {'action': 'complete', 'description': '特征处理流程完成'}